File size: 178,518 Bytes
055fe96
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
428
429
430
431
432
433
434
435
436
437
438
439
440
441
442
443
444
445
446
447
448
449
450
451
452
453
454
455
456
457
458
459
460
461
462
463
464
465
466
467
468
469
470
471
472
473
474
475
476
477
478
479
480
481
482
483
484
485
486
487
488
489
490
491
492
493
494
495
496
497
498
499
500
501
502
503
504
505
506
507
508
509
510
511
512
513
514
515
516
517
518
519
520
521
522
523
524
525
526
527
528
529
530
531
532
533
534
535
536
537
538
539
540
541
542
543
544
545
546
547
548
549
550
551
552
553
554
555
556
557
558
559
560
561
562
563
564
565
566
567
568
569
570
571
572
573
574
575
576
577
578
579
580
581
582
583
584
585
586
587
588
589
590
591
592
593
594
595
596
597
598
599
600
601
602
603
604
605
606
607
608
609
610
611
612
613
614
615
616
617
618
619
620
621
622
623
624
625
626
627
628
629
630
631
632
633
634
635
636
637
638
639
640
641
642
643
644
645
646
647
648
649
650
651
652
653
654
655
656
657
658
659
660
661
662
663
664
665
666
667
668
669
670
671
672
673
674
675
676
677
678
679
680
681
682
683
684
685
686
687
688
689
690
691
692
693
694
695
696
697
698
699
700
701
702
703
704
705
706
707
708
709
710
711
712
713
714
715
716
717
718
719
720
721
722
723
724
725
726
727
728
729
730
731
732
733
734
735
736
737
738
739
740
741
742
743
744
745
746
747
748
749
750
751
752
753
754
755
756
757
758
759
760
761
762
763
764
765
766
767
768
769
770
771
772
773
774
775
776
777
778
779
780
781
782
783
784
785
786
787
788
789
790
791
792
793
794
795
796
797
798
799
800
801
802
803
804
805
806
807
808
809
810
811
812
813
814
815
816
817
818
819
820
821
822
823
824
825
826
827
828
829
830
831
832
833
834
835
836
837
838
839
840
841
842
843
844
845
846
847
848
849
850
851
852
853
854
855
856
857
858
859
860
861
862
863
864
865
866
867
868
869
870
871
872
873
874
875
876
877
878
879
880
881
882
883
884
885
886
887
888
889
890
891
892
893
894
895
896
897
898
899
900
901
902
903
904
905
906
907
908
909
910
911
912
913
914
915
916
917
918
919
920
921
922
923
924
925
926
927
928
929
930
931
932
933
934
935
936
937
938
939
940
941
942
943
944
945
946
947
948
949
950
951
952
953
954
955
956
957
958
959
960
961
962
963
964
965
966
967
968
969
970
971
972
973
974
975
976
977
978
979
980
981
982
983
984
985
986
987
988
989
990
991
992
993
994
995
996
997
998
999
1000
1001
1002
1003
1004
1005
1006
1007
1008
1009
1010
1011
1012
1013
1014
1015
1016
1017
1018
1019
1020
1021
1022
1023
1024
1025
1026
1027
1028
1029
1030
1031
1032
1033
1034
1035
1036
1037
1038
1039
1040
1041
1042
1043
1044
1045
1046
1047
1048
1049
1050
1051
1052
1053
1054
1055
1056
1057
1058
1059
1060
1061
1062
1063
1064
1065
1066
1067
1068
1069
1070
1071
1072
1073
1074
1075
1076
1077
1078
1079
1080
1081
1082
1083
1084
1085
1086
1087
1088
1089
1090
1091
1092
1093
1094
1095
1096
1097
1098
1099
1100
1101
1102
1103
1104
1105
1106
1107
1108
1109
1110
1111
1112
1113
1114
1115
1116
1117
1118
1119
1120
1121
1122
1123
1124
1125
1126
1127
1128
1129
1130
1131
1132
1133
1134
1135
1136
1137
1138
1139
1140
1141
1142
1143
1144
1145
1146
1147
1148
1149
1150
1151
1152
1153
1154
1155
1156
1157
1158
1159
1160
1161
1162
1163
1164
1165
1166
1167
1168
1169
1170
1171
1172
1173
1174
1175
1176
1177
1178
1179
1180
1181
1182
1183
1184
1185
1186
1187
1188
1189
1190
1191
1192
1193
1194
1195
1196
1197
1198
1199
1200
1201
1202
1203
1204
1205
1206
1207
1208
1209
1210
1211
1212
1213
1214
1215
1216
1217
1218
1219
1220
1221
1222
1223
1224
1225
1226
1227
1228
1229
1230
1231
1232
1233
1234
1235
1236
1237
1238
1239
1240
1241
1242
1243
1244
1245
1246
1247
1248
1249
1250
1251
1252
1253
1254
1255
1256
1257
1258
1259
1260
1261
1262
1263
1264
1265
1266
1267
1268
1269
1270
1271
1272
1273
1274
1275
1276
1277
1278
1279
1280
1281
1282
1283
1284
1285
1286
1287
1288
1289
1290
1291
1292
1293
1294
1295
1296
1297
1298
1299
1300
1301
1302
1303
1304
1305
1306
1307
1308
1309
1310
1311
1312
1313
1314
1315
1316
1317
1318
1319
1320
1321
1322
1323
1324
1325
1326
1327
1328
1329
1330
1331
1332
1333
1334
1335
1336
1337
1338
1339
1340
1341
1342
1343
1344
1345
1346
1347
1348
1349
1350
1351
1352
1353
1354
1355
1356
1357
1358
1359
1360
1361
1362
1363
1364
1365
1366
1367
1368
1369
1370
1371
1372
1373
1374
1375
1376
1377
1378
1379
1380
1381
1382
1383
1384
1385
1386
1387
1388
1389
1390
1391
1392
1393
1394
1395
1396
1397
1398
1399
1400
1401
1402
1403
1404
1405
1406
1407
1408
1409
1410
1411
1412
1413
1414
1415
1416
1417
1418
1419
1420
1421
1422
1423
1424
1425
1426
1427
1428
1429
1430
1431
1432
1433
1434
1435
1436
1437
1438
1439
1440
1441
1442
1443
1444
1445
1446
1447
1448
1449
1450
1451
1452
1453
1454
1455
1456
1457
1458
1459
1460
1461
1462
1463
1464
1465
1466
1467
1468
1469
1470
1471
1472
1473
1474
1475
1476
1477
1478
1479
1480
1481
1482
1483
1484
1485
1486
1487
1488
1489
1490
1491
1492
1493
1494
1495
1496
1497
1498
1499
1500
1501
1502
1503
1504
1505
1506
1507
1508
1509
1510
1511
1512
1513
1514
1515
1516
1517
1518
1519
1520
1521
1522
1523
1524
1525
1526
1527
1528
1529
1530
1531
1532
1533
1534
1535
1536
1537
1538
1539
1540
1541
1542
1543
1544
1545
1546
1547
1548
1549
1550
1551
1552
1553
1554
1555
1556
1557
1558
1559
1560
1561
1562
1563
1564
1565
1566
1567
1568
1569
1570
1571
1572
1573
1574
1575
1576
1577
1578
1579
1580
1581
1582
1583
1584
1585
1586
1587
1588
1589
1590
1591
1592
1593
1594
1595
1596
1597
1598
1599
1600
1601
1602
1603
1604
1605
1606
1607
1608
1609
1610
1611
1612
1613
1614
1615
1616
1617
1618
1619
1620
1621
1622
1623
1624
1625
1626
1627
1628
1629
1630
1631
1632
1633
1634
1635
1636
1637
1638
1639
1640
1641
1642
1643
1644
1645
1646
1647
1648
1649
1650
1651
1652
1653
1654
1655
1656
1657
1658
1659
1660
1661
1662
1663
1664
1665
1666
1667
1668
1669
1670
1671
1672
1673
1674
1675
1676
1677
1678
1679
1680
1681
1682
1683
1684
1685
1686
1687
1688
1689
1690
1691
1692
1693
1694
1695
1696
1697
1698
1699
1700
1701
1702
1703
1704
1705
1706
1707
1708
1709
1710
1711
1712
1713
1714
1715
1716
1717
1718
1719
1720
1721
1722
1723
1724
1725
1726
1727
1728
1729
1730
1731
1732
1733
1734
1735
1736
1737
1738
1739
1740
1741
1742
1743
1744
1745
1746
1747
1748
1749
1750
1751
1752
1753
1754
1755
1756
1757
1758
1759
1760
1761
1762
1763
1764
1765
1766
1767
1768
1769
1770
1771
1772
1773
1774
1775
1776
1777
1778
1779
1780
1781
1782
1783
1784
1785
1786
1787
1788
1789
1790
1791
1792
1793
1794
1795
1796
1797
1798
1799
1800
1801
1802
1803
1804
1805
1806
1807
1808
1809
1810
1811
1812
1813
1814
1815
1816
1817
1818
1819
1820
1821
1822
1823
1824
1825
1826
1827
1828
1829
1830
1831
1832
1833
1834
1835
1836
1837
1838
1839
1840
1841
1842
1843
1844
1845
1846
1847
1848
1849
1850
1851
1852
1853
1854
1855
1856
1857
1858
1859
1860
1861
1862
1863
1864
1865
1866
1867
1868
1869
1870
1871
1872
1873
1874
1875
1876
1877
1878
1879
1880
1881
1882
1883
1884
1885
1886
1887
1888
1889
1890
1891
1892
1893
1894
1895
1896
1897
1898
1899
1900
1901
1902
1903
1904
1905
1906
1907
1908
1909
1910
1911
1912
1913
1914
1915
1916
1917
1918
1919
1920
1921
1922
1923
1924
1925
1926
1927
1928
1929
1930
1931
1932
1933
1934
1935
1936
1937
1938
1939
1940
1941
1942
1943
1944
1945
1946
1947
1948
1949
1950
1951
1952
1953
1954
1955
1956
1957
1958
1959
1960
1961
1962
1963
1964
1965
1966
1967
1968
1969
1970
1971
1972
1973
1974
1975
1976
1977
1978
1979
1980
1981
1982
1983
1984
1985
1986
1987
1988
1989
1990
1991
1992
1993
1994
1995
1996
1997
1998
1999
2000
2001
2002
2003
2004
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
2017
2018
2019
2020
2021
2022
2023
2024
2025
2026
2027
2028
2029
2030
2031
2032
2033
2034
2035
2036
2037
2038
2039
2040
2041
2042
2043
2044
2045
2046
2047
2048
2049
2050
2051
2052
2053
2054
2055
2056
2057
2058
2059
2060
2061
2062
2063
2064
2065
2066
2067
2068
2069
2070
2071
2072
2073
2074
2075
2076
2077
2078
2079
2080
2081
2082
2083
2084
2085
2086
2087
2088
2089
2090
2091
2092
2093
2094
2095
2096
2097
2098
2099
2100
2101
2102
2103
2104
2105
2106
2107
2108
2109
2110
2111
2112
2113
2114
2115
2116
2117
2118
2119
2120
2121
2122
2123
2124
2125
2126
2127
2128
2129
2130
2131
2132
2133
2134
2135
2136
2137
2138
2139
2140
2141
2142
2143
2144
2145
2146
2147
2148
2149
2150
2151
2152
2153
2154
2155
2156
2157
2158
2159
2160
2161
2162
2163
2164
2165
2166
2167
2168
2169
2170
2171
2172
2173
2174
2175
2176
2177
2178
2179
2180
2181
2182
2183
2184
2185
2186
2187
2188
2189
2190
2191
2192
2193
2194
2195
2196
2197
2198
2199
2200
2201
2202
2203
2204
2205
2206
2207
2208
2209
2210
2211
2212
2213
2214
2215
2216
2217
2218
2219
2220
2221
2222
2223
2224
2225
2226
2227
2228
2229
2230
2231
2232
2233
2234
2235
2236
2237
2238
2239
2240
2241
2242
2243
2244
2245
2246
2247
2248
2249
2250
2251
2252
2253
2254
2255
2256
2257
2258
2259
2260
2261
2262
2263
2264
2265
2266
2267
2268
2269
2270
2271
2272
2273
2274
2275
2276
2277
2278
2279
2280
2281
2282
2283
2284
2285
2286
2287
2288
2289
2290
2291
2292
2293
2294
2295
2296
2297
2298
2299
2018-12-17 17:08:32,757 ----------------------------------------------------------------------------------------------------
2018-12-17 17:08:32,757 Evaluation method: MICRO_F1_SCORE
2018-12-17 17:08:32,792 ----------------------------------------------------------------------------------------------------
2018-12-17 17:08:33,103 epoch 1 - iter 0/6098 - loss 3.04892707
2018-12-17 17:09:37,190 epoch 1 - iter 609/6098 - loss 1.39573178
2018-12-17 17:10:41,604 epoch 1 - iter 1218/6098 - loss 1.23114189
2018-12-17 17:11:46,139 epoch 1 - iter 1827/6098 - loss 1.15219260
2018-12-17 17:12:51,145 epoch 1 - iter 2436/6098 - loss 1.09419998
2018-12-17 17:13:55,177 epoch 1 - iter 3045/6098 - loss 1.05112227
2018-12-17 17:14:59,281 epoch 1 - iter 3654/6098 - loss 1.01497258
2018-12-17 17:16:24,365 epoch 1 - iter 4263/6098 - loss 0.98547172
2018-12-17 17:17:28,907 epoch 1 - iter 4872/6098 - loss 0.96011266
2018-12-17 17:18:32,200 epoch 1 - iter 5481/6098 - loss 0.93866476
2018-12-17 17:19:36,184 epoch 1 - iter 6090/6098 - loss 0.91930244
2018-12-17 17:19:37,633 ----------------------------------------------------------------------------------------------------
2018-12-17 17:19:37,633 EPOCH 1 done: loss 0.9191 - lr 0.1000 - bad epochs 0
2018-12-17 17:20:53,327 TEST : loss 0.67075139 - f-score 0.7770 - acc 0.7770
2018-12-17 17:20:53,332 ----------------------------------------------------------------------------------------------------
2018-12-17 17:20:53,714 epoch 2 - iter 0/6098 - loss 0.62072289
2018-12-17 17:21:12,387 epoch 2 - iter 609/6098 - loss 0.73053390
2018-12-17 17:21:30,982 epoch 2 - iter 1218/6098 - loss 0.71795352
2018-12-17 17:21:49,533 epoch 2 - iter 1827/6098 - loss 0.71014156
2018-12-17 17:22:08,315 epoch 2 - iter 2436/6098 - loss 0.70436481
2018-12-17 17:22:27,038 epoch 2 - iter 3045/6098 - loss 0.69780730
2018-12-17 17:22:45,510 epoch 2 - iter 3654/6098 - loss 0.69241746
2018-12-17 17:23:03,918 epoch 2 - iter 4263/6098 - loss 0.68627258
2018-12-17 17:23:22,510 epoch 2 - iter 4872/6098 - loss 0.68046448
2018-12-17 17:23:41,273 epoch 2 - iter 5481/6098 - loss 0.67606835
2018-12-17 17:23:59,909 epoch 2 - iter 6090/6098 - loss 0.67163829
2018-12-17 17:24:00,981 ----------------------------------------------------------------------------------------------------
2018-12-17 17:24:00,981 EPOCH 2 done: loss 0.6716 - lr 0.1000 - bad epochs 0
2018-12-17 17:24:38,463 TEST : loss 0.54110867 - f-score 0.8233 - acc 0.8233
2018-12-17 17:24:38,468 ----------------------------------------------------------------------------------------------------
2018-12-17 17:24:38,818 epoch 3 - iter 0/6098 - loss 0.49975160
2018-12-17 17:24:57,590 epoch 3 - iter 609/6098 - loss 0.61580776
2018-12-17 17:25:16,537 epoch 3 - iter 1218/6098 - loss 0.61619655
2018-12-17 17:25:35,239 epoch 3 - iter 1827/6098 - loss 0.61249151
2018-12-17 17:25:54,033 epoch 3 - iter 2436/6098 - loss 0.60910093
2018-12-17 17:26:12,538 epoch 3 - iter 3045/6098 - loss 0.60694780
2018-12-17 17:26:30,865 epoch 3 - iter 3654/6098 - loss 0.60375350
2018-12-17 17:26:49,314 epoch 3 - iter 4263/6098 - loss 0.60299440
2018-12-17 17:27:08,066 epoch 3 - iter 4872/6098 - loss 0.60033278
2018-12-17 17:27:26,777 epoch 3 - iter 5481/6098 - loss 0.59830172
2018-12-17 17:27:45,287 epoch 3 - iter 6090/6098 - loss 0.59604873
2018-12-17 17:27:46,816 ----------------------------------------------------------------------------------------------------
2018-12-17 17:27:46,816 EPOCH 3 done: loss 0.5961 - lr 0.1000 - bad epochs 0
2018-12-17 17:28:26,072 TEST : loss 0.48937422 - f-score 0.8401 - acc 0.8401
2018-12-17 17:28:26,077 ----------------------------------------------------------------------------------------------------
2018-12-17 17:28:26,461 epoch 4 - iter 0/6098 - loss 0.44400913
2018-12-17 17:28:45,614 epoch 4 - iter 609/6098 - loss 0.56049492
2018-12-17 17:29:04,325 epoch 4 - iter 1218/6098 - loss 0.56189461
2018-12-17 17:29:22,941 epoch 4 - iter 1827/6098 - loss 0.56221806
2018-12-17 17:29:41,355 epoch 4 - iter 2436/6098 - loss 0.56024630
2018-12-17 17:29:59,713 epoch 4 - iter 3045/6098 - loss 0.55709574
2018-12-17 17:30:18,366 epoch 4 - iter 3654/6098 - loss 0.55628850
2018-12-17 17:30:37,085 epoch 4 - iter 4263/6098 - loss 0.55516494
2018-12-17 17:30:55,782 epoch 4 - iter 4872/6098 - loss 0.55448209
2018-12-17 17:31:14,390 epoch 4 - iter 5481/6098 - loss 0.55310492
2018-12-17 17:31:33,046 epoch 4 - iter 6090/6098 - loss 0.55171625
2018-12-17 17:31:33,929 ----------------------------------------------------------------------------------------------------
2018-12-17 17:31:33,929 EPOCH 4 done: loss 0.5517 - lr 0.1000 - bad epochs 0
2018-12-17 17:32:07,945 TEST : loss 0.44761255 - f-score 0.8553 - acc 0.8553
2018-12-17 17:32:07,949 ----------------------------------------------------------------------------------------------------
2018-12-17 17:32:08,338 epoch 5 - iter 0/6098 - loss 0.56767434
2018-12-17 17:32:27,166 epoch 5 - iter 609/6098 - loss 0.53255624
2018-12-17 17:32:45,865 epoch 5 - iter 1218/6098 - loss 0.53185090
2018-12-17 17:33:04,463 epoch 5 - iter 1827/6098 - loss 0.53329644
2018-12-17 17:33:23,004 epoch 5 - iter 2436/6098 - loss 0.53137083
2018-12-17 17:33:41,577 epoch 5 - iter 3045/6098 - loss 0.53061587
2018-12-17 17:34:00,072 epoch 5 - iter 3654/6098 - loss 0.52891304
2018-12-17 17:34:18,392 epoch 5 - iter 4263/6098 - loss 0.52780632
2018-12-17 17:34:37,170 epoch 5 - iter 4872/6098 - loss 0.52773367
2018-12-17 17:34:55,833 epoch 5 - iter 5481/6098 - loss 0.52640668
2018-12-17 17:35:14,607 epoch 5 - iter 6090/6098 - loss 0.52482188
2018-12-17 17:35:15,472 ----------------------------------------------------------------------------------------------------
2018-12-17 17:35:15,472 EPOCH 5 done: loss 0.5247 - lr 0.1000 - bad epochs 0
2018-12-17 17:35:50,512 TEST : loss 0.41789496 - f-score 0.8654 - acc 0.8654
2018-12-17 17:35:50,517 ----------------------------------------------------------------------------------------------------
2018-12-17 17:35:50,918 epoch 6 - iter 0/6098 - loss 0.46365181
2018-12-17 17:36:09,883 epoch 6 - iter 609/6098 - loss 0.51024046
2018-12-17 17:36:30,287 epoch 6 - iter 1218/6098 - loss 0.50815387
2018-12-17 17:36:52,302 epoch 6 - iter 1827/6098 - loss 0.50889862
2018-12-17 17:37:10,739 epoch 6 - iter 2436/6098 - loss 0.50747721
2018-12-17 17:37:29,814 epoch 6 - iter 3045/6098 - loss 0.50657853
2018-12-17 17:37:48,728 epoch 6 - iter 3654/6098 - loss 0.50527740
2018-12-17 17:38:07,333 epoch 6 - iter 4263/6098 - loss 0.50446257
2018-12-17 17:38:26,215 epoch 6 - iter 4872/6098 - loss 0.50325331
2018-12-17 17:38:45,262 epoch 6 - iter 5481/6098 - loss 0.50278155
2018-12-17 17:39:03,898 epoch 6 - iter 6090/6098 - loss 0.50196411
2018-12-17 17:39:04,771 ----------------------------------------------------------------------------------------------------
2018-12-17 17:39:04,771 EPOCH 6 done: loss 0.5020 - lr 0.1000 - bad epochs 0
2018-12-17 17:39:48,621 TEST : loss 0.39530072 - f-score 0.8735 - acc 0.8735
2018-12-17 17:39:48,626 ----------------------------------------------------------------------------------------------------
2018-12-17 17:39:49,036 epoch 7 - iter 0/6098 - loss 0.39470783
2018-12-17 17:40:07,833 epoch 7 - iter 609/6098 - loss 0.48840530
2018-12-17 17:40:26,639 epoch 7 - iter 1218/6098 - loss 0.48797472
2018-12-17 17:40:45,571 epoch 7 - iter 1827/6098 - loss 0.48947123
2018-12-17 17:41:04,074 epoch 7 - iter 2436/6098 - loss 0.48875536
2018-12-17 17:41:22,630 epoch 7 - iter 3045/6098 - loss 0.48782914
2018-12-17 17:41:41,433 epoch 7 - iter 3654/6098 - loss 0.48790432
2018-12-17 17:41:59,987 epoch 7 - iter 4263/6098 - loss 0.48712577
2018-12-17 17:42:18,613 epoch 7 - iter 4872/6098 - loss 0.48682525
2018-12-17 17:42:37,096 epoch 7 - iter 5481/6098 - loss 0.48691276
2018-12-17 17:42:55,629 epoch 7 - iter 6090/6098 - loss 0.48637328
2018-12-17 17:42:56,547 ----------------------------------------------------------------------------------------------------
2018-12-17 17:42:56,547 EPOCH 7 done: loss 0.4863 - lr 0.1000 - bad epochs 0
2018-12-17 17:43:32,620 TEST : loss 0.38495463 - f-score 0.8774 - acc 0.8774
2018-12-17 17:43:32,625 ----------------------------------------------------------------------------------------------------
2018-12-17 17:43:33,017 epoch 8 - iter 0/6098 - loss 0.48722368
2018-12-17 17:43:51,799 epoch 8 - iter 609/6098 - loss 0.47858413
2018-12-17 17:44:10,557 epoch 8 - iter 1218/6098 - loss 0.47806057
2018-12-17 17:44:29,112 epoch 8 - iter 1827/6098 - loss 0.47585580
2018-12-17 17:44:47,666 epoch 8 - iter 2436/6098 - loss 0.47539929
2018-12-17 17:45:06,264 epoch 8 - iter 3045/6098 - loss 0.47674994
2018-12-17 17:45:25,017 epoch 8 - iter 3654/6098 - loss 0.47598432
2018-12-17 17:45:43,770 epoch 8 - iter 4263/6098 - loss 0.47573638
2018-12-17 17:46:02,444 epoch 8 - iter 4872/6098 - loss 0.47542699
2018-12-17 17:46:21,373 epoch 8 - iter 5481/6098 - loss 0.47476217
2018-12-17 17:46:39,895 epoch 8 - iter 6090/6098 - loss 0.47446346
2018-12-17 17:46:40,776 ----------------------------------------------------------------------------------------------------
2018-12-17 17:46:40,777 EPOCH 8 done: loss 0.4745 - lr 0.1000 - bad epochs 0
2018-12-17 17:47:14,820 TEST : loss 0.37378401 - f-score 0.8797 - acc 0.8797
2018-12-17 17:47:14,825 ----------------------------------------------------------------------------------------------------
2018-12-17 17:47:15,199 epoch 9 - iter 0/6098 - loss 0.44562030
2018-12-17 17:47:33,993 epoch 9 - iter 609/6098 - loss 0.47028769
2018-12-17 17:47:52,700 epoch 9 - iter 1218/6098 - loss 0.46803539
2018-12-17 17:48:10,998 epoch 9 - iter 1827/6098 - loss 0.46787440
2018-12-17 17:48:30,052 epoch 9 - iter 2436/6098 - loss 0.46756279
2018-12-17 17:48:48,780 epoch 9 - iter 3045/6098 - loss 0.46692497
2018-12-17 17:49:07,269 epoch 9 - iter 3654/6098 - loss 0.46606506
2018-12-17 17:49:25,963 epoch 9 - iter 4263/6098 - loss 0.46543112
2018-12-17 17:49:44,551 epoch 9 - iter 4872/6098 - loss 0.46567658
2018-12-17 17:50:03,486 epoch 9 - iter 5481/6098 - loss 0.46610779
2018-12-17 17:50:21,931 epoch 9 - iter 6090/6098 - loss 0.46581756
2018-12-17 17:50:22,818 ----------------------------------------------------------------------------------------------------
2018-12-17 17:50:22,818 EPOCH 9 done: loss 0.4658 - lr 0.1000 - bad epochs 0
2018-12-17 17:50:58,385 TEST : loss 0.36289713 - f-score 0.8845 - acc 0.8845
2018-12-17 17:50:58,389 ----------------------------------------------------------------------------------------------------
2018-12-17 17:50:58,724 epoch 10 - iter 0/6098 - loss 0.36674041
2018-12-17 17:51:17,608 epoch 10 - iter 609/6098 - loss 0.45530222
2018-12-17 17:51:36,328 epoch 10 - iter 1218/6098 - loss 0.45556999
2018-12-17 17:51:55,002 epoch 10 - iter 1827/6098 - loss 0.45540026
2018-12-17 17:52:13,446 epoch 10 - iter 2436/6098 - loss 0.45495018
2018-12-17 17:52:31,823 epoch 10 - iter 3045/6098 - loss 0.45522455
2018-12-17 17:52:50,471 epoch 10 - iter 3654/6098 - loss 0.45521331
2018-12-17 17:53:09,214 epoch 10 - iter 4263/6098 - loss 0.45520071
2018-12-17 17:53:27,826 epoch 10 - iter 4872/6098 - loss 0.45520458
2018-12-17 17:53:46,511 epoch 10 - iter 5481/6098 - loss 0.45498834
2018-12-17 17:54:05,386 epoch 10 - iter 6090/6098 - loss 0.45478198
2018-12-17 17:54:06,262 ----------------------------------------------------------------------------------------------------
2018-12-17 17:54:06,262 EPOCH 10 done: loss 0.4548 - lr 0.1000 - bad epochs 0
2018-12-17 17:54:40,315 TEST : loss 0.35328934 - f-score 0.8892 - acc 0.8892
2018-12-17 17:54:40,320 ----------------------------------------------------------------------------------------------------
2018-12-17 17:54:40,679 epoch 11 - iter 0/6098 - loss 0.30658862
2018-12-17 17:54:59,523 epoch 11 - iter 609/6098 - loss 0.45057586
2018-12-17 17:55:18,454 epoch 11 - iter 1218/6098 - loss 0.44929510
2018-12-17 17:55:36,631 epoch 11 - iter 1827/6098 - loss 0.44932486
2018-12-17 17:55:55,583 epoch 11 - iter 2436/6098 - loss 0.44941865
2018-12-17 17:56:14,257 epoch 11 - iter 3045/6098 - loss 0.44916220
2018-12-17 17:56:33,265 epoch 11 - iter 3654/6098 - loss 0.44801508
2018-12-17 17:56:51,780 epoch 11 - iter 4263/6098 - loss 0.44830256
2018-12-17 17:57:10,484 epoch 11 - iter 4872/6098 - loss 0.44782771
2018-12-17 17:57:29,275 epoch 11 - iter 5481/6098 - loss 0.44772389
2018-12-17 17:57:47,881 epoch 11 - iter 6090/6098 - loss 0.44794192
2018-12-17 17:57:48,778 ----------------------------------------------------------------------------------------------------
2018-12-17 17:57:48,778 EPOCH 11 done: loss 0.4479 - lr 0.1000 - bad epochs 0
2018-12-17 17:58:22,979 TEST : loss 0.35385835 - f-score 0.8880 - acc 0.8880
2018-12-17 17:58:22,984 ----------------------------------------------------------------------------------------------------
2018-12-17 17:58:23,254 epoch 12 - iter 0/6098 - loss 0.35277763
2018-12-17 17:58:41,773 epoch 12 - iter 609/6098 - loss 0.44246493
2018-12-17 17:59:00,313 epoch 12 - iter 1218/6098 - loss 0.43779556
2018-12-17 17:59:18,851 epoch 12 - iter 1827/6098 - loss 0.44161519
2018-12-17 17:59:37,803 epoch 12 - iter 2436/6098 - loss 0.44281609
2018-12-17 17:59:56,688 epoch 12 - iter 3045/6098 - loss 0.44177808
2018-12-17 18:00:15,572 epoch 12 - iter 3654/6098 - loss 0.44174932
2018-12-17 18:00:34,293 epoch 12 - iter 4263/6098 - loss 0.44202723
2018-12-17 18:00:52,927 epoch 12 - iter 4872/6098 - loss 0.44241186
2018-12-17 18:01:11,524 epoch 12 - iter 5481/6098 - loss 0.44203048
2018-12-17 18:01:30,398 epoch 12 - iter 6090/6098 - loss 0.44173385
2018-12-17 18:01:31,266 ----------------------------------------------------------------------------------------------------
2018-12-17 18:01:31,266 EPOCH 12 done: loss 0.4417 - lr 0.1000 - bad epochs 0
2018-12-17 18:02:05,366 TEST : loss 0.34394023 - f-score 0.8913 - acc 0.8913
2018-12-17 18:02:05,370 ----------------------------------------------------------------------------------------------------
2018-12-17 18:02:05,690 epoch 13 - iter 0/6098 - loss 0.37977675
2018-12-17 18:02:24,225 epoch 13 - iter 609/6098 - loss 0.43759229
2018-12-17 18:02:43,011 epoch 13 - iter 1218/6098 - loss 0.43929723
2018-12-17 18:03:01,692 epoch 13 - iter 1827/6098 - loss 0.43727978
2018-12-17 18:03:20,333 epoch 13 - iter 2436/6098 - loss 0.43490429
2018-12-17 18:03:38,962 epoch 13 - iter 3045/6098 - loss 0.43448666
2018-12-17 18:03:57,476 epoch 13 - iter 3654/6098 - loss 0.43433538
2018-12-17 18:04:15,975 epoch 13 - iter 4263/6098 - loss 0.43528792
2018-12-17 18:04:34,756 epoch 13 - iter 4872/6098 - loss 0.43506268
2018-12-17 18:04:53,445 epoch 13 - iter 5481/6098 - loss 0.43515978
2018-12-17 18:05:12,314 epoch 13 - iter 6090/6098 - loss 0.43531186
2018-12-17 18:05:13,240 ----------------------------------------------------------------------------------------------------
2018-12-17 18:05:13,240 EPOCH 13 done: loss 0.4353 - lr 0.1000 - bad epochs 0
2018-12-17 18:05:47,341 TEST : loss 0.33496633 - f-score 0.8957 - acc 0.8957
2018-12-17 18:05:47,346 ----------------------------------------------------------------------------------------------------
2018-12-17 18:05:47,568 epoch 14 - iter 0/6098 - loss 0.31439266
2018-12-17 18:06:06,166 epoch 14 - iter 609/6098 - loss 0.42220503
2018-12-17 18:06:25,095 epoch 14 - iter 1218/6098 - loss 0.42746278
2018-12-17 18:06:43,712 epoch 14 - iter 1827/6098 - loss 0.42887625
2018-12-17 18:07:02,437 epoch 14 - iter 2436/6098 - loss 0.43045179
2018-12-17 18:07:21,197 epoch 14 - iter 3045/6098 - loss 0.43077946
2018-12-17 18:07:39,738 epoch 14 - iter 3654/6098 - loss 0.43091147
2018-12-17 18:07:58,621 epoch 14 - iter 4263/6098 - loss 0.43083066
2018-12-17 18:08:17,428 epoch 14 - iter 4872/6098 - loss 0.43106853
2018-12-17 18:08:36,756 epoch 14 - iter 5481/6098 - loss 0.43084640
2018-12-17 18:08:55,721 epoch 14 - iter 6090/6098 - loss 0.43007266
2018-12-17 18:08:56,735 ----------------------------------------------------------------------------------------------------
2018-12-17 18:08:56,735 EPOCH 14 done: loss 0.4300 - lr 0.1000 - bad epochs 0
2018-12-17 18:09:45,458 TEST : loss 0.33041170 - f-score 0.8971 - acc 0.8971
2018-12-17 18:09:45,462 ----------------------------------------------------------------------------------------------------
2018-12-17 18:09:45,828 epoch 15 - iter 0/6098 - loss 0.74475294
2018-12-17 18:10:09,359 epoch 15 - iter 609/6098 - loss 0.42648410
2018-12-17 18:10:28,199 epoch 15 - iter 1218/6098 - loss 0.42629871
2018-12-17 18:10:47,078 epoch 15 - iter 1827/6098 - loss 0.42560842
2018-12-17 18:11:06,125 epoch 15 - iter 2436/6098 - loss 0.42581286
2018-12-17 18:11:25,035 epoch 15 - iter 3045/6098 - loss 0.42563374
2018-12-17 18:11:43,715 epoch 15 - iter 3654/6098 - loss 0.42607663
2018-12-17 18:12:02,501 epoch 15 - iter 4263/6098 - loss 0.42634452
2018-12-17 18:12:21,270 epoch 15 - iter 4872/6098 - loss 0.42579528
2018-12-17 18:12:40,112 epoch 15 - iter 5481/6098 - loss 0.42563357
2018-12-17 18:12:58,908 epoch 15 - iter 6090/6098 - loss 0.42515123
2018-12-17 18:12:59,764 ----------------------------------------------------------------------------------------------------
2018-12-17 18:12:59,764 EPOCH 15 done: loss 0.4251 - lr 0.1000 - bad epochs 0
2018-12-17 18:13:33,918 TEST : loss 0.32428527 - f-score 0.8986 - acc 0.8986
2018-12-17 18:13:33,923 ----------------------------------------------------------------------------------------------------
2018-12-17 18:13:34,191 epoch 16 - iter 0/6098 - loss 0.34567469
2018-12-17 18:13:53,303 epoch 16 - iter 609/6098 - loss 0.41890566
2018-12-17 18:14:11,897 epoch 16 - iter 1218/6098 - loss 0.42035474
2018-12-17 18:14:30,513 epoch 16 - iter 1827/6098 - loss 0.42219123
2018-12-17 18:14:49,219 epoch 16 - iter 2436/6098 - loss 0.42245078
2018-12-17 18:15:07,931 epoch 16 - iter 3045/6098 - loss 0.42165303
2018-12-17 18:15:26,511 epoch 16 - iter 3654/6098 - loss 0.42116985
2018-12-17 18:15:45,225 epoch 16 - iter 4263/6098 - loss 0.42122872
2018-12-17 18:16:03,938 epoch 16 - iter 4872/6098 - loss 0.42120295
2018-12-17 18:16:22,673 epoch 16 - iter 5481/6098 - loss 0.42163716
2018-12-17 18:16:41,354 epoch 16 - iter 6090/6098 - loss 0.42170472
2018-12-17 18:16:42,232 ----------------------------------------------------------------------------------------------------
2018-12-17 18:16:42,232 EPOCH 16 done: loss 0.4218 - lr 0.1000 - bad epochs 0
2018-12-17 18:17:16,326 TEST : loss 0.32389832 - f-score 0.8990 - acc 0.8990
2018-12-17 18:17:16,330 ----------------------------------------------------------------------------------------------------
2018-12-17 18:17:16,716 epoch 17 - iter 0/6098 - loss 0.51025623
2018-12-17 18:17:35,600 epoch 17 - iter 609/6098 - loss 0.41908680
2018-12-17 18:17:54,623 epoch 17 - iter 1218/6098 - loss 0.41670361
2018-12-17 18:18:13,454 epoch 17 - iter 1827/6098 - loss 0.41737947
2018-12-17 18:18:32,027 epoch 17 - iter 2436/6098 - loss 0.41574592
2018-12-17 18:18:50,613 epoch 17 - iter 3045/6098 - loss 0.41598785
2018-12-17 18:19:09,287 epoch 17 - iter 3654/6098 - loss 0.41724996
2018-12-17 18:19:28,590 epoch 17 - iter 4263/6098 - loss 0.41727733
2018-12-17 18:19:47,328 epoch 17 - iter 4872/6098 - loss 0.41818335
2018-12-17 18:20:05,825 epoch 17 - iter 5481/6098 - loss 0.41815928
2018-12-17 18:20:24,258 epoch 17 - iter 6090/6098 - loss 0.41855316
2018-12-17 18:20:25,172 ----------------------------------------------------------------------------------------------------
2018-12-17 18:20:25,172 EPOCH 17 done: loss 0.4185 - lr 0.1000 - bad epochs 0
2018-12-17 18:21:19,863 TEST : loss 0.32325724 - f-score 0.8996 - acc 0.8996
2018-12-17 18:21:19,868 ----------------------------------------------------------------------------------------------------
2018-12-17 18:21:20,252 epoch 18 - iter 0/6098 - loss 0.36914563
2018-12-17 18:21:38,849 epoch 18 - iter 609/6098 - loss 0.41280614
2018-12-17 18:21:57,661 epoch 18 - iter 1218/6098 - loss 0.41437104
2018-12-17 18:22:16,526 epoch 18 - iter 1827/6098 - loss 0.41554758
2018-12-17 18:22:35,030 epoch 18 - iter 2436/6098 - loss 0.41501240
2018-12-17 18:22:53,794 epoch 18 - iter 3045/6098 - loss 0.41541646
2018-12-17 18:23:12,411 epoch 18 - iter 3654/6098 - loss 0.41491184
2018-12-17 18:23:31,045 epoch 18 - iter 4263/6098 - loss 0.41477379
2018-12-17 18:23:49,907 epoch 18 - iter 4872/6098 - loss 0.41550882
2018-12-17 18:24:08,606 epoch 18 - iter 5481/6098 - loss 0.41522806
2018-12-17 18:24:27,451 epoch 18 - iter 6090/6098 - loss 0.41528320
2018-12-17 18:24:28,285 ----------------------------------------------------------------------------------------------------
2018-12-17 18:24:28,285 EPOCH 18 done: loss 0.4153 - lr 0.1000 - bad epochs 0
2018-12-17 18:25:02,366 TEST : loss 0.31679779 - f-score 0.9021 - acc 0.9021
2018-12-17 18:25:02,371 ----------------------------------------------------------------------------------------------------
2018-12-17 18:25:02,739 epoch 19 - iter 0/6098 - loss 0.34364033
2018-12-17 18:25:21,698 epoch 19 - iter 609/6098 - loss 0.41054738
2018-12-17 18:25:40,293 epoch 19 - iter 1218/6098 - loss 0.41031469
2018-12-17 18:25:58,889 epoch 19 - iter 1827/6098 - loss 0.41217104
2018-12-17 18:26:17,504 epoch 19 - iter 2436/6098 - loss 0.41266219
2018-12-17 18:26:36,034 epoch 19 - iter 3045/6098 - loss 0.41267883
2018-12-17 18:26:54,892 epoch 19 - iter 3654/6098 - loss 0.41175714
2018-12-17 18:27:13,398 epoch 19 - iter 4263/6098 - loss 0.41079395
2018-12-17 18:27:32,304 epoch 19 - iter 4872/6098 - loss 0.41127620
2018-12-17 18:27:50,861 epoch 19 - iter 5481/6098 - loss 0.41150669
2018-12-17 18:28:09,732 epoch 19 - iter 6090/6098 - loss 0.41161044
2018-12-17 18:28:10,625 ----------------------------------------------------------------------------------------------------
2018-12-17 18:28:10,626 EPOCH 19 done: loss 0.4116 - lr 0.1000 - bad epochs 0
2018-12-17 18:28:44,807 TEST : loss 0.31768671 - f-score 0.9014 - acc 0.9014
2018-12-17 18:28:44,812 ----------------------------------------------------------------------------------------------------
2018-12-17 18:28:45,143 epoch 20 - iter 0/6098 - loss 0.39723796
2018-12-17 18:29:04,149 epoch 20 - iter 609/6098 - loss 0.40365396
2018-12-17 18:29:22,884 epoch 20 - iter 1218/6098 - loss 0.40483160
2018-12-17 18:29:41,504 epoch 20 - iter 1827/6098 - loss 0.40538224
2018-12-17 18:30:00,142 epoch 20 - iter 2436/6098 - loss 0.40523954
2018-12-17 18:30:18,860 epoch 20 - iter 3045/6098 - loss 0.40714801
2018-12-17 18:30:37,519 epoch 20 - iter 3654/6098 - loss 0.40877803
2018-12-17 18:30:55,993 epoch 20 - iter 4263/6098 - loss 0.40818484
2018-12-17 18:31:14,704 epoch 20 - iter 4872/6098 - loss 0.40825690
2018-12-17 18:31:33,364 epoch 20 - iter 5481/6098 - loss 0.40834941
2018-12-17 18:31:52,192 epoch 20 - iter 6090/6098 - loss 0.40822982
2018-12-17 18:31:53,071 ----------------------------------------------------------------------------------------------------
2018-12-17 18:31:53,071 EPOCH 20 done: loss 0.4082 - lr 0.1000 - bad epochs 0
2018-12-17 18:32:27,211 TEST : loss 0.31272012 - f-score 0.9026 - acc 0.9026
2018-12-17 18:32:27,215 ----------------------------------------------------------------------------------------------------
2018-12-17 18:32:27,555 epoch 21 - iter 0/6098 - loss 0.31154135
2018-12-17 18:32:46,194 epoch 21 - iter 609/6098 - loss 0.40472258
2018-12-17 18:33:04,865 epoch 21 - iter 1218/6098 - loss 0.40644092
2018-12-17 18:33:23,749 epoch 21 - iter 1827/6098 - loss 0.40852480
2018-12-17 18:33:42,254 epoch 21 - iter 2436/6098 - loss 0.40771988
2018-12-17 18:34:01,107 epoch 21 - iter 3045/6098 - loss 0.40751629
2018-12-17 18:34:19,717 epoch 21 - iter 3654/6098 - loss 0.40746656
2018-12-17 18:34:38,646 epoch 21 - iter 4263/6098 - loss 0.40699223
2018-12-17 18:34:57,435 epoch 21 - iter 4872/6098 - loss 0.40620811
2018-12-17 18:35:16,103 epoch 21 - iter 5481/6098 - loss 0.40663399
2018-12-17 18:35:34,803 epoch 21 - iter 6090/6098 - loss 0.40724263
2018-12-17 18:35:35,691 ----------------------------------------------------------------------------------------------------
2018-12-17 18:35:35,691 EPOCH 21 done: loss 0.4072 - lr 0.1000 - bad epochs 0
2018-12-17 18:36:09,426 TEST : loss 0.30997401 - f-score 0.9040 - acc 0.9040
2018-12-17 18:36:09,432 ----------------------------------------------------------------------------------------------------
2018-12-17 18:36:09,686 epoch 22 - iter 0/6098 - loss 0.39067584
2018-12-17 18:36:27,800 epoch 22 - iter 609/6098 - loss 0.40001281
2018-12-17 18:36:46,053 epoch 22 - iter 1218/6098 - loss 0.40508661
2018-12-17 18:37:04,270 epoch 22 - iter 1827/6098 - loss 0.40512585
2018-12-17 18:37:22,215 epoch 22 - iter 2436/6098 - loss 0.40653318
2018-12-17 18:37:40,357 epoch 22 - iter 3045/6098 - loss 0.40444628
2018-12-17 18:37:58,639 epoch 22 - iter 3654/6098 - loss 0.40484442
2018-12-17 18:38:16,640 epoch 22 - iter 4263/6098 - loss 0.40441653
2018-12-17 18:38:34,463 epoch 22 - iter 4872/6098 - loss 0.40416942
2018-12-17 18:38:52,578 epoch 22 - iter 5481/6098 - loss 0.40487100
2018-12-17 18:39:10,821 epoch 22 - iter 6090/6098 - loss 0.40509444
2018-12-17 18:39:11,687 ----------------------------------------------------------------------------------------------------
2018-12-17 18:39:11,687 EPOCH 22 done: loss 0.4050 - lr 0.1000 - bad epochs 0
2018-12-17 18:39:47,355 TEST : loss 0.30621496 - f-score 0.9050 - acc 0.9050
2018-12-17 18:39:47,360 ----------------------------------------------------------------------------------------------------
2018-12-17 18:39:47,686 epoch 23 - iter 0/6098 - loss 0.45009267
2018-12-17 18:40:06,437 epoch 23 - iter 609/6098 - loss 0.39775847
2018-12-17 18:40:24,730 epoch 23 - iter 1218/6098 - loss 0.39970164
2018-12-17 18:40:43,531 epoch 23 - iter 1827/6098 - loss 0.40081063
2018-12-17 18:41:01,948 epoch 23 - iter 2436/6098 - loss 0.40110446
2018-12-17 18:41:20,534 epoch 23 - iter 3045/6098 - loss 0.40196396
2018-12-17 18:41:39,400 epoch 23 - iter 3654/6098 - loss 0.40193212
2018-12-17 18:42:00,264 epoch 23 - iter 4263/6098 - loss 0.40280060
2018-12-17 18:42:18,709 epoch 23 - iter 4872/6098 - loss 0.40246492
2018-12-17 18:42:37,178 epoch 23 - iter 5481/6098 - loss 0.40257288
2018-12-17 18:42:55,795 epoch 23 - iter 6090/6098 - loss 0.40199633
2018-12-17 18:42:56,715 ----------------------------------------------------------------------------------------------------
2018-12-17 18:42:56,716 EPOCH 23 done: loss 0.4020 - lr 0.1000 - bad epochs 0
2018-12-17 18:43:34,000 TEST : loss 0.30812407 - f-score 0.9047 - acc 0.9047
2018-12-17 18:43:34,005 ----------------------------------------------------------------------------------------------------
2018-12-17 18:43:34,227 epoch 24 - iter 0/6098 - loss 0.38155174
2018-12-17 18:43:52,657 epoch 24 - iter 609/6098 - loss 0.39968621
2018-12-17 18:44:11,687 epoch 24 - iter 1218/6098 - loss 0.40188897
2018-12-17 18:44:30,384 epoch 24 - iter 1827/6098 - loss 0.40072237
2018-12-17 18:44:48,844 epoch 24 - iter 2436/6098 - loss 0.39899237
2018-12-17 18:45:07,217 epoch 24 - iter 3045/6098 - loss 0.40000767
2018-12-17 18:45:25,148 epoch 24 - iter 3654/6098 - loss 0.40021648
2018-12-17 18:45:43,121 epoch 24 - iter 4263/6098 - loss 0.40055974
2018-12-17 18:46:01,190 epoch 24 - iter 4872/6098 - loss 0.40059387
2018-12-17 18:46:19,258 epoch 24 - iter 5481/6098 - loss 0.40145863
2018-12-17 18:46:37,645 epoch 24 - iter 6090/6098 - loss 0.40157232
2018-12-17 18:46:38,614 ----------------------------------------------------------------------------------------------------
2018-12-17 18:46:38,614 EPOCH 24 done: loss 0.4016 - lr 0.1000 - bad epochs 0
2018-12-17 18:47:11,542 TEST : loss 0.30576983 - f-score 0.9048 - acc 0.9048
2018-12-17 18:47:11,547 ----------------------------------------------------------------------------------------------------
2018-12-17 18:47:11,849 epoch 25 - iter 0/6098 - loss 0.44591275
2018-12-17 18:47:30,256 epoch 25 - iter 609/6098 - loss 0.40700221
2018-12-17 18:47:48,526 epoch 25 - iter 1218/6098 - loss 0.40410812
2018-12-17 18:48:06,566 epoch 25 - iter 1827/6098 - loss 0.40150717
2018-12-17 18:48:24,776 epoch 25 - iter 2436/6098 - loss 0.40240891
2018-12-17 18:48:43,126 epoch 25 - iter 3045/6098 - loss 0.40040513
2018-12-17 18:49:01,411 epoch 25 - iter 3654/6098 - loss 0.39997032
2018-12-17 18:49:20,091 epoch 25 - iter 4263/6098 - loss 0.40000200
2018-12-17 18:49:38,390 epoch 25 - iter 4872/6098 - loss 0.40034712
2018-12-17 18:49:56,922 epoch 25 - iter 5481/6098 - loss 0.39984439
2018-12-17 18:50:15,032 epoch 25 - iter 6090/6098 - loss 0.39901982
2018-12-17 18:50:15,965 ----------------------------------------------------------------------------------------------------
2018-12-17 18:50:15,965 EPOCH 25 done: loss 0.3990 - lr 0.1000 - bad epochs 0
2018-12-17 18:50:53,370 TEST : loss 0.30324930 - f-score 0.9057 - acc 0.9057
2018-12-17 18:50:53,376 ----------------------------------------------------------------------------------------------------
2018-12-17 18:50:53,594 epoch 26 - iter 0/6098 - loss 0.44584334
2018-12-17 18:51:11,733 epoch 26 - iter 609/6098 - loss 0.39659738
2018-12-17 18:51:30,085 epoch 26 - iter 1218/6098 - loss 0.39401023
2018-12-17 18:51:48,062 epoch 26 - iter 1827/6098 - loss 0.39536153
2018-12-17 18:52:06,501 epoch 26 - iter 2436/6098 - loss 0.39627603
2018-12-17 18:52:24,760 epoch 26 - iter 3045/6098 - loss 0.39606092
2018-12-17 18:52:42,736 epoch 26 - iter 3654/6098 - loss 0.39674314
2018-12-17 18:53:00,864 epoch 26 - iter 4263/6098 - loss 0.39762495
2018-12-17 18:53:18,822 epoch 26 - iter 4872/6098 - loss 0.39775473
2018-12-17 18:53:37,151 epoch 26 - iter 5481/6098 - loss 0.39779047
2018-12-17 18:53:55,089 epoch 26 - iter 6090/6098 - loss 0.39750277
2018-12-17 18:53:55,964 ----------------------------------------------------------------------------------------------------
2018-12-17 18:53:55,964 EPOCH 26 done: loss 0.3975 - lr 0.1000 - bad epochs 0
2018-12-17 18:54:29,786 TEST : loss 0.30296448 - f-score 0.9066 - acc 0.9066
2018-12-17 18:54:29,791 ----------------------------------------------------------------------------------------------------
2018-12-17 18:54:30,113 epoch 27 - iter 0/6098 - loss 0.29158562
2018-12-17 18:54:49,295 epoch 27 - iter 609/6098 - loss 0.39525461
2018-12-17 18:55:08,388 epoch 27 - iter 1218/6098 - loss 0.39370115
2018-12-17 18:55:26,831 epoch 27 - iter 1827/6098 - loss 0.39527585
2018-12-17 18:55:44,848 epoch 27 - iter 2436/6098 - loss 0.39447328
2018-12-17 18:56:02,540 epoch 27 - iter 3045/6098 - loss 0.39469694
2018-12-17 18:56:20,737 epoch 27 - iter 3654/6098 - loss 0.39571783
2018-12-17 18:56:38,748 epoch 27 - iter 4263/6098 - loss 0.39536659
2018-12-17 18:56:56,571 epoch 27 - iter 4872/6098 - loss 0.39502378
2018-12-17 18:57:14,605 epoch 27 - iter 5481/6098 - loss 0.39526328
2018-12-17 18:57:32,538 epoch 27 - iter 6090/6098 - loss 0.39511966
2018-12-17 18:57:33,408 ----------------------------------------------------------------------------------------------------
2018-12-17 18:57:33,409 EPOCH 27 done: loss 0.3951 - lr 0.1000 - bad epochs 0
2018-12-17 18:58:06,344 TEST : loss 0.29943144 - f-score 0.9074 - acc 0.9074
2018-12-17 18:58:06,349 ----------------------------------------------------------------------------------------------------
2018-12-17 18:58:06,561 epoch 28 - iter 0/6098 - loss 0.30296171
2018-12-17 18:58:24,812 epoch 28 - iter 609/6098 - loss 0.38870324
2018-12-17 18:58:43,021 epoch 28 - iter 1218/6098 - loss 0.38704477
2018-12-17 18:59:01,354 epoch 28 - iter 1827/6098 - loss 0.38830800
2018-12-17 18:59:19,475 epoch 28 - iter 2436/6098 - loss 0.38831403
2018-12-17 18:59:37,699 epoch 28 - iter 3045/6098 - loss 0.38831530
2018-12-17 18:59:55,797 epoch 28 - iter 3654/6098 - loss 0.38816459
2018-12-17 19:00:13,858 epoch 28 - iter 4263/6098 - loss 0.38893745
2018-12-17 19:00:31,814 epoch 28 - iter 4872/6098 - loss 0.39009725
2018-12-17 19:00:49,790 epoch 28 - iter 5481/6098 - loss 0.39100153
2018-12-17 19:01:07,879 epoch 28 - iter 6090/6098 - loss 0.39183553
2018-12-17 19:01:08,783 ----------------------------------------------------------------------------------------------------
2018-12-17 19:01:08,784 EPOCH 28 done: loss 0.3919 - lr 0.1000 - bad epochs 0
2018-12-17 19:01:41,719 TEST : loss 0.29630768 - f-score 0.9092 - acc 0.9092
2018-12-17 19:01:41,723 ----------------------------------------------------------------------------------------------------
2018-12-17 19:01:42,020 epoch 29 - iter 0/6098 - loss 0.27662161
2018-12-17 19:02:00,399 epoch 29 - iter 609/6098 - loss 0.39314219
2018-12-17 19:02:18,645 epoch 29 - iter 1218/6098 - loss 0.38940155
2018-12-17 19:02:36,699 epoch 29 - iter 1827/6098 - loss 0.38853205
2018-12-17 19:02:54,738 epoch 29 - iter 2436/6098 - loss 0.38899335
2018-12-17 19:03:12,962 epoch 29 - iter 3045/6098 - loss 0.38997918
2018-12-17 19:03:31,084 epoch 29 - iter 3654/6098 - loss 0.38969113
2018-12-17 19:03:49,144 epoch 29 - iter 4263/6098 - loss 0.39027769
2018-12-17 19:04:06,971 epoch 29 - iter 4872/6098 - loss 0.39056943
2018-12-17 19:04:25,218 epoch 29 - iter 5481/6098 - loss 0.39069904
2018-12-17 19:04:43,130 epoch 29 - iter 6090/6098 - loss 0.39088084
2018-12-17 19:04:44,040 ----------------------------------------------------------------------------------------------------
2018-12-17 19:04:44,040 EPOCH 29 done: loss 0.3909 - lr 0.1000 - bad epochs 0
2018-12-17 19:05:16,954 TEST : loss 0.29584011 - f-score 0.9090 - acc 0.9090
2018-12-17 19:05:16,959 ----------------------------------------------------------------------------------------------------
2018-12-17 19:05:17,185 epoch 30 - iter 0/6098 - loss 0.41284287
2018-12-17 19:05:35,847 epoch 30 - iter 609/6098 - loss 0.39317685
2018-12-17 19:05:53,691 epoch 30 - iter 1218/6098 - loss 0.38944511
2018-12-17 19:06:11,457 epoch 30 - iter 1827/6098 - loss 0.39042738
2018-12-17 19:06:29,343 epoch 30 - iter 2436/6098 - loss 0.38986114
2018-12-17 19:06:47,232 epoch 30 - iter 3045/6098 - loss 0.39014924
2018-12-17 19:07:05,444 epoch 30 - iter 3654/6098 - loss 0.39056116
2018-12-17 19:07:23,577 epoch 30 - iter 4263/6098 - loss 0.39238337
2018-12-17 19:07:41,716 epoch 30 - iter 4872/6098 - loss 0.39193395
2018-12-17 19:07:59,956 epoch 30 - iter 5481/6098 - loss 0.39187004
2018-12-17 19:08:18,129 epoch 30 - iter 6090/6098 - loss 0.39189277
2018-12-17 19:08:19,003 ----------------------------------------------------------------------------------------------------
2018-12-17 19:08:19,003 EPOCH 30 done: loss 0.3919 - lr 0.1000 - bad epochs 0
2018-12-17 19:08:51,951 TEST : loss 0.29533225 - f-score 0.9083 - acc 0.9083
2018-12-17 19:08:51,956 ----------------------------------------------------------------------------------------------------
2018-12-17 19:08:52,265 epoch 31 - iter 0/6098 - loss 0.35881424
2018-12-17 19:09:10,516 epoch 31 - iter 609/6098 - loss 0.38357747
2018-12-17 19:09:28,607 epoch 31 - iter 1218/6098 - loss 0.38184622
2018-12-17 19:09:47,063 epoch 31 - iter 1827/6098 - loss 0.38523896
2018-12-17 19:10:05,131 epoch 31 - iter 2436/6098 - loss 0.38643574
2018-12-17 19:10:23,832 epoch 31 - iter 3045/6098 - loss 0.38712516
2018-12-17 19:10:42,326 epoch 31 - iter 3654/6098 - loss 0.38903105
2018-12-17 19:11:00,841 epoch 31 - iter 4263/6098 - loss 0.38927836
2018-12-17 19:11:19,180 epoch 31 - iter 4872/6098 - loss 0.38931454
2018-12-17 19:11:37,757 epoch 31 - iter 5481/6098 - loss 0.38884142
2018-12-17 19:11:56,314 epoch 31 - iter 6090/6098 - loss 0.38998628
2018-12-17 19:11:57,205 ----------------------------------------------------------------------------------------------------
2018-12-17 19:11:57,205 EPOCH 31 done: loss 0.3900 - lr 0.1000 - bad epochs 1
2018-12-17 19:12:54,302 TEST : loss 0.29046726 - f-score 0.9101 - acc 0.9101
2018-12-17 19:12:54,307 ----------------------------------------------------------------------------------------------------
2018-12-17 19:12:54,540 epoch 32 - iter 0/6098 - loss 0.42134118
2018-12-17 19:13:13,105 epoch 32 - iter 609/6098 - loss 0.38383969
2018-12-17 19:13:31,228 epoch 32 - iter 1218/6098 - loss 0.38402521
2018-12-17 19:13:49,514 epoch 32 - iter 1827/6098 - loss 0.38527824
2018-12-17 19:14:07,742 epoch 32 - iter 2436/6098 - loss 0.38608581
2018-12-17 19:14:26,400 epoch 32 - iter 3045/6098 - loss 0.38740214
2018-12-17 19:14:44,385 epoch 32 - iter 3654/6098 - loss 0.38676594
2018-12-17 19:15:02,519 epoch 32 - iter 4263/6098 - loss 0.38672231
2018-12-17 19:15:20,618 epoch 32 - iter 4872/6098 - loss 0.38684408
2018-12-17 19:15:38,622 epoch 32 - iter 5481/6098 - loss 0.38715598
2018-12-17 19:15:56,792 epoch 32 - iter 6090/6098 - loss 0.38742462
2018-12-17 19:15:57,670 ----------------------------------------------------------------------------------------------------
2018-12-17 19:15:57,670 EPOCH 32 done: loss 0.3874 - lr 0.1000 - bad epochs 0
2018-12-17 19:16:30,641 TEST : loss 0.29253864 - f-score 0.9101 - acc 0.9101
2018-12-17 19:16:30,645 ----------------------------------------------------------------------------------------------------
2018-12-17 19:16:30,942 epoch 33 - iter 0/6098 - loss 0.39810342
2018-12-17 19:16:49,136 epoch 33 - iter 609/6098 - loss 0.37894131
2018-12-17 19:17:07,296 epoch 33 - iter 1218/6098 - loss 0.38236885
2018-12-17 19:17:26,819 epoch 33 - iter 1827/6098 - loss 0.38487015
2018-12-17 19:17:45,044 epoch 33 - iter 2436/6098 - loss 0.38587091
2018-12-17 19:18:03,296 epoch 33 - iter 3045/6098 - loss 0.38640350
2018-12-17 19:18:21,394 epoch 33 - iter 3654/6098 - loss 0.38646016
2018-12-17 19:18:39,288 epoch 33 - iter 4263/6098 - loss 0.38590413
2018-12-17 19:18:57,471 epoch 33 - iter 4872/6098 - loss 0.38658140
2018-12-17 19:19:15,451 epoch 33 - iter 5481/6098 - loss 0.38654880
2018-12-17 19:19:33,576 epoch 33 - iter 6090/6098 - loss 0.38674865
2018-12-17 19:19:34,506 ----------------------------------------------------------------------------------------------------
2018-12-17 19:19:34,507 EPOCH 33 done: loss 0.3867 - lr 0.1000 - bad epochs 0
2018-12-17 19:20:07,545 TEST : loss 0.29151511 - f-score 0.9102 - acc 0.9102
2018-12-17 19:20:07,550 ----------------------------------------------------------------------------------------------------
2018-12-17 19:20:07,763 epoch 34 - iter 0/6098 - loss 0.36793232
2018-12-17 19:20:25,967 epoch 34 - iter 609/6098 - loss 0.39118605
2018-12-17 19:20:44,207 epoch 34 - iter 1218/6098 - loss 0.38556336
2018-12-17 19:21:02,419 epoch 34 - iter 1827/6098 - loss 0.38342908
2018-12-17 19:21:20,567 epoch 34 - iter 2436/6098 - loss 0.38269020
2018-12-17 19:21:38,760 epoch 34 - iter 3045/6098 - loss 0.38397987
2018-12-17 19:21:56,499 epoch 34 - iter 3654/6098 - loss 0.38444275
2018-12-17 19:22:14,613 epoch 34 - iter 4263/6098 - loss 0.38441725
2018-12-17 19:22:32,799 epoch 34 - iter 4872/6098 - loss 0.38445190
2018-12-17 19:22:51,061 epoch 34 - iter 5481/6098 - loss 0.38455693
2018-12-17 19:23:08,848 epoch 34 - iter 6090/6098 - loss 0.38517261
2018-12-17 19:23:09,737 ----------------------------------------------------------------------------------------------------
2018-12-17 19:23:09,737 EPOCH 34 done: loss 0.3852 - lr 0.1000 - bad epochs 0
2018-12-17 19:23:42,619 TEST : loss 0.29028958 - f-score 0.9100 - acc 0.9100
2018-12-17 19:23:42,624 ----------------------------------------------------------------------------------------------------
2018-12-17 19:23:42,927 epoch 35 - iter 0/6098 - loss 0.40279919
2018-12-17 19:24:01,259 epoch 35 - iter 609/6098 - loss 0.38420632
2018-12-17 19:24:19,485 epoch 35 - iter 1218/6098 - loss 0.38423891
2018-12-17 19:24:37,646 epoch 35 - iter 1827/6098 - loss 0.38410955
2018-12-17 19:24:55,650 epoch 35 - iter 2436/6098 - loss 0.38298215
2018-12-17 19:25:13,814 epoch 35 - iter 3045/6098 - loss 0.38333440
2018-12-17 19:25:31,677 epoch 35 - iter 3654/6098 - loss 0.38364992
2018-12-17 19:25:49,802 epoch 35 - iter 4263/6098 - loss 0.38451927
2018-12-17 19:26:07,841 epoch 35 - iter 4872/6098 - loss 0.38428337
2018-12-17 19:26:26,004 epoch 35 - iter 5481/6098 - loss 0.38460186
2018-12-17 19:26:44,151 epoch 35 - iter 6090/6098 - loss 0.38445062
2018-12-17 19:26:45,049 ----------------------------------------------------------------------------------------------------
2018-12-17 19:26:45,049 EPOCH 35 done: loss 0.3845 - lr 0.1000 - bad epochs 0
2018-12-17 19:27:18,015 TEST : loss 0.28683135 - f-score 0.9115 - acc 0.9115
2018-12-17 19:27:18,021 ----------------------------------------------------------------------------------------------------
2018-12-17 19:27:18,236 epoch 36 - iter 0/6098 - loss 0.35884535
2018-12-17 19:27:36,337 epoch 36 - iter 609/6098 - loss 0.38603183
2018-12-17 19:27:54,588 epoch 36 - iter 1218/6098 - loss 0.38513105
2018-12-17 19:28:12,980 epoch 36 - iter 1827/6098 - loss 0.38554680
2018-12-17 19:28:31,036 epoch 36 - iter 2436/6098 - loss 0.38553768
2018-12-17 19:28:49,209 epoch 36 - iter 3045/6098 - loss 0.38417041
2018-12-17 19:29:07,377 epoch 36 - iter 3654/6098 - loss 0.38363434
2018-12-17 19:29:25,481 epoch 36 - iter 4263/6098 - loss 0.38392244
2018-12-17 19:29:43,566 epoch 36 - iter 4872/6098 - loss 0.38424596
2018-12-17 19:30:01,832 epoch 36 - iter 5481/6098 - loss 0.38434483
2018-12-17 19:30:19,794 epoch 36 - iter 6090/6098 - loss 0.38430470
2018-12-17 19:30:20,725 ----------------------------------------------------------------------------------------------------
2018-12-17 19:30:20,725 EPOCH 36 done: loss 0.3843 - lr 0.1000 - bad epochs 0
2018-12-17 19:30:53,714 TEST : loss 0.29063311 - f-score 0.9109 - acc 0.9109
2018-12-17 19:30:53,719 ----------------------------------------------------------------------------------------------------
2018-12-17 19:30:54,011 epoch 37 - iter 0/6098 - loss 0.25708103
2018-12-17 19:31:12,311 epoch 37 - iter 609/6098 - loss 0.37677976
2018-12-17 19:31:30,512 epoch 37 - iter 1218/6098 - loss 0.37993417
2018-12-17 19:31:48,832 epoch 37 - iter 1827/6098 - loss 0.38015353
2018-12-17 19:32:07,077 epoch 37 - iter 2436/6098 - loss 0.38197542
2018-12-17 19:32:25,043 epoch 37 - iter 3045/6098 - loss 0.38145326
2018-12-17 19:32:43,289 epoch 37 - iter 3654/6098 - loss 0.38195484
2018-12-17 19:33:01,422 epoch 37 - iter 4263/6098 - loss 0.38219745
2018-12-17 19:33:19,536 epoch 37 - iter 4872/6098 - loss 0.38218135
2018-12-17 19:33:37,677 epoch 37 - iter 5481/6098 - loss 0.38246351
2018-12-17 19:33:55,405 epoch 37 - iter 6090/6098 - loss 0.38309813
2018-12-17 19:33:56,326 ----------------------------------------------------------------------------------------------------
2018-12-17 19:33:56,327 EPOCH 37 done: loss 0.3831 - lr 0.1000 - bad epochs 0
2018-12-17 19:34:29,331 TEST : loss 0.28644252 - f-score 0.9124 - acc 0.9124
2018-12-17 19:34:29,337 ----------------------------------------------------------------------------------------------------
2018-12-17 19:34:29,552 epoch 38 - iter 0/6098 - loss 0.57024252
2018-12-17 19:34:48,065 epoch 38 - iter 609/6098 - loss 0.37753345
2018-12-17 19:35:06,055 epoch 38 - iter 1218/6098 - loss 0.37816050
2018-12-17 19:35:24,063 epoch 38 - iter 1827/6098 - loss 0.38082271
2018-12-17 19:35:42,156 epoch 38 - iter 2436/6098 - loss 0.38001963
2018-12-17 19:36:00,366 epoch 38 - iter 3045/6098 - loss 0.38057797
2018-12-17 19:36:18,243 epoch 38 - iter 3654/6098 - loss 0.38036785
2018-12-17 19:36:36,575 epoch 38 - iter 4263/6098 - loss 0.38116751
2018-12-17 19:36:54,687 epoch 38 - iter 4872/6098 - loss 0.38144260
2018-12-17 19:37:12,717 epoch 38 - iter 5481/6098 - loss 0.38204486
2018-12-17 19:37:30,704 epoch 38 - iter 6090/6098 - loss 0.38235349
2018-12-17 19:37:31,605 ----------------------------------------------------------------------------------------------------
2018-12-17 19:37:31,605 EPOCH 38 done: loss 0.3823 - lr 0.1000 - bad epochs 0
2018-12-17 19:38:04,651 TEST : loss 0.28867823 - f-score 0.9114 - acc 0.9114
2018-12-17 19:38:04,656 ----------------------------------------------------------------------------------------------------
2018-12-17 19:38:04,963 epoch 39 - iter 0/6098 - loss 0.25047761
2018-12-17 19:38:23,376 epoch 39 - iter 609/6098 - loss 0.37526352
2018-12-17 19:38:41,468 epoch 39 - iter 1218/6098 - loss 0.37689470
2018-12-17 19:38:59,786 epoch 39 - iter 1827/6098 - loss 0.37697530
2018-12-17 19:39:17,994 epoch 39 - iter 2436/6098 - loss 0.37693558
2018-12-17 19:39:36,211 epoch 39 - iter 3045/6098 - loss 0.37851843
2018-12-17 19:39:54,273 epoch 39 - iter 3654/6098 - loss 0.37883403
2018-12-17 19:40:12,536 epoch 39 - iter 4263/6098 - loss 0.38007511
2018-12-17 19:40:30,570 epoch 39 - iter 4872/6098 - loss 0.38056899
2018-12-17 19:40:51,437 epoch 39 - iter 5481/6098 - loss 0.38063417
2018-12-17 19:41:09,814 epoch 39 - iter 6090/6098 - loss 0.38079143
2018-12-17 19:41:10,608 ----------------------------------------------------------------------------------------------------
2018-12-17 19:41:10,608 EPOCH 39 done: loss 0.3808 - lr 0.1000 - bad epochs 0
2018-12-17 19:41:47,875 TEST : loss 0.28591505 - f-score 0.9125 - acc 0.9125
2018-12-17 19:41:47,880 ----------------------------------------------------------------------------------------------------
2018-12-17 19:41:48,128 epoch 40 - iter 0/6098 - loss 0.27324620
2018-12-17 19:42:06,908 epoch 40 - iter 609/6098 - loss 0.37926124
2018-12-17 19:42:25,111 epoch 40 - iter 1218/6098 - loss 0.37865421
2018-12-17 19:42:43,460 epoch 40 - iter 1827/6098 - loss 0.37981202
2018-12-17 19:43:01,757 epoch 40 - iter 2436/6098 - loss 0.37852358
2018-12-17 19:43:20,248 epoch 40 - iter 3045/6098 - loss 0.37938243
2018-12-17 19:43:38,748 epoch 40 - iter 3654/6098 - loss 0.38046338
2018-12-17 19:43:57,003 epoch 40 - iter 4263/6098 - loss 0.38074638
2018-12-17 19:44:15,262 epoch 40 - iter 4872/6098 - loss 0.38044344
2018-12-17 19:44:33,581 epoch 40 - iter 5481/6098 - loss 0.38054570
2018-12-17 19:44:51,698 epoch 40 - iter 6090/6098 - loss 0.38010380
2018-12-17 19:44:52,575 ----------------------------------------------------------------------------------------------------
2018-12-17 19:44:52,575 EPOCH 40 done: loss 0.3802 - lr 0.1000 - bad epochs 0
2018-12-17 19:45:25,544 TEST : loss 0.28463811 - f-score 0.9127 - acc 0.9127
2018-12-17 19:45:25,549 ----------------------------------------------------------------------------------------------------
2018-12-17 19:45:25,854 epoch 41 - iter 0/6098 - loss 0.35530382
2018-12-17 19:45:43,918 epoch 41 - iter 609/6098 - loss 0.37958484
2018-12-17 19:46:02,125 epoch 41 - iter 1218/6098 - loss 0.37918459
2018-12-17 19:46:20,121 epoch 41 - iter 1827/6098 - loss 0.37948342
2018-12-17 19:46:38,648 epoch 41 - iter 2436/6098 - loss 0.37813066
2018-12-17 19:46:56,883 epoch 41 - iter 3045/6098 - loss 0.37852665
2018-12-17 19:47:15,207 epoch 41 - iter 3654/6098 - loss 0.37856753
2018-12-17 19:47:33,196 epoch 41 - iter 4263/6098 - loss 0.37891562
2018-12-17 19:47:51,122 epoch 41 - iter 4872/6098 - loss 0.37934957
2018-12-17 19:48:09,214 epoch 41 - iter 5481/6098 - loss 0.37948049
2018-12-17 19:48:27,251 epoch 41 - iter 6090/6098 - loss 0.37947519
2018-12-17 19:48:28,163 ----------------------------------------------------------------------------------------------------
2018-12-17 19:48:28,163 EPOCH 41 done: loss 0.3795 - lr 0.1000 - bad epochs 0
2018-12-17 19:49:03,763 TEST : loss 0.28641206 - f-score 0.9123 - acc 0.9123
2018-12-17 19:49:03,768 ----------------------------------------------------------------------------------------------------
2018-12-17 19:49:04,039 epoch 42 - iter 0/6098 - loss 0.42257866
2018-12-17 19:49:22,483 epoch 42 - iter 609/6098 - loss 0.37978830
2018-12-17 19:49:40,725 epoch 42 - iter 1218/6098 - loss 0.37925449
2018-12-17 19:49:58,873 epoch 42 - iter 1827/6098 - loss 0.37884449
2018-12-17 19:50:16,984 epoch 42 - iter 2436/6098 - loss 0.37992528
2018-12-17 19:50:35,082 epoch 42 - iter 3045/6098 - loss 0.37941908
2018-12-17 19:50:53,390 epoch 42 - iter 3654/6098 - loss 0.38016382
2018-12-17 19:51:11,609 epoch 42 - iter 4263/6098 - loss 0.38018880
2018-12-17 19:51:29,593 epoch 42 - iter 4872/6098 - loss 0.37994281
2018-12-17 19:51:47,764 epoch 42 - iter 5481/6098 - loss 0.37992887
2018-12-17 19:52:05,840 epoch 42 - iter 6090/6098 - loss 0.37947695
2018-12-17 19:52:06,730 ----------------------------------------------------------------------------------------------------
2018-12-17 19:52:06,730 EPOCH 42 done: loss 0.3795 - lr 0.1000 - bad epochs 0
2018-12-17 19:52:39,650 TEST : loss 0.28332990 - f-score 0.9126 - acc 0.9126
2018-12-17 19:52:39,655 ----------------------------------------------------------------------------------------------------
2018-12-17 19:52:39,978 epoch 43 - iter 0/6098 - loss 0.40815228
2018-12-17 19:52:58,517 epoch 43 - iter 609/6098 - loss 0.37582819
2018-12-17 19:53:16,720 epoch 43 - iter 1218/6098 - loss 0.37298553
2018-12-17 19:53:34,586 epoch 43 - iter 1827/6098 - loss 0.37491167
2018-12-17 19:53:52,747 epoch 43 - iter 2436/6098 - loss 0.37704325
2018-12-17 19:54:10,548 epoch 43 - iter 3045/6098 - loss 0.37733392
2018-12-17 19:54:28,740 epoch 43 - iter 3654/6098 - loss 0.37725218
2018-12-17 19:54:46,285 epoch 43 - iter 4263/6098 - loss 0.37740559
2018-12-17 19:55:03,896 epoch 43 - iter 4872/6098 - loss 0.37684905
2018-12-17 19:55:21,974 epoch 43 - iter 5481/6098 - loss 0.37761465
2018-12-17 19:55:40,066 epoch 43 - iter 6090/6098 - loss 0.37786449
2018-12-17 19:55:40,924 ----------------------------------------------------------------------------------------------------
2018-12-17 19:55:40,924 EPOCH 43 done: loss 0.3779 - lr 0.1000 - bad epochs 1
2018-12-17 19:56:13,953 TEST : loss 0.28305343 - f-score 0.9135 - acc 0.9135
2018-12-17 19:56:13,958 ----------------------------------------------------------------------------------------------------
2018-12-17 19:56:14,224 epoch 44 - iter 0/6098 - loss 0.37697491
2018-12-17 19:56:32,199 epoch 44 - iter 609/6098 - loss 0.36910342
2018-12-17 19:56:50,613 epoch 44 - iter 1218/6098 - loss 0.37051056
2018-12-17 19:57:08,824 epoch 44 - iter 1827/6098 - loss 0.37151399
2018-12-17 19:57:27,193 epoch 44 - iter 2436/6098 - loss 0.37282167
2018-12-17 19:57:44,758 epoch 44 - iter 3045/6098 - loss 0.37309108
2018-12-17 19:58:02,598 epoch 44 - iter 3654/6098 - loss 0.37450244
2018-12-17 19:58:20,476 epoch 44 - iter 4263/6098 - loss 0.37566571
2018-12-17 19:58:38,071 epoch 44 - iter 4872/6098 - loss 0.37659659
2018-12-17 19:58:56,009 epoch 44 - iter 5481/6098 - loss 0.37691408
2018-12-17 19:59:13,505 epoch 44 - iter 6090/6098 - loss 0.37660327
2018-12-17 19:59:14,403 ----------------------------------------------------------------------------------------------------
2018-12-17 19:59:14,403 EPOCH 44 done: loss 0.3766 - lr 0.1000 - bad epochs 0
2018-12-17 19:59:47,348 TEST : loss 0.28423566 - f-score 0.9133 - acc 0.9133
2018-12-17 19:59:47,353 ----------------------------------------------------------------------------------------------------
2018-12-17 19:59:47,661 epoch 45 - iter 0/6098 - loss 0.27362847
2018-12-17 20:00:05,509 epoch 45 - iter 609/6098 - loss 0.37595139
2018-12-17 20:00:23,142 epoch 45 - iter 1218/6098 - loss 0.37642851
2018-12-17 20:00:40,672 epoch 45 - iter 1827/6098 - loss 0.37399327
2018-12-17 20:00:58,820 epoch 45 - iter 2436/6098 - loss 0.37460272
2018-12-17 20:01:16,679 epoch 45 - iter 3045/6098 - loss 0.37443213
2018-12-17 20:01:34,284 epoch 45 - iter 3654/6098 - loss 0.37518268
2018-12-17 20:01:52,568 epoch 45 - iter 4263/6098 - loss 0.37532292
2018-12-17 20:02:10,179 epoch 45 - iter 4872/6098 - loss 0.37534079
2018-12-17 20:02:27,847 epoch 45 - iter 5481/6098 - loss 0.37579581
2018-12-17 20:02:45,367 epoch 45 - iter 6090/6098 - loss 0.37567750
2018-12-17 20:02:46,453 ----------------------------------------------------------------------------------------------------
2018-12-17 20:02:46,453 EPOCH 45 done: loss 0.3757 - lr 0.1000 - bad epochs 0
2018-12-17 20:03:19,096 TEST : loss 0.28115290 - f-score 0.9137 - acc 0.9137
2018-12-17 20:03:19,101 ----------------------------------------------------------------------------------------------------
2018-12-17 20:03:19,309 epoch 46 - iter 0/6098 - loss 0.35332656
2018-12-17 20:03:37,054 epoch 46 - iter 609/6098 - loss 0.37112341
2018-12-17 20:03:54,571 epoch 46 - iter 1218/6098 - loss 0.36989883
2018-12-17 20:04:12,357 epoch 46 - iter 1827/6098 - loss 0.37184278
2018-12-17 20:04:29,607 epoch 46 - iter 2436/6098 - loss 0.37183331
2018-12-17 20:04:47,258 epoch 46 - iter 3045/6098 - loss 0.37224543
2018-12-17 20:05:05,379 epoch 46 - iter 3654/6098 - loss 0.37279299
2018-12-17 20:05:23,663 epoch 46 - iter 4263/6098 - loss 0.37369048
2018-12-17 20:05:41,198 epoch 46 - iter 4872/6098 - loss 0.37433525
2018-12-17 20:05:58,694 epoch 46 - iter 5481/6098 - loss 0.37465014
2018-12-17 20:06:16,447 epoch 46 - iter 6090/6098 - loss 0.37487751
2018-12-17 20:06:17,458 ----------------------------------------------------------------------------------------------------
2018-12-17 20:06:17,458 EPOCH 46 done: loss 0.3748 - lr 0.1000 - bad epochs 0
2018-12-17 20:06:50,016 TEST : loss 0.28319958 - f-score 0.9135 - acc 0.9135
2018-12-17 20:06:50,022 ----------------------------------------------------------------------------------------------------
2018-12-17 20:06:50,323 epoch 47 - iter 0/6098 - loss 0.28933284
2018-12-17 20:07:08,087 epoch 47 - iter 609/6098 - loss 0.36806987
2018-12-17 20:07:25,758 epoch 47 - iter 1218/6098 - loss 0.37001072
2018-12-17 20:07:43,163 epoch 47 - iter 1827/6098 - loss 0.37096271
2018-12-17 20:08:00,773 epoch 47 - iter 2436/6098 - loss 0.37224885
2018-12-17 20:08:18,343 epoch 47 - iter 3045/6098 - loss 0.37128622
2018-12-17 20:08:35,741 epoch 47 - iter 3654/6098 - loss 0.37306855
2018-12-17 20:08:53,393 epoch 47 - iter 4263/6098 - loss 0.37273405
2018-12-17 20:09:10,461 epoch 47 - iter 4872/6098 - loss 0.37344681
2018-12-17 20:09:27,995 epoch 47 - iter 5481/6098 - loss 0.37374861
2018-12-17 20:09:45,393 epoch 47 - iter 6090/6098 - loss 0.37439711
2018-12-17 20:09:46,348 ----------------------------------------------------------------------------------------------------
2018-12-17 20:09:46,349 EPOCH 47 done: loss 0.3745 - lr 0.1000 - bad epochs 0
2018-12-17 20:10:19,091 TEST : loss 0.28190866 - f-score 0.9132 - acc 0.9132
2018-12-17 20:10:19,097 ----------------------------------------------------------------------------------------------------
2018-12-17 20:10:19,327 epoch 48 - iter 0/6098 - loss 0.41954628
2018-12-17 20:10:37,233 epoch 48 - iter 609/6098 - loss 0.37556578
2018-12-17 20:10:55,081 epoch 48 - iter 1218/6098 - loss 0.37461469
2018-12-17 20:11:12,980 epoch 48 - iter 1827/6098 - loss 0.37345523
2018-12-17 20:11:30,506 epoch 48 - iter 2436/6098 - loss 0.37481352
2018-12-17 20:11:48,288 epoch 48 - iter 3045/6098 - loss 0.37524674
2018-12-17 20:12:05,970 epoch 48 - iter 3654/6098 - loss 0.37497832
2018-12-17 20:12:24,266 epoch 48 - iter 4263/6098 - loss 0.37434164
2018-12-17 20:12:41,980 epoch 48 - iter 4872/6098 - loss 0.37479373
2018-12-17 20:13:00,158 epoch 48 - iter 5481/6098 - loss 0.37498819
2018-12-17 20:13:18,279 epoch 48 - iter 6090/6098 - loss 0.37501522
2018-12-17 20:13:19,215 ----------------------------------------------------------------------------------------------------
2018-12-17 20:13:19,215 EPOCH 48 done: loss 0.3750 - lr 0.1000 - bad epochs 0
2018-12-17 20:13:52,289 TEST : loss 0.27990261 - f-score 0.9143 - acc 0.9143
2018-12-17 20:13:52,294 ----------------------------------------------------------------------------------------------------
2018-12-17 20:13:52,624 epoch 49 - iter 0/6098 - loss 0.39388034
2018-12-17 20:14:10,672 epoch 49 - iter 609/6098 - loss 0.36383176
2018-12-17 20:14:28,436 epoch 49 - iter 1218/6098 - loss 0.36732003
2018-12-17 20:14:46,240 epoch 49 - iter 1827/6098 - loss 0.36983681
2018-12-17 20:15:03,720 epoch 49 - iter 2436/6098 - loss 0.36919476
2018-12-17 20:15:21,086 epoch 49 - iter 3045/6098 - loss 0.36897846
2018-12-17 20:15:38,365 epoch 49 - iter 3654/6098 - loss 0.36977690
2018-12-17 20:15:55,663 epoch 49 - iter 4263/6098 - loss 0.37067072
2018-12-17 20:16:12,853 epoch 49 - iter 4872/6098 - loss 0.37192539
2018-12-17 20:16:30,130 epoch 49 - iter 5481/6098 - loss 0.37180224
2018-12-17 20:16:47,731 epoch 49 - iter 6090/6098 - loss 0.37220266
2018-12-17 20:16:48,670 ----------------------------------------------------------------------------------------------------
2018-12-17 20:16:48,670 EPOCH 49 done: loss 0.3722 - lr 0.1000 - bad epochs 1
2018-12-17 20:17:41,740 TEST : loss 0.27983809 - f-score 0.9145 - acc 0.9145
2018-12-17 20:17:41,744 ----------------------------------------------------------------------------------------------------
2018-12-17 20:17:41,964 epoch 50 - iter 0/6098 - loss 0.34467191
2018-12-17 20:17:59,155 epoch 50 - iter 609/6098 - loss 0.36857091
2018-12-17 20:18:16,391 epoch 50 - iter 1218/6098 - loss 0.37096628
2018-12-17 20:18:33,552 epoch 50 - iter 1827/6098 - loss 0.37110549
2018-12-17 20:18:51,213 epoch 50 - iter 2436/6098 - loss 0.37110223
2018-12-17 20:19:08,686 epoch 50 - iter 3045/6098 - loss 0.37244470
2018-12-17 20:19:25,911 epoch 50 - iter 3654/6098 - loss 0.37106206
2018-12-17 20:19:43,016 epoch 50 - iter 4263/6098 - loss 0.37203016
2018-12-17 20:20:00,321 epoch 50 - iter 4872/6098 - loss 0.37178103
2018-12-17 20:20:17,985 epoch 50 - iter 5481/6098 - loss 0.37143159
2018-12-17 20:20:35,340 epoch 50 - iter 6090/6098 - loss 0.37137602
2018-12-17 20:20:36,201 ----------------------------------------------------------------------------------------------------
2018-12-17 20:20:36,201 EPOCH 50 done: loss 0.3714 - lr 0.1000 - bad epochs 0
2018-12-17 20:21:08,762 TEST : loss 0.27889395 - f-score 0.9148 - acc 0.9148
2018-12-17 20:21:08,767 ----------------------------------------------------------------------------------------------------
2018-12-17 20:21:09,095 epoch 51 - iter 0/6098 - loss 0.46242398
2018-12-17 20:21:26,932 epoch 51 - iter 609/6098 - loss 0.36517708
2018-12-17 20:21:44,162 epoch 51 - iter 1218/6098 - loss 0.36684788
2018-12-17 20:22:01,640 epoch 51 - iter 1827/6098 - loss 0.36847140
2018-12-17 20:22:19,181 epoch 51 - iter 2436/6098 - loss 0.37046451
2018-12-17 20:22:36,726 epoch 51 - iter 3045/6098 - loss 0.37088158
2018-12-17 20:22:54,216 epoch 51 - iter 3654/6098 - loss 0.37177986
2018-12-17 20:23:11,469 epoch 51 - iter 4263/6098 - loss 0.37213590
2018-12-17 20:23:28,735 epoch 51 - iter 4872/6098 - loss 0.37246929
2018-12-17 20:23:46,281 epoch 51 - iter 5481/6098 - loss 0.37273709
2018-12-17 20:24:03,623 epoch 51 - iter 6090/6098 - loss 0.37242079
2018-12-17 20:24:04,536 ----------------------------------------------------------------------------------------------------
2018-12-17 20:24:04,536 EPOCH 51 done: loss 0.3725 - lr 0.1000 - bad epochs 0
2018-12-17 20:24:37,205 TEST : loss 0.27913654 - f-score 0.9145 - acc 0.9145
2018-12-17 20:24:37,210 ----------------------------------------------------------------------------------------------------
2018-12-17 20:24:37,428 epoch 52 - iter 0/6098 - loss 0.41424429
2018-12-17 20:24:54,791 epoch 52 - iter 609/6098 - loss 0.36751192
2018-12-17 20:25:12,407 epoch 52 - iter 1218/6098 - loss 0.36990085
2018-12-17 20:25:29,789 epoch 52 - iter 1827/6098 - loss 0.37085689
2018-12-17 20:25:47,175 epoch 52 - iter 2436/6098 - loss 0.36982004
2018-12-17 20:26:04,448 epoch 52 - iter 3045/6098 - loss 0.36967823
2018-12-17 20:26:21,835 epoch 52 - iter 3654/6098 - loss 0.36968762
2018-12-17 20:26:39,343 epoch 52 - iter 4263/6098 - loss 0.36899582
2018-12-17 20:26:56,864 epoch 52 - iter 4872/6098 - loss 0.36938928
2018-12-17 20:27:14,350 epoch 52 - iter 5481/6098 - loss 0.37013485
2018-12-17 20:27:32,241 epoch 52 - iter 6090/6098 - loss 0.37050107
2018-12-17 20:27:33,215 ----------------------------------------------------------------------------------------------------
2018-12-17 20:27:33,215 EPOCH 52 done: loss 0.3705 - lr 0.1000 - bad epochs 1
2018-12-17 20:28:05,853 TEST : loss 0.27972129 - f-score 0.9144 - acc 0.9144
2018-12-17 20:28:05,858 ----------------------------------------------------------------------------------------------------
2018-12-17 20:28:06,179 epoch 53 - iter 0/6098 - loss 0.52032864
2018-12-17 20:28:23,871 epoch 53 - iter 609/6098 - loss 0.37282979
2018-12-17 20:28:41,065 epoch 53 - iter 1218/6098 - loss 0.36986073
2018-12-17 20:28:58,667 epoch 53 - iter 1827/6098 - loss 0.36889289
2018-12-17 20:29:15,998 epoch 53 - iter 2436/6098 - loss 0.36907755
2018-12-17 20:29:33,425 epoch 53 - iter 3045/6098 - loss 0.36905111
2018-12-17 20:29:51,069 epoch 53 - iter 3654/6098 - loss 0.36932818
2018-12-17 20:30:08,328 epoch 53 - iter 4263/6098 - loss 0.36942324
2018-12-17 20:30:26,153 epoch 53 - iter 4872/6098 - loss 0.36981390
2018-12-17 20:30:43,503 epoch 53 - iter 5481/6098 - loss 0.37057512
2018-12-17 20:31:00,808 epoch 53 - iter 6090/6098 - loss 0.37040386
2018-12-17 20:31:01,705 ----------------------------------------------------------------------------------------------------
2018-12-17 20:31:01,705 EPOCH 53 done: loss 0.3704 - lr 0.1000 - bad epochs 0
2018-12-17 20:31:34,385 TEST : loss 0.28060344 - f-score 0.9143 - acc 0.9143
2018-12-17 20:31:34,390 ----------------------------------------------------------------------------------------------------
2018-12-17 20:31:34,666 epoch 54 - iter 0/6098 - loss 0.30231142
2018-12-17 20:31:52,282 epoch 54 - iter 609/6098 - loss 0.36978131
2018-12-17 20:32:09,682 epoch 54 - iter 1218/6098 - loss 0.37001868
2018-12-17 20:32:27,054 epoch 54 - iter 1827/6098 - loss 0.37032877
2018-12-17 20:32:44,672 epoch 54 - iter 2436/6098 - loss 0.37153109
2018-12-17 20:33:02,124 epoch 54 - iter 3045/6098 - loss 0.37138429
2018-12-17 20:33:19,583 epoch 54 - iter 3654/6098 - loss 0.37174089
2018-12-17 20:33:37,223 epoch 54 - iter 4263/6098 - loss 0.37168762
2018-12-17 20:33:54,531 epoch 54 - iter 4872/6098 - loss 0.37144722
2018-12-17 20:34:11,989 epoch 54 - iter 5481/6098 - loss 0.37131278
2018-12-17 20:34:29,417 epoch 54 - iter 6090/6098 - loss 0.37110944
2018-12-17 20:34:30,404 ----------------------------------------------------------------------------------------------------
2018-12-17 20:34:30,405 EPOCH 54 done: loss 0.3711 - lr 0.1000 - bad epochs 0
2018-12-17 20:35:03,886 TEST : loss 0.27534139 - f-score 0.9160 - acc 0.9160
2018-12-17 20:35:03,891 ----------------------------------------------------------------------------------------------------
2018-12-17 20:35:04,246 epoch 55 - iter 0/6098 - loss 0.33249182
2018-12-17 20:35:21,961 epoch 55 - iter 609/6098 - loss 0.36494300
2018-12-17 20:35:39,334 epoch 55 - iter 1218/6098 - loss 0.36818197
2018-12-17 20:35:56,746 epoch 55 - iter 1827/6098 - loss 0.36836327
2018-12-17 20:36:14,371 epoch 55 - iter 2436/6098 - loss 0.36851462
2018-12-17 20:36:31,674 epoch 55 - iter 3045/6098 - loss 0.36847314
2018-12-17 20:36:49,061 epoch 55 - iter 3654/6098 - loss 0.36881229
2018-12-17 20:37:06,664 epoch 55 - iter 4263/6098 - loss 0.36916089
2018-12-17 20:37:24,174 epoch 55 - iter 4872/6098 - loss 0.36969182
2018-12-17 20:37:41,325 epoch 55 - iter 5481/6098 - loss 0.37048286
2018-12-17 20:37:59,247 epoch 55 - iter 6090/6098 - loss 0.37052658
2018-12-17 20:38:00,225 ----------------------------------------------------------------------------------------------------
2018-12-17 20:38:00,225 EPOCH 55 done: loss 0.3705 - lr 0.1000 - bad epochs 1
2018-12-17 20:38:32,837 TEST : loss 0.27546954 - f-score 0.9153 - acc 0.9153
2018-12-17 20:38:32,842 ----------------------------------------------------------------------------------------------------
2018-12-17 20:38:33,198 epoch 56 - iter 0/6098 - loss 0.25823382
2018-12-17 20:38:51,084 epoch 56 - iter 609/6098 - loss 0.36518142
2018-12-17 20:39:08,603 epoch 56 - iter 1218/6098 - loss 0.36880148
2018-12-17 20:39:25,930 epoch 56 - iter 1827/6098 - loss 0.36927580
2018-12-17 20:39:43,328 epoch 56 - iter 2436/6098 - loss 0.36912102
2018-12-17 20:40:00,686 epoch 56 - iter 3045/6098 - loss 0.36964101
2018-12-17 20:40:18,258 epoch 56 - iter 3654/6098 - loss 0.36972680
2018-12-17 20:40:36,060 epoch 56 - iter 4263/6098 - loss 0.37076593
2018-12-17 20:40:53,680 epoch 56 - iter 4872/6098 - loss 0.36993430
2018-12-17 20:41:11,706 epoch 56 - iter 5481/6098 - loss 0.36963413
2018-12-17 20:41:29,077 epoch 56 - iter 6090/6098 - loss 0.37025194
2018-12-17 20:41:29,959 ----------------------------------------------------------------------------------------------------
2018-12-17 20:41:29,959 EPOCH 56 done: loss 0.3702 - lr 0.1000 - bad epochs 2
2018-12-17 20:42:02,639 TEST : loss 0.27692899 - f-score 0.9152 - acc 0.9152
2018-12-17 20:42:02,644 ----------------------------------------------------------------------------------------------------
2018-12-17 20:42:03,016 epoch 57 - iter 0/6098 - loss 0.29513785
2018-12-17 20:42:21,057 epoch 57 - iter 609/6098 - loss 0.36585483
2018-12-17 20:42:38,715 epoch 57 - iter 1218/6098 - loss 0.36858628
2018-12-17 20:42:56,735 epoch 57 - iter 1827/6098 - loss 0.36738753
2018-12-17 20:43:14,523 epoch 57 - iter 2436/6098 - loss 0.36932113
2018-12-17 20:43:32,698 epoch 57 - iter 3045/6098 - loss 0.36890953
2018-12-17 20:43:50,274 epoch 57 - iter 3654/6098 - loss 0.36926185
2018-12-17 20:44:08,061 epoch 57 - iter 4263/6098 - loss 0.36912881
2018-12-17 20:44:25,557 epoch 57 - iter 4872/6098 - loss 0.36923105
2018-12-17 20:44:42,998 epoch 57 - iter 5481/6098 - loss 0.36917493
2018-12-17 20:45:00,314 epoch 57 - iter 6090/6098 - loss 0.36909692
2018-12-17 20:45:01,185 ----------------------------------------------------------------------------------------------------
2018-12-17 20:45:01,185 EPOCH 57 done: loss 0.3691 - lr 0.1000 - bad epochs 0
2018-12-17 20:45:33,873 TEST : loss 0.27730617 - f-score 0.9159 - acc 0.9159
2018-12-17 20:45:33,878 ----------------------------------------------------------------------------------------------------
2018-12-17 20:45:34,248 epoch 58 - iter 0/6098 - loss 0.61331630
2018-12-17 20:45:51,953 epoch 58 - iter 609/6098 - loss 0.36621621
2018-12-17 20:46:09,711 epoch 58 - iter 1218/6098 - loss 0.36595483
2018-12-17 20:46:27,204 epoch 58 - iter 1827/6098 - loss 0.36682511
2018-12-17 20:46:44,492 epoch 58 - iter 2436/6098 - loss 0.36666621
2018-12-17 20:47:01,897 epoch 58 - iter 3045/6098 - loss 0.36557660
2018-12-17 20:47:19,254 epoch 58 - iter 3654/6098 - loss 0.36651442
2018-12-17 20:47:36,672 epoch 58 - iter 4263/6098 - loss 0.36683496
2018-12-17 20:47:53,977 epoch 58 - iter 4872/6098 - loss 0.36704645
2018-12-17 20:48:11,311 epoch 58 - iter 5481/6098 - loss 0.36722808
2018-12-17 20:48:28,981 epoch 58 - iter 6090/6098 - loss 0.36711957
2018-12-17 20:48:29,958 ----------------------------------------------------------------------------------------------------
2018-12-17 20:48:29,958 EPOCH 58 done: loss 0.3672 - lr 0.1000 - bad epochs 0
2018-12-17 20:49:02,514 TEST : loss 0.27687615 - f-score 0.9151 - acc 0.9151
2018-12-17 20:49:02,519 ----------------------------------------------------------------------------------------------------
2018-12-17 20:49:02,895 epoch 59 - iter 0/6098 - loss 0.44831273
2018-12-17 20:49:20,376 epoch 59 - iter 609/6098 - loss 0.37017010
2018-12-17 20:49:37,967 epoch 59 - iter 1218/6098 - loss 0.36618373
2018-12-17 20:49:55,397 epoch 59 - iter 1827/6098 - loss 0.36508749
2018-12-17 20:50:12,856 epoch 59 - iter 2436/6098 - loss 0.36636308
2018-12-17 20:50:30,051 epoch 59 - iter 3045/6098 - loss 0.36698036
2018-12-17 20:50:47,361 epoch 59 - iter 3654/6098 - loss 0.36753436
2018-12-17 20:51:04,737 epoch 59 - iter 4263/6098 - loss 0.36853777
2018-12-17 20:51:22,168 epoch 59 - iter 4872/6098 - loss 0.36738019
2018-12-17 20:51:40,112 epoch 59 - iter 5481/6098 - loss 0.36725714
2018-12-17 20:51:57,437 epoch 59 - iter 6090/6098 - loss 0.36685781
2018-12-17 20:51:58,338 ----------------------------------------------------------------------------------------------------
2018-12-17 20:51:58,338 EPOCH 59 done: loss 0.3669 - lr 0.1000 - bad epochs 0
2018-12-17 20:52:30,984 TEST : loss 0.27651957 - f-score 0.9154 - acc 0.9154
2018-12-17 20:52:30,989 ----------------------------------------------------------------------------------------------------
2018-12-17 20:52:31,364 epoch 60 - iter 0/6098 - loss 0.26974320
2018-12-17 20:52:48,830 epoch 60 - iter 609/6098 - loss 0.36536973
2018-12-17 20:53:06,400 epoch 60 - iter 1218/6098 - loss 0.36514455
2018-12-17 20:53:23,824 epoch 60 - iter 1827/6098 - loss 0.36443042
2018-12-17 20:53:41,497 epoch 60 - iter 2436/6098 - loss 0.36507579
2018-12-17 20:53:58,962 epoch 60 - iter 3045/6098 - loss 0.36479757
2018-12-17 20:54:16,293 epoch 60 - iter 3654/6098 - loss 0.36508640
2018-12-17 20:54:33,517 epoch 60 - iter 4263/6098 - loss 0.36626249
2018-12-17 20:54:51,129 epoch 60 - iter 4872/6098 - loss 0.36678539
2018-12-17 20:55:08,658 epoch 60 - iter 5481/6098 - loss 0.36675343
2018-12-17 20:55:26,090 epoch 60 - iter 6090/6098 - loss 0.36707318
2018-12-17 20:55:27,059 ----------------------------------------------------------------------------------------------------
2018-12-17 20:55:27,059 EPOCH 60 done: loss 0.3671 - lr 0.1000 - bad epochs 0
2018-12-17 20:55:59,660 TEST : loss 0.27339393 - f-score 0.9172 - acc 0.9172
2018-12-17 20:55:59,668 ----------------------------------------------------------------------------------------------------
2018-12-17 20:56:00,045 epoch 61 - iter 0/6098 - loss 0.29619360
2018-12-17 20:56:17,762 epoch 61 - iter 609/6098 - loss 0.36228990
2018-12-17 20:56:35,314 epoch 61 - iter 1218/6098 - loss 0.36442443
2018-12-17 20:56:52,553 epoch 61 - iter 1827/6098 - loss 0.36463503
2018-12-17 20:57:10,347 epoch 61 - iter 2436/6098 - loss 0.36502573
2018-12-17 20:57:27,647 epoch 61 - iter 3045/6098 - loss 0.36549347
2018-12-17 20:57:45,564 epoch 61 - iter 3654/6098 - loss 0.36490098
2018-12-17 20:58:03,026 epoch 61 - iter 4263/6098 - loss 0.36544029
2018-12-17 20:58:20,450 epoch 61 - iter 4872/6098 - loss 0.36510024
2018-12-17 20:58:37,659 epoch 61 - iter 5481/6098 - loss 0.36552079
2018-12-17 20:58:55,152 epoch 61 - iter 6090/6098 - loss 0.36573952
2018-12-17 20:58:56,067 ----------------------------------------------------------------------------------------------------
2018-12-17 20:58:56,067 EPOCH 61 done: loss 0.3657 - lr 0.1000 - bad epochs 1
2018-12-17 20:59:28,765 TEST : loss 0.27262744 - f-score 0.9168 - acc 0.9168
2018-12-17 20:59:28,770 ----------------------------------------------------------------------------------------------------
2018-12-17 20:59:29,124 epoch 62 - iter 0/6098 - loss 0.42524272
2018-12-17 20:59:46,745 epoch 62 - iter 609/6098 - loss 0.35502433
2018-12-17 21:00:04,165 epoch 62 - iter 1218/6098 - loss 0.36015864
2018-12-17 21:00:21,878 epoch 62 - iter 1827/6098 - loss 0.36311453
2018-12-17 21:00:39,246 epoch 62 - iter 2436/6098 - loss 0.36358546
2018-12-17 21:00:56,863 epoch 62 - iter 3045/6098 - loss 0.36526021
2018-12-17 21:01:14,855 epoch 62 - iter 3654/6098 - loss 0.36538846
2018-12-17 21:01:32,399 epoch 62 - iter 4263/6098 - loss 0.36560872
2018-12-17 21:01:49,989 epoch 62 - iter 4872/6098 - loss 0.36589766
2018-12-17 21:02:07,503 epoch 62 - iter 5481/6098 - loss 0.36581093
2018-12-17 21:02:24,906 epoch 62 - iter 6090/6098 - loss 0.36590280
2018-12-17 21:02:25,864 ----------------------------------------------------------------------------------------------------
2018-12-17 21:02:25,864 EPOCH 62 done: loss 0.3659 - lr 0.1000 - bad epochs 0
2018-12-17 21:02:58,436 TEST : loss 0.27420646 - f-score 0.9160 - acc 0.9160
2018-12-17 21:02:58,441 ----------------------------------------------------------------------------------------------------
2018-12-17 21:02:58,794 epoch 63 - iter 0/6098 - loss 0.43857217
2018-12-17 21:03:16,566 epoch 63 - iter 609/6098 - loss 0.36562053
2018-12-17 21:03:34,378 epoch 63 - iter 1218/6098 - loss 0.36381174
2018-12-17 21:03:51,843 epoch 63 - iter 1827/6098 - loss 0.36324289
2018-12-17 21:04:09,296 epoch 63 - iter 2436/6098 - loss 0.36409899
2018-12-17 21:04:26,966 epoch 63 - iter 3045/6098 - loss 0.36397394
2018-12-17 21:04:44,413 epoch 63 - iter 3654/6098 - loss 0.36429297
2018-12-17 21:05:01,771 epoch 63 - iter 4263/6098 - loss 0.36438615
2018-12-17 21:05:19,191 epoch 63 - iter 4872/6098 - loss 0.36494131
2018-12-17 21:05:36,453 epoch 63 - iter 5481/6098 - loss 0.36533862
2018-12-17 21:05:53,741 epoch 63 - iter 6090/6098 - loss 0.36622270
2018-12-17 21:05:54,660 ----------------------------------------------------------------------------------------------------
2018-12-17 21:05:54,660 EPOCH 63 done: loss 0.3663 - lr 0.1000 - bad epochs 1
2018-12-17 21:06:27,355 TEST : loss 0.27552140 - f-score 0.9156 - acc 0.9156
2018-12-17 21:06:27,359 ----------------------------------------------------------------------------------------------------
2018-12-17 21:06:27,628 epoch 64 - iter 0/6098 - loss 0.33367604
2018-12-17 21:06:45,197 epoch 64 - iter 609/6098 - loss 0.35713313
2018-12-17 21:07:03,225 epoch 64 - iter 1218/6098 - loss 0.35884672
2018-12-17 21:07:20,587 epoch 64 - iter 1827/6098 - loss 0.35870619
2018-12-17 21:07:38,121 epoch 64 - iter 2436/6098 - loss 0.35934758
2018-12-17 21:07:55,625 epoch 64 - iter 3045/6098 - loss 0.36125561
2018-12-17 21:08:12,742 epoch 64 - iter 3654/6098 - loss 0.36230891
2018-12-17 21:08:30,375 epoch 64 - iter 4263/6098 - loss 0.36281970
2018-12-17 21:08:47,549 epoch 64 - iter 4872/6098 - loss 0.36294825
2018-12-17 21:09:05,021 epoch 64 - iter 5481/6098 - loss 0.36331425
2018-12-17 21:09:22,584 epoch 64 - iter 6090/6098 - loss 0.36375238
2018-12-17 21:09:23,494 ----------------------------------------------------------------------------------------------------
2018-12-17 21:09:23,494 EPOCH 64 done: loss 0.3638 - lr 0.1000 - bad epochs 2
2018-12-17 21:09:56,089 TEST : loss 0.27511469 - f-score 0.9163 - acc 0.9163
2018-12-17 21:09:56,094 ----------------------------------------------------------------------------------------------------
2018-12-17 21:09:56,413 epoch 65 - iter 0/6098 - loss 0.34418276
2018-12-17 21:10:13,862 epoch 65 - iter 609/6098 - loss 0.36095880
2018-12-17 21:10:31,169 epoch 65 - iter 1218/6098 - loss 0.36263593
2018-12-17 21:10:48,950 epoch 65 - iter 1827/6098 - loss 0.36143855
2018-12-17 21:11:06,570 epoch 65 - iter 2436/6098 - loss 0.36158607
2018-12-17 21:11:24,821 epoch 65 - iter 3045/6098 - loss 0.36167486
2018-12-17 21:11:42,302 epoch 65 - iter 3654/6098 - loss 0.36253909
2018-12-17 21:11:59,777 epoch 65 - iter 4263/6098 - loss 0.36256376
2018-12-17 21:12:17,622 epoch 65 - iter 4872/6098 - loss 0.36340360
2018-12-17 21:12:35,405 epoch 65 - iter 5481/6098 - loss 0.36354304
2018-12-17 21:12:53,290 epoch 65 - iter 6090/6098 - loss 0.36398923
2018-12-17 21:12:54,166 ----------------------------------------------------------------------------------------------------
2018-12-17 21:12:54,166 EPOCH 65 done: loss 0.3640 - lr 0.1000 - bad epochs 0
2018-12-17 21:13:27,206 TEST : loss 0.27138355 - f-score 0.9176 - acc 0.9176
2018-12-17 21:13:27,212 ----------------------------------------------------------------------------------------------------
2018-12-17 21:13:27,423 epoch 66 - iter 0/6098 - loss 0.31422853
2018-12-17 21:13:45,463 epoch 66 - iter 609/6098 - loss 0.36045510
2018-12-17 21:14:03,233 epoch 66 - iter 1218/6098 - loss 0.36061394
2018-12-17 21:14:20,792 epoch 66 - iter 1827/6098 - loss 0.36181185
2018-12-17 21:14:38,343 epoch 66 - iter 2436/6098 - loss 0.36160810
2018-12-17 21:14:55,863 epoch 66 - iter 3045/6098 - loss 0.36209175
2018-12-17 21:15:13,586 epoch 66 - iter 3654/6098 - loss 0.36328147
2018-12-17 21:15:30,867 epoch 66 - iter 4263/6098 - loss 0.36338133
2018-12-17 21:15:48,226 epoch 66 - iter 4872/6098 - loss 0.36389884
2018-12-17 21:16:05,653 epoch 66 - iter 5481/6098 - loss 0.36431887
2018-12-17 21:16:23,043 epoch 66 - iter 6090/6098 - loss 0.36485982
2018-12-17 21:16:23,951 ----------------------------------------------------------------------------------------------------
2018-12-17 21:16:23,951 EPOCH 66 done: loss 0.3649 - lr 0.1000 - bad epochs 1
2018-12-17 21:16:56,572 TEST : loss 0.27392995 - f-score 0.9168 - acc 0.9168
2018-12-17 21:16:56,577 ----------------------------------------------------------------------------------------------------
2018-12-17 21:16:56,890 epoch 67 - iter 0/6098 - loss 0.30004728
2018-12-17 21:17:14,482 epoch 67 - iter 609/6098 - loss 0.36374034
2018-12-17 21:17:31,884 epoch 67 - iter 1218/6098 - loss 0.36205619
2018-12-17 21:17:49,469 epoch 67 - iter 1827/6098 - loss 0.36211420
2018-12-17 21:18:06,987 epoch 67 - iter 2436/6098 - loss 0.36329181
2018-12-17 21:18:24,389 epoch 67 - iter 3045/6098 - loss 0.36294035
2018-12-17 21:18:41,810 epoch 67 - iter 3654/6098 - loss 0.36318345
2018-12-17 21:18:59,226 epoch 67 - iter 4263/6098 - loss 0.36384003
2018-12-17 21:19:16,752 epoch 67 - iter 4872/6098 - loss 0.36392553
2018-12-17 21:19:34,268 epoch 67 - iter 5481/6098 - loss 0.36375501
2018-12-17 21:19:51,864 epoch 67 - iter 6090/6098 - loss 0.36339365
2018-12-17 21:19:52,860 ----------------------------------------------------------------------------------------------------
2018-12-17 21:19:52,860 EPOCH 67 done: loss 0.3634 - lr 0.1000 - bad epochs 2
2018-12-17 21:20:25,568 TEST : loss 0.27470553 - f-score 0.9170 - acc 0.9170
2018-12-17 21:20:25,573 ----------------------------------------------------------------------------------------------------
2018-12-17 21:20:25,805 epoch 68 - iter 0/6098 - loss 0.34704253
2018-12-17 21:20:43,373 epoch 68 - iter 609/6098 - loss 0.36422642
2018-12-17 21:21:00,798 epoch 68 - iter 1218/6098 - loss 0.36235573
2018-12-17 21:21:18,260 epoch 68 - iter 1827/6098 - loss 0.36414773
2018-12-17 21:21:35,519 epoch 68 - iter 2436/6098 - loss 0.36300145
2018-12-17 21:21:52,664 epoch 68 - iter 3045/6098 - loss 0.36272332
2018-12-17 21:22:10,115 epoch 68 - iter 3654/6098 - loss 0.36402096
2018-12-17 21:22:27,611 epoch 68 - iter 4263/6098 - loss 0.36334866
2018-12-17 21:22:45,453 epoch 68 - iter 4872/6098 - loss 0.36366878
2018-12-17 21:23:02,656 epoch 68 - iter 5481/6098 - loss 0.36360017
2018-12-17 21:23:20,048 epoch 68 - iter 6090/6098 - loss 0.36450901
2018-12-17 21:23:20,950 ----------------------------------------------------------------------------------------------------
2018-12-17 21:23:20,951 EPOCH 68 done: loss 0.3645 - lr 0.1000 - bad epochs 0
2018-12-17 21:23:53,539 TEST : loss 0.27153915 - f-score 0.9171 - acc 0.9171
2018-12-17 21:23:53,544 ----------------------------------------------------------------------------------------------------
2018-12-17 21:23:53,889 epoch 69 - iter 0/6098 - loss 0.41756514
2018-12-17 21:24:11,229 epoch 69 - iter 609/6098 - loss 0.35837341
2018-12-17 21:24:29,010 epoch 69 - iter 1218/6098 - loss 0.35825709
2018-12-17 21:24:46,372 epoch 69 - iter 1827/6098 - loss 0.35828146
2018-12-17 21:25:03,551 epoch 69 - iter 2436/6098 - loss 0.36038332
2018-12-17 21:25:21,016 epoch 69 - iter 3045/6098 - loss 0.35999747
2018-12-17 21:25:38,515 epoch 69 - iter 3654/6098 - loss 0.36072718
2018-12-17 21:25:55,975 epoch 69 - iter 4263/6098 - loss 0.36187129
2018-12-17 21:26:13,233 epoch 69 - iter 4872/6098 - loss 0.36303220
2018-12-17 21:26:30,694 epoch 69 - iter 5481/6098 - loss 0.36252158
2018-12-17 21:26:48,175 epoch 69 - iter 6090/6098 - loss 0.36298746
2018-12-17 21:26:49,109 ----------------------------------------------------------------------------------------------------
2018-12-17 21:26:49,109 EPOCH 69 done: loss 0.3630 - lr 0.1000 - bad epochs 1
2018-12-17 21:27:23,632 TEST : loss 0.27491277 - f-score 0.9160 - acc 0.9160
2018-12-17 21:27:23,638 ----------------------------------------------------------------------------------------------------
2018-12-17 21:27:23,985 epoch 70 - iter 0/6098 - loss 0.34768790
2018-12-17 21:27:41,465 epoch 70 - iter 609/6098 - loss 0.35799072
2018-12-17 21:27:58,939 epoch 70 - iter 1218/6098 - loss 0.35959791
2018-12-17 21:28:16,531 epoch 70 - iter 1827/6098 - loss 0.36013119
2018-12-17 21:28:33,939 epoch 70 - iter 2436/6098 - loss 0.36138802
2018-12-17 21:28:51,536 epoch 70 - iter 3045/6098 - loss 0.36095953
2018-12-17 21:29:08,741 epoch 70 - iter 3654/6098 - loss 0.36144802
2018-12-17 21:29:26,000 epoch 70 - iter 4263/6098 - loss 0.36297885
2018-12-17 21:29:43,619 epoch 70 - iter 4872/6098 - loss 0.36249273
2018-12-17 21:30:01,351 epoch 70 - iter 5481/6098 - loss 0.36253836
2018-12-17 21:30:18,730 epoch 70 - iter 6090/6098 - loss 0.36356091
2018-12-17 21:30:19,644 ----------------------------------------------------------------------------------------------------
2018-12-17 21:30:19,644 EPOCH 70 done: loss 0.3636 - lr 0.1000 - bad epochs 0
2018-12-17 21:30:52,224 TEST : loss 0.27172559 - f-score 0.9167 - acc 0.9167
2018-12-17 21:30:52,229 ----------------------------------------------------------------------------------------------------
2018-12-17 21:30:52,598 epoch 71 - iter 0/6098 - loss 0.45834729
2018-12-17 21:31:10,247 epoch 71 - iter 609/6098 - loss 0.36318676
2018-12-17 21:31:27,818 epoch 71 - iter 1218/6098 - loss 0.36155176
2018-12-17 21:31:45,173 epoch 71 - iter 1827/6098 - loss 0.36205632
2018-12-17 21:32:02,504 epoch 71 - iter 2436/6098 - loss 0.36292024
2018-12-17 21:32:20,203 epoch 71 - iter 3045/6098 - loss 0.36326353
2018-12-17 21:32:37,556 epoch 71 - iter 3654/6098 - loss 0.36399851
2018-12-17 21:32:54,816 epoch 71 - iter 4263/6098 - loss 0.36383382
2018-12-17 21:33:12,355 epoch 71 - iter 4872/6098 - loss 0.36363550
2018-12-17 21:33:29,789 epoch 71 - iter 5481/6098 - loss 0.36420096
2018-12-17 21:33:47,162 epoch 71 - iter 6090/6098 - loss 0.36399843
2018-12-17 21:33:48,061 ----------------------------------------------------------------------------------------------------
2018-12-17 21:33:48,061 EPOCH 71 done: loss 0.3640 - lr 0.1000 - bad epochs 1
2018-12-17 21:34:20,740 TEST : loss 0.27279171 - f-score 0.9173 - acc 0.9173
2018-12-17 21:34:20,745 ----------------------------------------------------------------------------------------------------
2018-12-17 21:34:21,125 epoch 72 - iter 0/6098 - loss 0.30385500
2018-12-17 21:34:38,768 epoch 72 - iter 609/6098 - loss 0.35801250
2018-12-17 21:34:56,089 epoch 72 - iter 1218/6098 - loss 0.35801777
2018-12-17 21:35:13,575 epoch 72 - iter 1827/6098 - loss 0.36039601
2018-12-17 21:35:30,988 epoch 72 - iter 2436/6098 - loss 0.36014866
2018-12-17 21:35:48,362 epoch 72 - iter 3045/6098 - loss 0.36001734
2018-12-17 21:36:05,574 epoch 72 - iter 3654/6098 - loss 0.36037457
2018-12-17 21:36:23,105 epoch 72 - iter 4263/6098 - loss 0.36097751
2018-12-17 21:36:40,346 epoch 72 - iter 4872/6098 - loss 0.36222457
2018-12-17 21:36:57,735 epoch 72 - iter 5481/6098 - loss 0.36209745
2018-12-17 21:37:15,221 epoch 72 - iter 6090/6098 - loss 0.36242080
2018-12-17 21:37:16,040 ----------------------------------------------------------------------------------------------------
2018-12-17 21:37:16,040 EPOCH 72 done: loss 0.3624 - lr 0.1000 - bad epochs 2
2018-12-17 21:37:48,626 TEST : loss 0.27376515 - f-score 0.9162 - acc 0.9162
2018-12-17 21:37:48,631 ----------------------------------------------------------------------------------------------------
2018-12-17 21:37:49,004 epoch 73 - iter 0/6098 - loss 0.26364011
2018-12-17 21:38:06,674 epoch 73 - iter 609/6098 - loss 0.36138918
2018-12-17 21:38:24,165 epoch 73 - iter 1218/6098 - loss 0.35886701
2018-12-17 21:38:41,458 epoch 73 - iter 1827/6098 - loss 0.36286600
2018-12-17 21:38:58,815 epoch 73 - iter 2436/6098 - loss 0.36300516
2018-12-17 21:39:15,875 epoch 73 - iter 3045/6098 - loss 0.36255838
2018-12-17 21:39:33,377 epoch 73 - iter 3654/6098 - loss 0.36209039
2018-12-17 21:39:50,874 epoch 73 - iter 4263/6098 - loss 0.36273939
2018-12-17 21:40:08,652 epoch 73 - iter 4872/6098 - loss 0.36158305
2018-12-17 21:40:26,114 epoch 73 - iter 5481/6098 - loss 0.36187553
2018-12-17 21:40:43,701 epoch 73 - iter 6090/6098 - loss 0.36185836
2018-12-17 21:40:44,565 ----------------------------------------------------------------------------------------------------
2018-12-17 21:40:44,566 EPOCH 73 done: loss 0.3619 - lr 0.1000 - bad epochs 0
2018-12-17 21:41:17,294 TEST : loss 0.27316171 - f-score 0.9167 - acc 0.9167
2018-12-17 21:41:17,299 ----------------------------------------------------------------------------------------------------
2018-12-17 21:41:17,666 epoch 74 - iter 0/6098 - loss 0.33496851
2018-12-17 21:41:35,286 epoch 74 - iter 609/6098 - loss 0.36087394
2018-12-17 21:41:52,912 epoch 74 - iter 1218/6098 - loss 0.36348465
2018-12-17 21:42:10,964 epoch 74 - iter 1827/6098 - loss 0.36357146
2018-12-17 21:42:28,673 epoch 74 - iter 2436/6098 - loss 0.36300689
2018-12-17 21:42:46,677 epoch 74 - iter 3045/6098 - loss 0.36234966
2018-12-17 21:43:04,383 epoch 74 - iter 3654/6098 - loss 0.36315986
2018-12-17 21:43:22,061 epoch 74 - iter 4263/6098 - loss 0.36322706
2018-12-17 21:43:39,693 epoch 74 - iter 4872/6098 - loss 0.36334773
2018-12-17 21:43:57,294 epoch 74 - iter 5481/6098 - loss 0.36391074
2018-12-17 21:44:14,849 epoch 74 - iter 6090/6098 - loss 0.36382974
2018-12-17 21:44:15,710 ----------------------------------------------------------------------------------------------------
2018-12-17 21:44:15,711 EPOCH 74 done: loss 0.3639 - lr 0.1000 - bad epochs 0
2018-12-17 21:44:48,631 TEST : loss 0.27181444 - f-score 0.9178 - acc 0.9178
2018-12-17 21:44:48,636 ----------------------------------------------------------------------------------------------------
2018-12-17 21:44:49,003 epoch 75 - iter 0/6098 - loss 0.32302564
2018-12-17 21:45:06,968 epoch 75 - iter 609/6098 - loss 0.36288221
2018-12-17 21:45:24,231 epoch 75 - iter 1218/6098 - loss 0.36309015
2018-12-17 21:45:41,764 epoch 75 - iter 1827/6098 - loss 0.36088940
2018-12-17 21:45:59,097 epoch 75 - iter 2436/6098 - loss 0.36048268
2018-12-17 21:46:16,447 epoch 75 - iter 3045/6098 - loss 0.36081125
2018-12-17 21:46:33,990 epoch 75 - iter 3654/6098 - loss 0.36114260
2018-12-17 21:46:51,572 epoch 75 - iter 4263/6098 - loss 0.36049696
2018-12-17 21:47:08,894 epoch 75 - iter 4872/6098 - loss 0.36067191
2018-12-17 21:47:26,484 epoch 75 - iter 5481/6098 - loss 0.36021223
2018-12-17 21:47:43,803 epoch 75 - iter 6090/6098 - loss 0.36078069
2018-12-17 21:47:44,806 ----------------------------------------------------------------------------------------------------
2018-12-17 21:47:44,806 EPOCH 75 done: loss 0.3608 - lr 0.1000 - bad epochs 1
2018-12-17 21:48:20,608 TEST : loss 0.27101803 - f-score 0.9167 - acc 0.9167
2018-12-17 21:48:20,613 ----------------------------------------------------------------------------------------------------
2018-12-17 21:48:20,978 epoch 76 - iter 0/6098 - loss 0.33086991
2018-12-17 21:48:38,884 epoch 76 - iter 609/6098 - loss 0.35479510
2018-12-17 21:48:56,272 epoch 76 - iter 1218/6098 - loss 0.35690080
2018-12-17 21:49:13,538 epoch 76 - iter 1827/6098 - loss 0.35817886
2018-12-17 21:49:30,840 epoch 76 - iter 2436/6098 - loss 0.35764107
2018-12-17 21:49:48,113 epoch 76 - iter 3045/6098 - loss 0.35878607
2018-12-17 21:50:05,747 epoch 76 - iter 3654/6098 - loss 0.35933925
2018-12-17 21:50:23,227 epoch 76 - iter 4263/6098 - loss 0.35976564
2018-12-17 21:50:40,855 epoch 76 - iter 4872/6098 - loss 0.35959412
2018-12-17 21:50:58,122 epoch 76 - iter 5481/6098 - loss 0.35989427
2018-12-17 21:51:15,552 epoch 76 - iter 6090/6098 - loss 0.36022534
2018-12-17 21:51:16,419 ----------------------------------------------------------------------------------------------------
2018-12-17 21:51:16,419 EPOCH 76 done: loss 0.3602 - lr 0.1000 - bad epochs 0
2018-12-17 21:51:49,032 TEST : loss 0.27284378 - f-score 0.9172 - acc 0.9172
2018-12-17 21:51:49,037 ----------------------------------------------------------------------------------------------------
2018-12-17 21:51:49,398 epoch 77 - iter 0/6098 - loss 0.31006891
2018-12-17 21:52:06,925 epoch 77 - iter 609/6098 - loss 0.35442296
2018-12-17 21:52:24,134 epoch 77 - iter 1218/6098 - loss 0.35260012
2018-12-17 21:52:41,730 epoch 77 - iter 1827/6098 - loss 0.35410141
2018-12-17 21:52:59,089 epoch 77 - iter 2436/6098 - loss 0.35558235
2018-12-17 21:53:16,134 epoch 77 - iter 3045/6098 - loss 0.35755296
2018-12-17 21:53:33,392 epoch 77 - iter 3654/6098 - loss 0.35733260
2018-12-17 21:53:50,707 epoch 77 - iter 4263/6098 - loss 0.35804478
2018-12-17 21:54:08,316 epoch 77 - iter 4872/6098 - loss 0.35907856
2018-12-17 21:54:25,897 epoch 77 - iter 5481/6098 - loss 0.35990854
2018-12-17 21:54:43,443 epoch 77 - iter 6090/6098 - loss 0.35991246
2018-12-17 21:54:44,353 ----------------------------------------------------------------------------------------------------
2018-12-17 21:54:44,353 EPOCH 77 done: loss 0.3599 - lr 0.1000 - bad epochs 0
2018-12-17 21:55:23,472 TEST : loss 0.27198467 - f-score 0.9182 - acc 0.9182
2018-12-17 21:55:23,477 ----------------------------------------------------------------------------------------------------
2018-12-17 21:55:23,831 epoch 78 - iter 0/6098 - loss 0.67431009
2018-12-17 21:55:41,766 epoch 78 - iter 609/6098 - loss 0.35654549
2018-12-17 21:55:58,963 epoch 78 - iter 1218/6098 - loss 0.35784833
2018-12-17 21:56:16,294 epoch 78 - iter 1827/6098 - loss 0.35946013
2018-12-17 21:56:33,959 epoch 78 - iter 2436/6098 - loss 0.35799398
2018-12-17 21:56:51,124 epoch 78 - iter 3045/6098 - loss 0.35792278
2018-12-17 21:57:08,442 epoch 78 - iter 3654/6098 - loss 0.35863563
2018-12-17 21:57:25,805 epoch 78 - iter 4263/6098 - loss 0.35956956
2018-12-17 21:57:43,168 epoch 78 - iter 4872/6098 - loss 0.35947300
2018-12-17 21:58:00,442 epoch 78 - iter 5481/6098 - loss 0.36018709
2018-12-17 21:58:18,102 epoch 78 - iter 6090/6098 - loss 0.36068446
2018-12-17 21:58:19,058 ----------------------------------------------------------------------------------------------------
2018-12-17 21:58:19,058 EPOCH 78 done: loss 0.3607 - lr 0.1000 - bad epochs 0
2018-12-17 21:58:51,654 TEST : loss 0.27338731 - f-score 0.9181 - acc 0.9181
2018-12-17 21:58:51,660 ----------------------------------------------------------------------------------------------------
2018-12-17 21:58:51,991 epoch 79 - iter 0/6098 - loss 0.40930229
2018-12-17 21:59:09,747 epoch 79 - iter 609/6098 - loss 0.36039114
2018-12-17 21:59:27,324 epoch 79 - iter 1218/6098 - loss 0.35905184
2018-12-17 21:59:44,732 epoch 79 - iter 1827/6098 - loss 0.35919602
2018-12-17 22:00:01,854 epoch 79 - iter 2436/6098 - loss 0.36032911
2018-12-17 22:00:19,237 epoch 79 - iter 3045/6098 - loss 0.36125097
2018-12-17 22:00:36,541 epoch 79 - iter 3654/6098 - loss 0.36158455
2018-12-17 22:00:54,020 epoch 79 - iter 4263/6098 - loss 0.36084629
2018-12-17 22:01:11,732 epoch 79 - iter 4872/6098 - loss 0.36083606
2018-12-17 22:01:28,903 epoch 79 - iter 5481/6098 - loss 0.36039037
2018-12-17 22:01:46,073 epoch 79 - iter 6090/6098 - loss 0.36046433
2018-12-17 22:01:46,895 ----------------------------------------------------------------------------------------------------
2018-12-17 22:01:46,895 EPOCH 79 done: loss 0.3604 - lr 0.1000 - bad epochs 1
2018-12-17 22:02:19,565 TEST : loss 0.27204233 - f-score 0.9175 - acc 0.9175
2018-12-17 22:02:19,571 ----------------------------------------------------------------------------------------------------
2018-12-17 22:02:19,811 epoch 80 - iter 0/6098 - loss 0.39660269
2018-12-17 22:02:37,132 epoch 80 - iter 609/6098 - loss 0.35601123
2018-12-17 22:02:54,688 epoch 80 - iter 1218/6098 - loss 0.35808180
2018-12-17 22:03:11,857 epoch 80 - iter 1827/6098 - loss 0.35839758
2018-12-17 22:03:29,339 epoch 80 - iter 2436/6098 - loss 0.35863830
2018-12-17 22:03:46,835 epoch 80 - iter 3045/6098 - loss 0.35867781
2018-12-17 22:04:04,068 epoch 80 - iter 3654/6098 - loss 0.35835363
2018-12-17 22:04:21,482 epoch 80 - iter 4263/6098 - loss 0.35912618
2018-12-17 22:04:38,889 epoch 80 - iter 4872/6098 - loss 0.35923317
2018-12-17 22:04:56,119 epoch 80 - iter 5481/6098 - loss 0.35911084
2018-12-17 22:05:13,917 epoch 80 - iter 6090/6098 - loss 0.35916314
2018-12-17 22:05:14,814 ----------------------------------------------------------------------------------------------------
2018-12-17 22:05:14,814 EPOCH 80 done: loss 0.3592 - lr 0.1000 - bad epochs 2
2018-12-17 22:05:47,419 TEST : loss 0.27047530 - f-score 0.9181 - acc 0.9181
2018-12-17 22:05:47,423 ----------------------------------------------------------------------------------------------------
2018-12-17 22:05:47,737 epoch 81 - iter 0/6098 - loss 0.45369142
2018-12-17 22:06:05,420 epoch 81 - iter 609/6098 - loss 0.35995638
2018-12-17 22:06:22,882 epoch 81 - iter 1218/6098 - loss 0.36170427
2018-12-17 22:06:40,280 epoch 81 - iter 1827/6098 - loss 0.36107920
2018-12-17 22:06:57,570 epoch 81 - iter 2436/6098 - loss 0.36070980
2018-12-17 22:07:14,828 epoch 81 - iter 3045/6098 - loss 0.36035214
2018-12-17 22:07:31,919 epoch 81 - iter 3654/6098 - loss 0.36040112
2018-12-17 22:07:49,409 epoch 81 - iter 4263/6098 - loss 0.35964912
2018-12-17 22:08:06,749 epoch 81 - iter 4872/6098 - loss 0.35928159
2018-12-17 22:08:24,271 epoch 81 - iter 5481/6098 - loss 0.35910635
2018-12-17 22:08:41,690 epoch 81 - iter 6090/6098 - loss 0.35876247
2018-12-17 22:08:42,586 ----------------------------------------------------------------------------------------------------
2018-12-17 22:08:42,586 EPOCH 81 done: loss 0.3587 - lr 0.1000 - bad epochs 0
2018-12-17 22:09:15,291 TEST : loss 0.26946914 - f-score 0.9186 - acc 0.9186
2018-12-17 22:09:15,296 ----------------------------------------------------------------------------------------------------
2018-12-17 22:09:15,512 epoch 82 - iter 0/6098 - loss 0.33606416
2018-12-17 22:09:33,257 epoch 82 - iter 609/6098 - loss 0.35245514
2018-12-17 22:09:50,845 epoch 82 - iter 1218/6098 - loss 0.35089484
2018-12-17 22:10:08,359 epoch 82 - iter 1827/6098 - loss 0.35366617
2018-12-17 22:10:25,701 epoch 82 - iter 2436/6098 - loss 0.35527296
2018-12-17 22:10:43,052 epoch 82 - iter 3045/6098 - loss 0.35592242
2018-12-17 22:11:00,164 epoch 82 - iter 3654/6098 - loss 0.35733251
2018-12-17 22:11:17,643 epoch 82 - iter 4263/6098 - loss 0.35785063
2018-12-17 22:11:34,924 epoch 82 - iter 4872/6098 - loss 0.35761516
2018-12-17 22:11:52,678 epoch 82 - iter 5481/6098 - loss 0.35783953
2018-12-17 22:12:10,073 epoch 82 - iter 6090/6098 - loss 0.35833925
2018-12-17 22:12:11,010 ----------------------------------------------------------------------------------------------------
2018-12-17 22:12:11,010 EPOCH 82 done: loss 0.3584 - lr 0.1000 - bad epochs 0
2018-12-17 22:13:04,034 TEST : loss 0.27076852 - f-score 0.9179 - acc 0.9179
2018-12-17 22:13:04,038 ----------------------------------------------------------------------------------------------------
2018-12-17 22:13:04,378 epoch 83 - iter 0/6098 - loss 0.35248953
2018-12-17 22:13:21,923 epoch 83 - iter 609/6098 - loss 0.36142002
2018-12-17 22:13:40,062 epoch 83 - iter 1218/6098 - loss 0.35758723
2018-12-17 22:13:57,753 epoch 83 - iter 1827/6098 - loss 0.35701980
2018-12-17 22:14:15,527 epoch 83 - iter 2436/6098 - loss 0.35754414
2018-12-17 22:14:33,272 epoch 83 - iter 3045/6098 - loss 0.35779673
2018-12-17 22:14:50,888 epoch 83 - iter 3654/6098 - loss 0.35833377
2018-12-17 22:15:08,572 epoch 83 - iter 4263/6098 - loss 0.35831544
2018-12-17 22:15:26,209 epoch 83 - iter 4872/6098 - loss 0.35805940
2018-12-17 22:15:43,850 epoch 83 - iter 5481/6098 - loss 0.35791404
2018-12-17 22:16:01,389 epoch 83 - iter 6090/6098 - loss 0.35894008
2018-12-17 22:16:02,315 ----------------------------------------------------------------------------------------------------
2018-12-17 22:16:02,315 EPOCH 83 done: loss 0.3590 - lr 0.1000 - bad epochs 0
2018-12-17 22:16:35,135 TEST : loss 0.27087462 - f-score 0.9173 - acc 0.9173
2018-12-17 22:16:35,139 ----------------------------------------------------------------------------------------------------
2018-12-17 22:16:35,407 epoch 84 - iter 0/6098 - loss 0.27666074
2018-12-17 22:16:53,001 epoch 84 - iter 609/6098 - loss 0.35521447
2018-12-17 22:17:10,727 epoch 84 - iter 1218/6098 - loss 0.35573954
2018-12-17 22:17:27,974 epoch 84 - iter 1827/6098 - loss 0.35666997
2018-12-17 22:17:45,061 epoch 84 - iter 2436/6098 - loss 0.35807661
2018-12-17 22:18:02,916 epoch 84 - iter 3045/6098 - loss 0.35764634
2018-12-17 22:18:20,210 epoch 84 - iter 3654/6098 - loss 0.35842895
2018-12-17 22:18:37,856 epoch 84 - iter 4263/6098 - loss 0.35827567
2018-12-17 22:18:55,118 epoch 84 - iter 4872/6098 - loss 0.35948491
2018-12-17 22:19:12,585 epoch 84 - iter 5481/6098 - loss 0.35912073
2018-12-17 22:19:30,050 epoch 84 - iter 6090/6098 - loss 0.35934890
2018-12-17 22:19:30,933 ----------------------------------------------------------------------------------------------------
2018-12-17 22:19:30,933 EPOCH 84 done: loss 0.3593 - lr 0.1000 - bad epochs 1
2018-12-17 22:20:03,589 TEST : loss 0.27350983 - f-score 0.9173 - acc 0.9173
2018-12-17 22:20:03,594 ----------------------------------------------------------------------------------------------------
2018-12-17 22:20:03,903 epoch 85 - iter 0/6098 - loss 0.21108435
2018-12-17 22:20:21,483 epoch 85 - iter 609/6098 - loss 0.35937866
2018-12-17 22:20:38,953 epoch 85 - iter 1218/6098 - loss 0.35786083
2018-12-17 22:20:56,155 epoch 85 - iter 1827/6098 - loss 0.36027243
2018-12-17 22:21:13,739 epoch 85 - iter 2436/6098 - loss 0.36055290
2018-12-17 22:21:31,088 epoch 85 - iter 3045/6098 - loss 0.35937182
2018-12-17 22:21:48,772 epoch 85 - iter 3654/6098 - loss 0.35957596
2018-12-17 22:22:06,190 epoch 85 - iter 4263/6098 - loss 0.36005522
2018-12-17 22:22:23,521 epoch 85 - iter 4872/6098 - loss 0.36058457
2018-12-17 22:22:41,161 epoch 85 - iter 5481/6098 - loss 0.36005719
2018-12-17 22:22:58,658 epoch 85 - iter 6090/6098 - loss 0.35995264
2018-12-17 22:22:59,536 ----------------------------------------------------------------------------------------------------
2018-12-17 22:22:59,537 EPOCH 85 done: loss 0.3599 - lr 0.1000 - bad epochs 2
2018-12-17 22:23:32,257 TEST : loss 0.27388296 - f-score 0.9167 - acc 0.9167
2018-12-17 22:23:32,263 ----------------------------------------------------------------------------------------------------
2018-12-17 22:23:32,477 epoch 86 - iter 0/6098 - loss 0.49088141
2018-12-17 22:23:50,062 epoch 86 - iter 609/6098 - loss 0.34969513
2018-12-17 22:24:07,514 epoch 86 - iter 1218/6098 - loss 0.34964056
2018-12-17 22:24:24,839 epoch 86 - iter 1827/6098 - loss 0.35242605
2018-12-17 22:24:42,432 epoch 86 - iter 2436/6098 - loss 0.35315710
2018-12-17 22:24:59,728 epoch 86 - iter 3045/6098 - loss 0.35556155
2018-12-17 22:25:17,215 epoch 86 - iter 3654/6098 - loss 0.35555492
2018-12-17 22:25:34,449 epoch 86 - iter 4263/6098 - loss 0.35674066
2018-12-17 22:25:51,602 epoch 86 - iter 4872/6098 - loss 0.35734227
2018-12-17 22:26:09,071 epoch 86 - iter 5481/6098 - loss 0.35766249
2018-12-17 22:26:26,504 epoch 86 - iter 6090/6098 - loss 0.35835122
2018-12-17 22:26:27,424 ----------------------------------------------------------------------------------------------------
2018-12-17 22:26:27,425 EPOCH 86 done: loss 0.3584 - lr 0.1000 - bad epochs 3
2018-12-17 22:27:00,121 TEST : loss 0.27010158 - f-score 0.9182 - acc 0.9182
2018-12-17 22:27:00,126 ----------------------------------------------------------------------------------------------------
2018-12-17 22:27:00,418 epoch 87 - iter 0/6098 - loss 0.44214058
2018-12-17 22:27:18,234 epoch 87 - iter 609/6098 - loss 0.34175921
2018-12-17 22:27:35,780 epoch 87 - iter 1218/6098 - loss 0.33884814
2018-12-17 22:27:53,183 epoch 87 - iter 1827/6098 - loss 0.34019137
2018-12-17 22:28:10,753 epoch 87 - iter 2436/6098 - loss 0.34036450
2018-12-17 22:28:28,016 epoch 87 - iter 3045/6098 - loss 0.34055807
2018-12-17 22:28:45,344 epoch 87 - iter 3654/6098 - loss 0.33993735
2018-12-17 22:29:02,598 epoch 87 - iter 4263/6098 - loss 0.33964330
2018-12-17 22:29:20,056 epoch 87 - iter 4872/6098 - loss 0.33931134
2018-12-17 22:29:37,315 epoch 87 - iter 5481/6098 - loss 0.33845934
2018-12-17 22:29:54,718 epoch 87 - iter 6090/6098 - loss 0.33834908
2018-12-17 22:29:55,657 ----------------------------------------------------------------------------------------------------
2018-12-17 22:29:55,657 EPOCH 87 done: loss 0.3383 - lr 0.0500 - bad epochs 0
2018-12-17 22:30:28,401 TEST : loss 0.26064590 - f-score 0.9214 - acc 0.9214
2018-12-17 22:30:28,406 ----------------------------------------------------------------------------------------------------
2018-12-17 22:30:28,683 epoch 88 - iter 0/6098 - loss 0.41494715
2018-12-17 22:30:46,316 epoch 88 - iter 609/6098 - loss 0.33006967
2018-12-17 22:31:03,816 epoch 88 - iter 1218/6098 - loss 0.33128463
2018-12-17 22:31:21,010 epoch 88 - iter 1827/6098 - loss 0.33228225
2018-12-17 22:31:38,701 epoch 88 - iter 2436/6098 - loss 0.33217162
2018-12-17 22:31:56,135 epoch 88 - iter 3045/6098 - loss 0.33292763
2018-12-17 22:32:13,482 epoch 88 - iter 3654/6098 - loss 0.33309261
2018-12-17 22:32:30,947 epoch 88 - iter 4263/6098 - loss 0.33367991
2018-12-17 22:32:48,325 epoch 88 - iter 4872/6098 - loss 0.33382903
2018-12-17 22:33:05,637 epoch 88 - iter 5481/6098 - loss 0.33340465
2018-12-17 22:33:23,277 epoch 88 - iter 6090/6098 - loss 0.33322796
2018-12-17 22:33:24,183 ----------------------------------------------------------------------------------------------------
2018-12-17 22:33:24,183 EPOCH 88 done: loss 0.3333 - lr 0.0500 - bad epochs 0
2018-12-17 22:33:56,820 TEST : loss 0.25748733 - f-score 0.9220 - acc 0.9220
2018-12-17 22:33:56,826 ----------------------------------------------------------------------------------------------------
2018-12-17 22:33:57,187 epoch 89 - iter 0/6098 - loss 0.23813364
2018-12-17 22:34:14,912 epoch 89 - iter 609/6098 - loss 0.33123258
2018-12-17 22:34:32,522 epoch 89 - iter 1218/6098 - loss 0.32722925
2018-12-17 22:34:49,926 epoch 89 - iter 1827/6098 - loss 0.32809914
2018-12-17 22:35:07,151 epoch 89 - iter 2436/6098 - loss 0.32842709
2018-12-17 22:35:24,449 epoch 89 - iter 3045/6098 - loss 0.32801978
2018-12-17 22:35:41,846 epoch 89 - iter 3654/6098 - loss 0.32844697
2018-12-17 22:35:59,261 epoch 89 - iter 4263/6098 - loss 0.32975493
2018-12-17 22:36:16,926 epoch 89 - iter 4872/6098 - loss 0.32968098
2018-12-17 22:36:34,200 epoch 89 - iter 5481/6098 - loss 0.32944471
2018-12-17 22:36:51,621 epoch 89 - iter 6090/6098 - loss 0.32878542
2018-12-17 22:36:52,544 ----------------------------------------------------------------------------------------------------
2018-12-17 22:36:52,544 EPOCH 89 done: loss 0.3288 - lr 0.0500 - bad epochs 0
2018-12-17 22:37:27,917 TEST : loss 0.25620428 - f-score 0.9229 - acc 0.9229
2018-12-17 22:37:27,922 ----------------------------------------------------------------------------------------------------
2018-12-17 22:37:28,294 epoch 90 - iter 0/6098 - loss 0.32837874
2018-12-17 22:37:45,826 epoch 90 - iter 609/6098 - loss 0.32285026
2018-12-17 22:38:03,378 epoch 90 - iter 1218/6098 - loss 0.32489302
2018-12-17 22:38:20,751 epoch 90 - iter 1827/6098 - loss 0.32703541
2018-12-17 22:38:38,086 epoch 90 - iter 2436/6098 - loss 0.32654733
2018-12-17 22:38:55,222 epoch 90 - iter 3045/6098 - loss 0.32741207
2018-12-17 22:39:13,110 epoch 90 - iter 3654/6098 - loss 0.32810817
2018-12-17 22:39:30,543 epoch 90 - iter 4263/6098 - loss 0.32800320
2018-12-17 22:39:48,102 epoch 90 - iter 4872/6098 - loss 0.32809221
2018-12-17 22:40:05,687 epoch 90 - iter 5481/6098 - loss 0.32800969
2018-12-17 22:40:22,979 epoch 90 - iter 6090/6098 - loss 0.32854633
2018-12-17 22:40:23,927 ----------------------------------------------------------------------------------------------------
2018-12-17 22:40:23,927 EPOCH 90 done: loss 0.3286 - lr 0.0500 - bad epochs 0
2018-12-17 22:40:56,562 TEST : loss 0.25561926 - f-score 0.9225 - acc 0.9225
2018-12-17 22:40:56,567 ----------------------------------------------------------------------------------------------------
2018-12-17 22:40:56,941 epoch 91 - iter 0/6098 - loss 0.69708651
2018-12-17 22:41:14,542 epoch 91 - iter 609/6098 - loss 0.32810763
2018-12-17 22:41:31,729 epoch 91 - iter 1218/6098 - loss 0.32558216
2018-12-17 22:41:49,199 epoch 91 - iter 1827/6098 - loss 0.32417035
2018-12-17 22:42:06,652 epoch 91 - iter 2436/6098 - loss 0.32508699
2018-12-17 22:42:24,374 epoch 91 - iter 3045/6098 - loss 0.32578410
2018-12-17 22:42:41,899 epoch 91 - iter 3654/6098 - loss 0.32546141
2018-12-17 22:42:59,290 epoch 91 - iter 4263/6098 - loss 0.32511709
2018-12-17 22:43:16,698 epoch 91 - iter 4872/6098 - loss 0.32538590
2018-12-17 22:43:34,254 epoch 91 - iter 5481/6098 - loss 0.32494232
2018-12-17 22:43:51,408 epoch 91 - iter 6090/6098 - loss 0.32503690
2018-12-17 22:43:52,333 ----------------------------------------------------------------------------------------------------
2018-12-17 22:43:52,333 EPOCH 91 done: loss 0.3250 - lr 0.0500 - bad epochs 0
2018-12-17 22:44:25,001 TEST : loss 0.25510538 - f-score 0.9230 - acc 0.9230
2018-12-17 22:44:25,005 ----------------------------------------------------------------------------------------------------
2018-12-17 22:44:25,382 epoch 92 - iter 0/6098 - loss 0.23253229
2018-12-17 22:44:43,178 epoch 92 - iter 609/6098 - loss 0.32423263
2018-12-17 22:45:00,654 epoch 92 - iter 1218/6098 - loss 0.32787882
2018-12-17 22:45:17,964 epoch 92 - iter 1827/6098 - loss 0.32627958
2018-12-17 22:45:35,510 epoch 92 - iter 2436/6098 - loss 0.32547155
2018-12-17 22:45:52,826 epoch 92 - iter 3045/6098 - loss 0.32585432
2018-12-17 22:46:10,847 epoch 92 - iter 3654/6098 - loss 0.32571752
2018-12-17 22:46:28,282 epoch 92 - iter 4263/6098 - loss 0.32655299
2018-12-17 22:46:46,212 epoch 92 - iter 4872/6098 - loss 0.32701570
2018-12-17 22:47:04,132 epoch 92 - iter 5481/6098 - loss 0.32672904
2018-12-17 22:47:22,196 epoch 92 - iter 6090/6098 - loss 0.32667143
2018-12-17 22:47:23,085 ----------------------------------------------------------------------------------------------------
2018-12-17 22:47:23,085 EPOCH 92 done: loss 0.3266 - lr 0.0500 - bad epochs 0
2018-12-17 22:47:56,074 TEST : loss 0.25503856 - f-score 0.9227 - acc 0.9227
2018-12-17 22:47:56,079 ----------------------------------------------------------------------------------------------------
2018-12-17 22:47:56,446 epoch 93 - iter 0/6098 - loss 0.32281992
2018-12-17 22:48:14,338 epoch 93 - iter 609/6098 - loss 0.32472694
2018-12-17 22:48:32,384 epoch 93 - iter 1218/6098 - loss 0.32478719
2018-12-17 22:48:50,286 epoch 93 - iter 1827/6098 - loss 0.32368167
2018-12-17 22:49:07,640 epoch 93 - iter 2436/6098 - loss 0.32216882
2018-12-17 22:49:25,199 epoch 93 - iter 3045/6098 - loss 0.32197787
2018-12-17 22:49:42,841 epoch 93 - iter 3654/6098 - loss 0.32315560
2018-12-17 22:50:00,570 epoch 93 - iter 4263/6098 - loss 0.32340232
2018-12-17 22:50:18,031 epoch 93 - iter 4872/6098 - loss 0.32393710
2018-12-17 22:50:35,490 epoch 93 - iter 5481/6098 - loss 0.32446403
2018-12-17 22:50:53,086 epoch 93 - iter 6090/6098 - loss 0.32461296
2018-12-17 22:50:53,984 ----------------------------------------------------------------------------------------------------
2018-12-17 22:50:53,984 EPOCH 93 done: loss 0.3246 - lr 0.0500 - bad epochs 1
2018-12-17 22:51:31,663 TEST : loss 0.25497195 - f-score 0.9229 - acc 0.9229
2018-12-17 22:51:31,667 ----------------------------------------------------------------------------------------------------
2018-12-17 22:51:32,046 epoch 94 - iter 0/6098 - loss 0.32549214
2018-12-17 22:51:49,729 epoch 94 - iter 609/6098 - loss 0.32759946
2018-12-17 22:52:07,212 epoch 94 - iter 1218/6098 - loss 0.32511057
2018-12-17 22:52:24,658 epoch 94 - iter 1827/6098 - loss 0.32336059
2018-12-17 22:52:42,306 epoch 94 - iter 2436/6098 - loss 0.32279468
2018-12-17 22:52:59,731 epoch 94 - iter 3045/6098 - loss 0.32291006
2018-12-17 22:53:17,177 epoch 94 - iter 3654/6098 - loss 0.32355709
2018-12-17 22:53:34,768 epoch 94 - iter 4263/6098 - loss 0.32316249
2018-12-17 22:53:52,250 epoch 94 - iter 4872/6098 - loss 0.32366645
2018-12-17 22:54:09,390 epoch 94 - iter 5481/6098 - loss 0.32406181
2018-12-17 22:54:26,704 epoch 94 - iter 6090/6098 - loss 0.32429506
2018-12-17 22:54:27,633 ----------------------------------------------------------------------------------------------------
2018-12-17 22:54:27,633 EPOCH 94 done: loss 0.3243 - lr 0.0500 - bad epochs 0
2018-12-17 22:55:00,275 TEST : loss 0.25392407 - f-score 0.9236 - acc 0.9236
2018-12-17 22:55:00,279 ----------------------------------------------------------------------------------------------------
2018-12-17 22:55:00,648 epoch 95 - iter 0/6098 - loss 0.43660828
2018-12-17 22:55:18,149 epoch 95 - iter 609/6098 - loss 0.32182962
2018-12-17 22:55:35,743 epoch 95 - iter 1218/6098 - loss 0.32118093
2018-12-17 22:55:53,468 epoch 95 - iter 1827/6098 - loss 0.32383544
2018-12-17 22:56:11,178 epoch 95 - iter 2436/6098 - loss 0.32336168
2018-12-17 22:56:28,836 epoch 95 - iter 3045/6098 - loss 0.32414313
2018-12-17 22:56:46,208 epoch 95 - iter 3654/6098 - loss 0.32356572
2018-12-17 22:57:03,632 epoch 95 - iter 4263/6098 - loss 0.32442837
2018-12-17 22:57:21,052 epoch 95 - iter 4872/6098 - loss 0.32386665
2018-12-17 22:57:38,468 epoch 95 - iter 5481/6098 - loss 0.32358503
2018-12-17 22:57:55,530 epoch 95 - iter 6090/6098 - loss 0.32353385
2018-12-17 22:57:56,517 ----------------------------------------------------------------------------------------------------
2018-12-17 22:57:56,517 EPOCH 95 done: loss 0.3236 - lr 0.0500 - bad epochs 0
2018-12-17 22:58:32,467 TEST : loss 0.25474688 - f-score 0.9230 - acc 0.9230
2018-12-17 22:58:32,472 ----------------------------------------------------------------------------------------------------
2018-12-17 22:58:32,849 epoch 96 - iter 0/6098 - loss 0.20640486
2018-12-17 22:58:50,237 epoch 96 - iter 609/6098 - loss 0.32221470
2018-12-17 22:59:07,903 epoch 96 - iter 1218/6098 - loss 0.32145543
2018-12-17 22:59:25,455 epoch 96 - iter 1827/6098 - loss 0.32162286
2018-12-17 22:59:42,809 epoch 96 - iter 2436/6098 - loss 0.32112985
2018-12-17 23:00:00,557 epoch 96 - iter 3045/6098 - loss 0.32264468
2018-12-17 23:00:18,088 epoch 96 - iter 3654/6098 - loss 0.32215920
2018-12-17 23:00:35,274 epoch 96 - iter 4263/6098 - loss 0.32263322
2018-12-17 23:00:52,574 epoch 96 - iter 4872/6098 - loss 0.32295235
2018-12-17 23:01:09,814 epoch 96 - iter 5481/6098 - loss 0.32304274
2018-12-17 23:01:27,393 epoch 96 - iter 6090/6098 - loss 0.32225146
2018-12-17 23:01:28,317 ----------------------------------------------------------------------------------------------------
2018-12-17 23:01:28,318 EPOCH 96 done: loss 0.3222 - lr 0.0500 - bad epochs 0
2018-12-17 23:02:00,943 TEST : loss 0.25182027 - f-score 0.9238 - acc 0.9238
2018-12-17 23:02:00,948 ----------------------------------------------------------------------------------------------------
2018-12-17 23:02:01,308 epoch 97 - iter 0/6098 - loss 0.43456095
2018-12-17 23:02:18,923 epoch 97 - iter 609/6098 - loss 0.32501718
2018-12-17 23:02:36,550 epoch 97 - iter 1218/6098 - loss 0.32381393
2018-12-17 23:02:53,796 epoch 97 - iter 1827/6098 - loss 0.32278488
2018-12-17 23:03:11,255 epoch 97 - iter 2436/6098 - loss 0.32268655
2018-12-17 23:03:28,782 epoch 97 - iter 3045/6098 - loss 0.32161582
2018-12-17 23:03:46,250 epoch 97 - iter 3654/6098 - loss 0.32156777
2018-12-17 23:04:03,523 epoch 97 - iter 4263/6098 - loss 0.32041100
2018-12-17 23:04:20,750 epoch 97 - iter 4872/6098 - loss 0.32061057
2018-12-17 23:04:38,383 epoch 97 - iter 5481/6098 - loss 0.32159388
2018-12-17 23:04:55,941 epoch 97 - iter 6090/6098 - loss 0.32154998
2018-12-17 23:04:56,827 ----------------------------------------------------------------------------------------------------
2018-12-17 23:04:56,827 EPOCH 97 done: loss 0.3216 - lr 0.0500 - bad epochs 0
2018-12-17 23:05:29,538 TEST : loss 0.25219837 - f-score 0.9235 - acc 0.9235
2018-12-17 23:05:29,543 ----------------------------------------------------------------------------------------------------
2018-12-17 23:05:29,846 epoch 98 - iter 0/6098 - loss 0.31018174
2018-12-17 23:05:47,273 epoch 98 - iter 609/6098 - loss 0.31714236
2018-12-17 23:06:04,660 epoch 98 - iter 1218/6098 - loss 0.32098851
2018-12-17 23:06:22,166 epoch 98 - iter 1827/6098 - loss 0.32033842
2018-12-17 23:06:39,454 epoch 98 - iter 2436/6098 - loss 0.31957052
2018-12-17 23:06:56,622 epoch 98 - iter 3045/6098 - loss 0.31911534
2018-12-17 23:07:13,900 epoch 98 - iter 3654/6098 - loss 0.32032931
2018-12-17 23:07:31,351 epoch 98 - iter 4263/6098 - loss 0.32063485
2018-12-17 23:07:49,112 epoch 98 - iter 4872/6098 - loss 0.32136128
2018-12-17 23:08:06,720 epoch 98 - iter 5481/6098 - loss 0.32139202
2018-12-17 23:08:24,049 epoch 98 - iter 6090/6098 - loss 0.32160742
2018-12-17 23:08:24,981 ----------------------------------------------------------------------------------------------------
2018-12-17 23:08:24,981 EPOCH 98 done: loss 0.3216 - lr 0.0500 - bad epochs 0
2018-12-17 23:09:01,426 TEST : loss 0.25150293 - f-score 0.9240 - acc 0.9240
2018-12-17 23:09:01,431 ----------------------------------------------------------------------------------------------------
2018-12-17 23:09:01,757 epoch 99 - iter 0/6098 - loss 0.48059595
2018-12-17 23:09:19,370 epoch 99 - iter 609/6098 - loss 0.32219798
2018-12-17 23:09:36,653 epoch 99 - iter 1218/6098 - loss 0.32074265
2018-12-17 23:09:54,215 epoch 99 - iter 1827/6098 - loss 0.32162493
2018-12-17 23:10:11,558 epoch 99 - iter 2436/6098 - loss 0.32118689
2018-12-17 23:10:30,214 epoch 99 - iter 3045/6098 - loss 0.32105947
2018-12-17 23:10:47,626 epoch 99 - iter 3654/6098 - loss 0.32014552
2018-12-17 23:11:04,986 epoch 99 - iter 4263/6098 - loss 0.32022422
2018-12-17 23:11:22,376 epoch 99 - iter 4872/6098 - loss 0.32053476
2018-12-17 23:11:39,706 epoch 99 - iter 5481/6098 - loss 0.32115544
2018-12-17 23:11:57,091 epoch 99 - iter 6090/6098 - loss 0.32153952
2018-12-17 23:11:58,019 ----------------------------------------------------------------------------------------------------
2018-12-17 23:11:58,019 EPOCH 99 done: loss 0.3215 - lr 0.0500 - bad epochs 1
2018-12-17 23:12:30,738 TEST : loss 0.25267538 - f-score 0.9236 - acc 0.9236
2018-12-17 23:12:30,743 ----------------------------------------------------------------------------------------------------
2018-12-17 23:12:30,996 epoch 100 - iter 0/6098 - loss 0.31389979
2018-12-17 23:12:48,720 epoch 100 - iter 609/6098 - loss 0.31581552
2018-12-17 23:13:06,199 epoch 100 - iter 1218/6098 - loss 0.31818101
2018-12-17 23:13:23,476 epoch 100 - iter 1827/6098 - loss 0.31957398
2018-12-17 23:13:40,782 epoch 100 - iter 2436/6098 - loss 0.32041858
2018-12-17 23:13:57,905 epoch 100 - iter 3045/6098 - loss 0.32046672
2018-12-17 23:14:15,241 epoch 100 - iter 3654/6098 - loss 0.32017955
2018-12-17 23:14:32,457 epoch 100 - iter 4263/6098 - loss 0.31989003
2018-12-17 23:14:50,499 epoch 100 - iter 4872/6098 - loss 0.32009346
2018-12-17 23:15:08,575 epoch 100 - iter 5481/6098 - loss 0.32048158
2018-12-17 23:15:26,412 epoch 100 - iter 6090/6098 - loss 0.32067333
2018-12-17 23:15:27,317 ----------------------------------------------------------------------------------------------------
2018-12-17 23:15:27,317 EPOCH 100 done: loss 0.3207 - lr 0.0500 - bad epochs 0
2018-12-17 23:16:06,413 TEST : loss 0.25164610 - f-score 0.9238 - acc 0.9238
2018-12-17 23:16:06,418 ----------------------------------------------------------------------------------------------------
2018-12-17 23:16:06,739 epoch 101 - iter 0/6098 - loss 0.30029601
2018-12-17 23:16:25,044 epoch 101 - iter 609/6098 - loss 0.32050590
2018-12-17 23:16:42,986 epoch 101 - iter 1218/6098 - loss 0.31891890
2018-12-17 23:17:00,655 epoch 101 - iter 1827/6098 - loss 0.31908321
2018-12-17 23:17:18,367 epoch 101 - iter 2436/6098 - loss 0.31856771
2018-12-17 23:17:36,449 epoch 101 - iter 3045/6098 - loss 0.31930418
2018-12-17 23:17:54,388 epoch 101 - iter 3654/6098 - loss 0.32083854
2018-12-17 23:18:11,650 epoch 101 - iter 4263/6098 - loss 0.32117715
2018-12-17 23:18:29,125 epoch 101 - iter 4872/6098 - loss 0.32076317
2018-12-17 23:18:46,963 epoch 101 - iter 5481/6098 - loss 0.32050499
2018-12-17 23:19:04,428 epoch 101 - iter 6090/6098 - loss 0.32058617
2018-12-17 23:19:05,298 ----------------------------------------------------------------------------------------------------
2018-12-17 23:19:05,298 EPOCH 101 done: loss 0.3207 - lr 0.0500 - bad epochs 0
2018-12-17 23:19:38,069 TEST : loss 0.24960557 - f-score 0.9246 - acc 0.9246
2018-12-17 23:19:38,075 ----------------------------------------------------------------------------------------------------
2018-12-17 23:19:38,323 epoch 102 - iter 0/6098 - loss 0.32304075
2018-12-17 23:19:55,981 epoch 102 - iter 609/6098 - loss 0.31689997
2018-12-17 23:20:13,506 epoch 102 - iter 1218/6098 - loss 0.31692723
2018-12-17 23:20:30,846 epoch 102 - iter 1827/6098 - loss 0.31885669
2018-12-17 23:20:48,260 epoch 102 - iter 2436/6098 - loss 0.31816154
2018-12-17 23:21:05,759 epoch 102 - iter 3045/6098 - loss 0.31891358
2018-12-17 23:21:23,074 epoch 102 - iter 3654/6098 - loss 0.31941077
2018-12-17 23:21:40,378 epoch 102 - iter 4263/6098 - loss 0.31954356
2018-12-17 23:21:57,784 epoch 102 - iter 4872/6098 - loss 0.31955975
2018-12-17 23:22:15,082 epoch 102 - iter 5481/6098 - loss 0.31967758
2018-12-17 23:22:32,520 epoch 102 - iter 6090/6098 - loss 0.31986729
2018-12-17 23:22:33,402 ----------------------------------------------------------------------------------------------------
2018-12-17 23:22:33,402 EPOCH 102 done: loss 0.3198 - lr 0.0500 - bad epochs 1
2018-12-17 23:23:06,031 TEST : loss 0.25195476 - f-score 0.9242 - acc 0.9242
2018-12-17 23:23:06,035 ----------------------------------------------------------------------------------------------------
2018-12-17 23:23:06,326 epoch 103 - iter 0/6098 - loss 0.39876616
2018-12-17 23:23:23,846 epoch 103 - iter 609/6098 - loss 0.31590325
2018-12-17 23:23:41,235 epoch 103 - iter 1218/6098 - loss 0.31840542
2018-12-17 23:23:58,443 epoch 103 - iter 1827/6098 - loss 0.31681621
2018-12-17 23:24:16,210 epoch 103 - iter 2436/6098 - loss 0.31645830
2018-12-17 23:24:33,662 epoch 103 - iter 3045/6098 - loss 0.31686706
2018-12-17 23:24:50,869 epoch 103 - iter 3654/6098 - loss 0.31801339
2018-12-17 23:25:08,202 epoch 103 - iter 4263/6098 - loss 0.31872814
2018-12-17 23:25:25,799 epoch 103 - iter 4872/6098 - loss 0.31841231
2018-12-17 23:25:42,949 epoch 103 - iter 5481/6098 - loss 0.31869520
2018-12-17 23:26:00,224 epoch 103 - iter 6090/6098 - loss 0.31913333
2018-12-17 23:26:01,100 ----------------------------------------------------------------------------------------------------
2018-12-17 23:26:01,100 EPOCH 103 done: loss 0.3191 - lr 0.0500 - bad epochs 0
2018-12-17 23:26:33,849 TEST : loss 0.25179917 - f-score 0.9239 - acc 0.9239
2018-12-17 23:26:33,855 ----------------------------------------------------------------------------------------------------
2018-12-17 23:26:34,067 epoch 104 - iter 0/6098 - loss 0.33764032
2018-12-17 23:26:51,668 epoch 104 - iter 609/6098 - loss 0.31188892
2018-12-17 23:27:09,149 epoch 104 - iter 1218/6098 - loss 0.31558395
2018-12-17 23:27:26,482 epoch 104 - iter 1827/6098 - loss 0.31678045
2018-12-17 23:27:43,431 epoch 104 - iter 2436/6098 - loss 0.31783978
2018-12-17 23:28:01,025 epoch 104 - iter 3045/6098 - loss 0.31743404
2018-12-17 23:28:18,186 epoch 104 - iter 3654/6098 - loss 0.31766356
2018-12-17 23:28:35,564 epoch 104 - iter 4263/6098 - loss 0.31730373
2018-12-17 23:28:53,208 epoch 104 - iter 4872/6098 - loss 0.31744331
2018-12-17 23:29:10,710 epoch 104 - iter 5481/6098 - loss 0.31755400
2018-12-17 23:29:28,075 epoch 104 - iter 6090/6098 - loss 0.31740733
2018-12-17 23:29:28,986 ----------------------------------------------------------------------------------------------------
2018-12-17 23:29:28,987 EPOCH 104 done: loss 0.3175 - lr 0.0500 - bad epochs 0
2018-12-17 23:30:01,704 TEST : loss 0.25258398 - f-score 0.9241 - acc 0.9241
2018-12-17 23:30:01,709 ----------------------------------------------------------------------------------------------------
2018-12-17 23:30:02,013 epoch 105 - iter 0/6098 - loss 0.39803037
2018-12-17 23:30:19,679 epoch 105 - iter 609/6098 - loss 0.31942815
2018-12-17 23:30:37,037 epoch 105 - iter 1218/6098 - loss 0.31807114
2018-12-17 23:30:54,332 epoch 105 - iter 1827/6098 - loss 0.31822348
2018-12-17 23:31:11,932 epoch 105 - iter 2436/6098 - loss 0.32001741
2018-12-17 23:31:29,415 epoch 105 - iter 3045/6098 - loss 0.31946947
2018-12-17 23:31:46,626 epoch 105 - iter 3654/6098 - loss 0.31883309
2018-12-17 23:32:03,952 epoch 105 - iter 4263/6098 - loss 0.31933253
2018-12-17 23:32:21,356 epoch 105 - iter 4872/6098 - loss 0.31898132
2018-12-17 23:32:38,681 epoch 105 - iter 5481/6098 - loss 0.31923334
2018-12-17 23:32:56,022 epoch 105 - iter 6090/6098 - loss 0.31912104
2018-12-17 23:32:56,891 ----------------------------------------------------------------------------------------------------
2018-12-17 23:32:56,891 EPOCH 105 done: loss 0.3191 - lr 0.0500 - bad epochs 0
2018-12-17 23:33:29,623 TEST : loss 0.25031269 - f-score 0.9243 - acc 0.9243
2018-12-17 23:33:29,628 ----------------------------------------------------------------------------------------------------
2018-12-17 23:33:29,934 epoch 106 - iter 0/6098 - loss 0.28480351
2018-12-17 23:33:47,482 epoch 106 - iter 609/6098 - loss 0.30908034
2018-12-17 23:34:05,194 epoch 106 - iter 1218/6098 - loss 0.31418034
2018-12-17 23:34:22,584 epoch 106 - iter 1827/6098 - loss 0.31521566
2018-12-17 23:34:39,944 epoch 106 - iter 2436/6098 - loss 0.31566104
2018-12-17 23:34:57,226 epoch 106 - iter 3045/6098 - loss 0.31702864
2018-12-17 23:35:14,669 epoch 106 - iter 3654/6098 - loss 0.31656749
2018-12-17 23:35:32,020 epoch 106 - iter 4263/6098 - loss 0.31682791
2018-12-17 23:35:49,429 epoch 106 - iter 4872/6098 - loss 0.31703480
2018-12-17 23:36:06,841 epoch 106 - iter 5481/6098 - loss 0.31699263
2018-12-17 23:36:24,403 epoch 106 - iter 6090/6098 - loss 0.31771152
2018-12-17 23:36:25,256 ----------------------------------------------------------------------------------------------------
2018-12-17 23:36:25,257 EPOCH 106 done: loss 0.3177 - lr 0.0500 - bad epochs 1
2018-12-17 23:36:57,920 TEST : loss 0.25047264 - f-score 0.9241 - acc 0.9241
2018-12-17 23:36:57,925 ----------------------------------------------------------------------------------------------------
2018-12-17 23:36:58,291 epoch 107 - iter 0/6098 - loss 0.37144393
2018-12-17 23:37:15,924 epoch 107 - iter 609/6098 - loss 0.31916464
2018-12-17 23:37:33,537 epoch 107 - iter 1218/6098 - loss 0.31860502
2018-12-17 23:37:51,182 epoch 107 - iter 1827/6098 - loss 0.31865623
2018-12-17 23:38:08,490 epoch 107 - iter 2436/6098 - loss 0.31744759
2018-12-17 23:38:26,109 epoch 107 - iter 3045/6098 - loss 0.31858492
2018-12-17 23:38:43,448 epoch 107 - iter 3654/6098 - loss 0.31834779
2018-12-17 23:39:00,550 epoch 107 - iter 4263/6098 - loss 0.31803827
2018-12-17 23:39:17,733 epoch 107 - iter 4872/6098 - loss 0.31788326
2018-12-17 23:39:35,149 epoch 107 - iter 5481/6098 - loss 0.31752695
2018-12-17 23:39:52,819 epoch 107 - iter 6090/6098 - loss 0.31719367
2018-12-17 23:39:53,806 ----------------------------------------------------------------------------------------------------
2018-12-17 23:39:53,806 EPOCH 107 done: loss 0.3172 - lr 0.0500 - bad epochs 2
2018-12-17 23:40:26,520 TEST : loss 0.25240648 - f-score 0.9239 - acc 0.9239
2018-12-17 23:40:26,525 ----------------------------------------------------------------------------------------------------
2018-12-17 23:40:26,901 epoch 108 - iter 0/6098 - loss 0.74161190
2018-12-17 23:40:44,379 epoch 108 - iter 609/6098 - loss 0.31284912
2018-12-17 23:41:01,759 epoch 108 - iter 1218/6098 - loss 0.31612086
2018-12-17 23:41:19,049 epoch 108 - iter 1827/6098 - loss 0.31681313
2018-12-17 23:41:36,592 epoch 108 - iter 2436/6098 - loss 0.31675720
2018-12-17 23:41:54,080 epoch 108 - iter 3045/6098 - loss 0.31680077
2018-12-17 23:42:11,498 epoch 108 - iter 3654/6098 - loss 0.31654622
2018-12-17 23:42:28,806 epoch 108 - iter 4263/6098 - loss 0.31630164
2018-12-17 23:42:46,230 epoch 108 - iter 4872/6098 - loss 0.31568740
2018-12-17 23:43:03,569 epoch 108 - iter 5481/6098 - loss 0.31571506
2018-12-17 23:43:20,931 epoch 108 - iter 6090/6098 - loss 0.31600826
2018-12-17 23:43:21,886 ----------------------------------------------------------------------------------------------------
2018-12-17 23:43:21,886 EPOCH 108 done: loss 0.3160 - lr 0.0500 - bad epochs 0
2018-12-17 23:43:54,544 TEST : loss 0.25193945 - f-score 0.9240 - acc 0.9240
2018-12-17 23:43:54,549 ----------------------------------------------------------------------------------------------------
2018-12-17 23:43:54,919 epoch 109 - iter 0/6098 - loss 0.25723577
2018-12-17 23:44:12,454 epoch 109 - iter 609/6098 - loss 0.31608064
2018-12-17 23:44:29,920 epoch 109 - iter 1218/6098 - loss 0.31832151
2018-12-17 23:44:47,358 epoch 109 - iter 1827/6098 - loss 0.31565120
2018-12-17 23:45:04,905 epoch 109 - iter 2436/6098 - loss 0.31575432
2018-12-17 23:45:22,565 epoch 109 - iter 3045/6098 - loss 0.31558524
2018-12-17 23:45:40,118 epoch 109 - iter 3654/6098 - loss 0.31621443
2018-12-17 23:45:57,904 epoch 109 - iter 4263/6098 - loss 0.31594983
2018-12-17 23:46:15,569 epoch 109 - iter 4872/6098 - loss 0.31580734
2018-12-17 23:46:33,147 epoch 109 - iter 5481/6098 - loss 0.31617420
2018-12-17 23:46:50,860 epoch 109 - iter 6090/6098 - loss 0.31666218
2018-12-17 23:46:51,677 ----------------------------------------------------------------------------------------------------
2018-12-17 23:46:51,678 EPOCH 109 done: loss 0.3166 - lr 0.0500 - bad epochs 0
2018-12-17 23:47:24,457 TEST : loss 0.24960776 - f-score 0.9244 - acc 0.9244
2018-12-17 23:47:24,461 ----------------------------------------------------------------------------------------------------
2018-12-17 23:47:24,836 epoch 110 - iter 0/6098 - loss 0.28227445
2018-12-17 23:47:42,634 epoch 110 - iter 609/6098 - loss 0.30839802
2018-12-17 23:48:00,368 epoch 110 - iter 1218/6098 - loss 0.31286164
2018-12-17 23:48:18,160 epoch 110 - iter 1827/6098 - loss 0.31276402
2018-12-17 23:48:35,847 epoch 110 - iter 2436/6098 - loss 0.31293352
2018-12-17 23:48:53,399 epoch 110 - iter 3045/6098 - loss 0.31363824
2018-12-17 23:49:10,983 epoch 110 - iter 3654/6098 - loss 0.31403820
2018-12-17 23:49:28,434 epoch 110 - iter 4263/6098 - loss 0.31450486
2018-12-17 23:49:45,837 epoch 110 - iter 4872/6098 - loss 0.31432425
2018-12-17 23:50:03,259 epoch 110 - iter 5481/6098 - loss 0.31491152
2018-12-17 23:50:20,825 epoch 110 - iter 6090/6098 - loss 0.31513967
2018-12-17 23:50:21,735 ----------------------------------------------------------------------------------------------------
2018-12-17 23:50:21,735 EPOCH 110 done: loss 0.3152 - lr 0.0500 - bad epochs 1
2018-12-17 23:50:54,395 TEST : loss 0.25160635 - f-score 0.9243 - acc 0.9243
2018-12-17 23:50:54,400 ----------------------------------------------------------------------------------------------------
2018-12-17 23:50:54,777 epoch 111 - iter 0/6098 - loss 0.31600612
2018-12-17 23:51:12,314 epoch 111 - iter 609/6098 - loss 0.31024338
2018-12-17 23:51:29,922 epoch 111 - iter 1218/6098 - loss 0.31126553
2018-12-17 23:51:47,203 epoch 111 - iter 1827/6098 - loss 0.31369688
2018-12-17 23:52:04,408 epoch 111 - iter 2436/6098 - loss 0.31404898
2018-12-17 23:52:21,816 epoch 111 - iter 3045/6098 - loss 0.31516654
2018-12-17 23:52:39,375 epoch 111 - iter 3654/6098 - loss 0.31389036
2018-12-17 23:52:57,061 epoch 111 - iter 4263/6098 - loss 0.31473818
2018-12-17 23:53:14,598 epoch 111 - iter 4872/6098 - loss 0.31477340
2018-12-17 23:53:32,083 epoch 111 - iter 5481/6098 - loss 0.31505819
2018-12-17 23:53:49,277 epoch 111 - iter 6090/6098 - loss 0.31564200
2018-12-17 23:53:50,142 ----------------------------------------------------------------------------------------------------
2018-12-17 23:53:50,142 EPOCH 111 done: loss 0.3157 - lr 0.0500 - bad epochs 0
2018-12-17 23:54:22,840 TEST : loss 0.25141546 - f-score 0.9240 - acc 0.9240
2018-12-17 23:54:22,845 ----------------------------------------------------------------------------------------------------
2018-12-17 23:54:23,157 epoch 112 - iter 0/6098 - loss 0.26907697
2018-12-17 23:54:40,941 epoch 112 - iter 609/6098 - loss 0.31110779
2018-12-17 23:54:58,439 epoch 112 - iter 1218/6098 - loss 0.31274373
2018-12-17 23:55:15,853 epoch 112 - iter 1827/6098 - loss 0.31417342
2018-12-17 23:55:33,318 epoch 112 - iter 2436/6098 - loss 0.31404680
2018-12-17 23:55:50,785 epoch 112 - iter 3045/6098 - loss 0.31488159
2018-12-17 23:56:08,152 epoch 112 - iter 3654/6098 - loss 0.31535977
2018-12-17 23:56:25,326 epoch 112 - iter 4263/6098 - loss 0.31499062
2018-12-17 23:56:42,861 epoch 112 - iter 4872/6098 - loss 0.31520043
2018-12-17 23:57:00,161 epoch 112 - iter 5481/6098 - loss 0.31602861
2018-12-17 23:57:17,380 epoch 112 - iter 6090/6098 - loss 0.31618681
2018-12-17 23:57:18,258 ----------------------------------------------------------------------------------------------------
2018-12-17 23:57:18,258 EPOCH 112 done: loss 0.3162 - lr 0.0500 - bad epochs 1
2018-12-17 23:57:54,721 TEST : loss 0.25026149 - f-score 0.9246 - acc 0.9246
2018-12-17 23:57:54,726 ----------------------------------------------------------------------------------------------------
2018-12-17 23:57:55,066 epoch 113 - iter 0/6098 - loss 0.31032580
2018-12-17 23:58:12,554 epoch 113 - iter 609/6098 - loss 0.31049527
2018-12-17 23:58:30,179 epoch 113 - iter 1218/6098 - loss 0.31415860
2018-12-17 23:58:47,533 epoch 113 - iter 1827/6098 - loss 0.31432402
2018-12-17 23:59:04,993 epoch 113 - iter 2436/6098 - loss 0.31530947
2018-12-17 23:59:22,273 epoch 113 - iter 3045/6098 - loss 0.31458648
2018-12-17 23:59:39,651 epoch 113 - iter 3654/6098 - loss 0.31436261
2018-12-17 23:59:56,864 epoch 113 - iter 4263/6098 - loss 0.31460642
2018-12-18 00:00:14,328 epoch 113 - iter 4872/6098 - loss 0.31504155
2018-12-18 00:00:32,062 epoch 113 - iter 5481/6098 - loss 0.31480956
2018-12-18 00:00:49,484 epoch 113 - iter 6090/6098 - loss 0.31583578
2018-12-18 00:00:50,463 ----------------------------------------------------------------------------------------------------
2018-12-18 00:00:50,463 EPOCH 113 done: loss 0.3159 - lr 0.0500 - bad epochs 2
2018-12-18 00:01:23,210 TEST : loss 0.25076538 - f-score 0.9250 - acc 0.9250
2018-12-18 00:01:23,217 ----------------------------------------------------------------------------------------------------
2018-12-18 00:01:23,477 epoch 114 - iter 0/6098 - loss 0.22844474
2018-12-18 00:01:41,028 epoch 114 - iter 609/6098 - loss 0.31415592
2018-12-18 00:01:58,481 epoch 114 - iter 1218/6098 - loss 0.31364722
2018-12-18 00:02:16,038 epoch 114 - iter 1827/6098 - loss 0.31296373
2018-12-18 00:02:33,561 epoch 114 - iter 2436/6098 - loss 0.31356730
2018-12-18 00:02:51,799 epoch 114 - iter 3045/6098 - loss 0.31465305
2018-12-18 00:03:09,326 epoch 114 - iter 3654/6098 - loss 0.31453341
2018-12-18 00:03:27,040 epoch 114 - iter 4263/6098 - loss 0.31482267
2018-12-18 00:03:44,401 epoch 114 - iter 4872/6098 - loss 0.31484510
2018-12-18 00:04:01,752 epoch 114 - iter 5481/6098 - loss 0.31471468
2018-12-18 00:04:19,221 epoch 114 - iter 6090/6098 - loss 0.31524735
2018-12-18 00:04:21,101 ----------------------------------------------------------------------------------------------------
2018-12-18 00:04:21,102 EPOCH 114 done: loss 0.3152 - lr 0.0500 - bad epochs 3
2018-12-18 00:05:18,476 TEST : loss 0.24988891 - f-score 0.9246 - acc 0.9246
2018-12-18 00:05:18,482 ----------------------------------------------------------------------------------------------------
2018-12-18 00:05:18,783 epoch 115 - iter 0/6098 - loss 0.43825510
2018-12-18 00:05:35,630 epoch 115 - iter 609/6098 - loss 0.31129748
2018-12-18 00:05:52,727 epoch 115 - iter 1218/6098 - loss 0.30665247
2018-12-18 00:06:10,614 epoch 115 - iter 1827/6098 - loss 0.30569744
2018-12-18 00:06:28,266 epoch 115 - iter 2436/6098 - loss 0.30697848
2018-12-18 00:06:45,967 epoch 115 - iter 3045/6098 - loss 0.30634958
2018-12-18 00:07:03,438 epoch 115 - iter 3654/6098 - loss 0.30578601
2018-12-18 00:07:20,905 epoch 115 - iter 4263/6098 - loss 0.30567050
2018-12-18 00:07:38,307 epoch 115 - iter 4872/6098 - loss 0.30607467
2018-12-18 00:07:55,979 epoch 115 - iter 5481/6098 - loss 0.30641464
2018-12-18 00:08:13,737 epoch 115 - iter 6090/6098 - loss 0.30640450
2018-12-18 00:08:14,721 ----------------------------------------------------------------------------------------------------
2018-12-18 00:08:14,722 EPOCH 115 done: loss 0.3064 - lr 0.0250 - bad epochs 0
2018-12-18 00:08:47,469 TEST : loss 0.24582577 - f-score 0.9260 - acc 0.9260
2018-12-18 00:08:47,474 ----------------------------------------------------------------------------------------------------
2018-12-18 00:08:47,850 epoch 116 - iter 0/6098 - loss 0.22953674
2018-12-18 00:09:05,752 epoch 116 - iter 609/6098 - loss 0.30639108
2018-12-18 00:09:23,277 epoch 116 - iter 1218/6098 - loss 0.30651001
2018-12-18 00:09:41,222 epoch 116 - iter 1827/6098 - loss 0.30497698
2018-12-18 00:09:58,902 epoch 116 - iter 2436/6098 - loss 0.30479558
2018-12-18 00:10:16,620 epoch 116 - iter 3045/6098 - loss 0.30401922
2018-12-18 00:10:34,180 epoch 116 - iter 3654/6098 - loss 0.30456010
2018-12-18 00:10:51,824 epoch 116 - iter 4263/6098 - loss 0.30459565
2018-12-18 00:11:09,029 epoch 116 - iter 4872/6098 - loss 0.30440085
2018-12-18 00:11:26,631 epoch 116 - iter 5481/6098 - loss 0.30412696
2018-12-18 00:11:44,138 epoch 116 - iter 6090/6098 - loss 0.30370975
2018-12-18 00:11:45,105 ----------------------------------------------------------------------------------------------------
2018-12-18 00:11:45,105 EPOCH 116 done: loss 0.3038 - lr 0.0250 - bad epochs 0
2018-12-18 00:12:17,744 TEST : loss 0.24497454 - f-score 0.9264 - acc 0.9264
2018-12-18 00:12:17,749 ----------------------------------------------------------------------------------------------------
2018-12-18 00:12:18,121 epoch 117 - iter 0/6098 - loss 0.35461631
2018-12-18 00:12:35,783 epoch 117 - iter 609/6098 - loss 0.30232789
2018-12-18 00:12:53,206 epoch 117 - iter 1218/6098 - loss 0.30219755
2018-12-18 00:13:10,527 epoch 117 - iter 1827/6098 - loss 0.30260847
2018-12-18 00:13:27,867 epoch 117 - iter 2436/6098 - loss 0.30212650
2018-12-18 00:13:45,405 epoch 117 - iter 3045/6098 - loss 0.30252179
2018-12-18 00:14:03,230 epoch 117 - iter 3654/6098 - loss 0.30270224
2018-12-18 00:14:20,947 epoch 117 - iter 4263/6098 - loss 0.30321216
2018-12-18 00:14:39,534 epoch 117 - iter 4872/6098 - loss 0.30325462
2018-12-18 00:14:58,116 epoch 117 - iter 5481/6098 - loss 0.30315714
2018-12-18 00:15:16,551 epoch 117 - iter 6090/6098 - loss 0.30267816
2018-12-18 00:15:17,639 ----------------------------------------------------------------------------------------------------
2018-12-18 00:15:17,639 EPOCH 117 done: loss 0.3027 - lr 0.0250 - bad epochs 0
2018-12-18 00:15:50,396 TEST : loss 0.24620701 - f-score 0.9262 - acc 0.9262
2018-12-18 00:15:50,401 ----------------------------------------------------------------------------------------------------
2018-12-18 00:15:50,750 epoch 118 - iter 0/6098 - loss 0.46850413
2018-12-18 00:16:08,434 epoch 118 - iter 609/6098 - loss 0.29880479
2018-12-18 00:16:25,863 epoch 118 - iter 1218/6098 - loss 0.29922770
2018-12-18 00:16:43,326 epoch 118 - iter 1827/6098 - loss 0.30111796
2018-12-18 00:17:01,120 epoch 118 - iter 2436/6098 - loss 0.30049553
2018-12-18 00:17:18,962 epoch 118 - iter 3045/6098 - loss 0.30133714
2018-12-18 00:17:36,478 epoch 118 - iter 3654/6098 - loss 0.30152202
2018-12-18 00:17:54,645 epoch 118 - iter 4263/6098 - loss 0.30172193
2018-12-18 00:18:12,451 epoch 118 - iter 4872/6098 - loss 0.30154034
2018-12-18 00:18:30,686 epoch 118 - iter 5481/6098 - loss 0.30165839
2018-12-18 00:18:49,084 epoch 118 - iter 6090/6098 - loss 0.30190079
2018-12-18 00:18:50,195 ----------------------------------------------------------------------------------------------------
2018-12-18 00:18:50,195 EPOCH 118 done: loss 0.3019 - lr 0.0250 - bad epochs 0
2018-12-18 00:19:23,233 TEST : loss 0.24425828 - f-score 0.9262 - acc 0.9262
2018-12-18 00:19:23,237 ----------------------------------------------------------------------------------------------------
2018-12-18 00:19:23,628 epoch 119 - iter 0/6098 - loss 0.22354802
2018-12-18 00:19:41,676 epoch 119 - iter 609/6098 - loss 0.30155331
2018-12-18 00:19:59,593 epoch 119 - iter 1218/6098 - loss 0.29921668
2018-12-18 00:20:17,453 epoch 119 - iter 1827/6098 - loss 0.30093807
2018-12-18 00:20:34,991 epoch 119 - iter 2436/6098 - loss 0.30215152
2018-12-18 00:20:52,841 epoch 119 - iter 3045/6098 - loss 0.30192478
2018-12-18 00:21:10,386 epoch 119 - iter 3654/6098 - loss 0.30097981
2018-12-18 00:21:27,957 epoch 119 - iter 4263/6098 - loss 0.30125973
2018-12-18 00:21:45,606 epoch 119 - iter 4872/6098 - loss 0.30092394
2018-12-18 00:22:02,868 epoch 119 - iter 5481/6098 - loss 0.30114342
2018-12-18 00:22:20,419 epoch 119 - iter 6090/6098 - loss 0.30135188
2018-12-18 00:22:21,430 ----------------------------------------------------------------------------------------------------
2018-12-18 00:22:21,430 EPOCH 119 done: loss 0.3014 - lr 0.0250 - bad epochs 0
2018-12-18 00:22:54,141 TEST : loss 0.24422492 - f-score 0.9265 - acc 0.9265
2018-12-18 00:22:54,146 ----------------------------------------------------------------------------------------------------
2018-12-18 00:22:54,442 epoch 120 - iter 0/6098 - loss 0.21770109
2018-12-18 00:23:11,940 epoch 120 - iter 609/6098 - loss 0.30193100
2018-12-18 00:23:29,539 epoch 120 - iter 1218/6098 - loss 0.29927471
2018-12-18 00:23:46,952 epoch 120 - iter 1827/6098 - loss 0.29864008
2018-12-18 00:24:04,556 epoch 120 - iter 2436/6098 - loss 0.29943641
2018-12-18 00:24:21,963 epoch 120 - iter 3045/6098 - loss 0.29928852
2018-12-18 00:24:39,312 epoch 120 - iter 3654/6098 - loss 0.29942378
2018-12-18 00:24:56,746 epoch 120 - iter 4263/6098 - loss 0.29899869
2018-12-18 00:25:14,293 epoch 120 - iter 4872/6098 - loss 0.29932796
2018-12-18 00:25:31,702 epoch 120 - iter 5481/6098 - loss 0.30017995
2018-12-18 00:25:48,981 epoch 120 - iter 6090/6098 - loss 0.30061820
2018-12-18 00:25:49,874 ----------------------------------------------------------------------------------------------------
2018-12-18 00:25:49,874 EPOCH 120 done: loss 0.3006 - lr 0.0250 - bad epochs 0
2018-12-18 00:26:28,918 TEST : loss 0.24382383 - f-score 0.9267 - acc 0.9267
2018-12-18 00:26:28,923 ----------------------------------------------------------------------------------------------------
2018-12-18 00:26:29,278 epoch 121 - iter 0/6098 - loss 0.33085862
2018-12-18 00:26:47,214 epoch 121 - iter 609/6098 - loss 0.29515598
2018-12-18 00:27:04,791 epoch 121 - iter 1218/6098 - loss 0.29525615
2018-12-18 00:27:22,593 epoch 121 - iter 1827/6098 - loss 0.29634062
2018-12-18 00:27:40,164 epoch 121 - iter 2436/6098 - loss 0.29693029
2018-12-18 00:27:57,570 epoch 121 - iter 3045/6098 - loss 0.29748656
2018-12-18 00:28:15,041 epoch 121 - iter 3654/6098 - loss 0.29864394
2018-12-18 00:28:32,478 epoch 121 - iter 4263/6098 - loss 0.29901760
2018-12-18 00:28:49,998 epoch 121 - iter 4872/6098 - loss 0.30039752
2018-12-18 00:29:07,396 epoch 121 - iter 5481/6098 - loss 0.30071910
2018-12-18 00:29:24,751 epoch 121 - iter 6090/6098 - loss 0.30062407
2018-12-18 00:29:25,644 ----------------------------------------------------------------------------------------------------
2018-12-18 00:29:25,644 EPOCH 121 done: loss 0.3007 - lr 0.0250 - bad epochs 0
2018-12-18 00:30:04,779 TEST : loss 0.24477538 - f-score 0.9267 - acc 0.9267
2018-12-18 00:30:04,784 ----------------------------------------------------------------------------------------------------
2018-12-18 00:30:05,137 epoch 122 - iter 0/6098 - loss 0.23778668
2018-12-18 00:30:22,938 epoch 122 - iter 609/6098 - loss 0.29734101
2018-12-18 00:30:40,468 epoch 122 - iter 1218/6098 - loss 0.29920445
2018-12-18 00:30:57,937 epoch 122 - iter 1827/6098 - loss 0.29838193
2018-12-18 00:31:15,308 epoch 122 - iter 2436/6098 - loss 0.29808514
2018-12-18 00:31:32,749 epoch 122 - iter 3045/6098 - loss 0.29802080
2018-12-18 00:31:50,230 epoch 122 - iter 3654/6098 - loss 0.29826653
2018-12-18 00:32:07,840 epoch 122 - iter 4263/6098 - loss 0.29821390
2018-12-18 00:32:25,520 epoch 122 - iter 4872/6098 - loss 0.29952890
2018-12-18 00:32:42,921 epoch 122 - iter 5481/6098 - loss 0.29992345
2018-12-18 00:33:00,436 epoch 122 - iter 6090/6098 - loss 0.29975273
2018-12-18 00:33:01,394 ----------------------------------------------------------------------------------------------------
2018-12-18 00:33:01,394 EPOCH 122 done: loss 0.2998 - lr 0.0250 - bad epochs 1
2018-12-18 00:33:34,005 TEST : loss 0.24307433 - f-score 0.9268 - acc 0.9268
2018-12-18 00:33:34,011 ----------------------------------------------------------------------------------------------------
2018-12-18 00:33:34,351 epoch 123 - iter 0/6098 - loss 0.29041359
2018-12-18 00:33:52,082 epoch 123 - iter 609/6098 - loss 0.29746057
2018-12-18 00:34:09,774 epoch 123 - iter 1218/6098 - loss 0.29935570
2018-12-18 00:34:27,143 epoch 123 - iter 1827/6098 - loss 0.29825949
2018-12-18 00:34:44,613 epoch 123 - iter 2436/6098 - loss 0.29794809
2018-12-18 00:35:02,127 epoch 123 - iter 3045/6098 - loss 0.29723231
2018-12-18 00:35:19,659 epoch 123 - iter 3654/6098 - loss 0.29798813
2018-12-18 00:35:36,879 epoch 123 - iter 4263/6098 - loss 0.29838974
2018-12-18 00:35:54,494 epoch 123 - iter 4872/6098 - loss 0.29785896
2018-12-18 00:36:11,698 epoch 123 - iter 5481/6098 - loss 0.29782476
2018-12-18 00:36:29,173 epoch 123 - iter 6090/6098 - loss 0.29850577
2018-12-18 00:36:30,151 ----------------------------------------------------------------------------------------------------
2018-12-18 00:36:30,152 EPOCH 123 done: loss 0.2985 - lr 0.0250 - bad epochs 0
2018-12-18 00:37:02,859 TEST : loss 0.24340984 - f-score 0.9269 - acc 0.9269
2018-12-18 00:37:02,863 ----------------------------------------------------------------------------------------------------
2018-12-18 00:37:03,100 epoch 124 - iter 0/6098 - loss 0.58856952
2018-12-18 00:37:20,894 epoch 124 - iter 609/6098 - loss 0.29613871
2018-12-18 00:37:38,235 epoch 124 - iter 1218/6098 - loss 0.29342001
2018-12-18 00:37:55,576 epoch 124 - iter 1827/6098 - loss 0.29510593
2018-12-18 00:38:13,074 epoch 124 - iter 2436/6098 - loss 0.29518376
2018-12-18 00:38:30,503 epoch 124 - iter 3045/6098 - loss 0.29547726
2018-12-18 00:38:48,004 epoch 124 - iter 3654/6098 - loss 0.29569329
2018-12-18 00:39:05,393 epoch 124 - iter 4263/6098 - loss 0.29627968
2018-12-18 00:39:23,000 epoch 124 - iter 4872/6098 - loss 0.29756744
2018-12-18 00:39:40,314 epoch 124 - iter 5481/6098 - loss 0.29785873
2018-12-18 00:39:57,934 epoch 124 - iter 6090/6098 - loss 0.29820523
2018-12-18 00:39:58,806 ----------------------------------------------------------------------------------------------------
2018-12-18 00:39:58,806 EPOCH 124 done: loss 0.2982 - lr 0.0250 - bad epochs 0
2018-12-18 00:40:31,473 TEST : loss 0.24216856 - f-score 0.9272 - acc 0.9272
2018-12-18 00:40:31,479 ----------------------------------------------------------------------------------------------------
2018-12-18 00:40:31,793 epoch 125 - iter 0/6098 - loss 0.34611732
2018-12-18 00:40:49,544 epoch 125 - iter 609/6098 - loss 0.29641071
2018-12-18 00:41:07,009 epoch 125 - iter 1218/6098 - loss 0.29600125
2018-12-18 00:41:24,187 epoch 125 - iter 1827/6098 - loss 0.29685255
2018-12-18 00:41:41,528 epoch 125 - iter 2436/6098 - loss 0.29649681
2018-12-18 00:41:58,998 epoch 125 - iter 3045/6098 - loss 0.29715327
2018-12-18 00:42:16,506 epoch 125 - iter 3654/6098 - loss 0.29751885
2018-12-18 00:42:33,943 epoch 125 - iter 4263/6098 - loss 0.29800485
2018-12-18 00:42:51,275 epoch 125 - iter 4872/6098 - loss 0.29808147
2018-12-18 00:43:08,924 epoch 125 - iter 5481/6098 - loss 0.29816950
2018-12-18 00:43:26,475 epoch 125 - iter 6090/6098 - loss 0.29817412
2018-12-18 00:43:27,402 ----------------------------------------------------------------------------------------------------
2018-12-18 00:43:27,402 EPOCH 125 done: loss 0.2981 - lr 0.0250 - bad epochs 0
2018-12-18 00:44:00,163 TEST : loss 0.24441503 - f-score 0.9270 - acc 0.9270
2018-12-18 00:44:00,168 ----------------------------------------------------------------------------------------------------
2018-12-18 00:44:00,388 epoch 126 - iter 0/6098 - loss 0.39949870
2018-12-18 00:44:18,090 epoch 126 - iter 609/6098 - loss 0.29768415
2018-12-18 00:44:35,899 epoch 126 - iter 1218/6098 - loss 0.29740832
2018-12-18 00:44:53,297 epoch 126 - iter 1827/6098 - loss 0.29538648
2018-12-18 00:45:10,792 epoch 126 - iter 2436/6098 - loss 0.29499002
2018-12-18 00:45:28,265 epoch 126 - iter 3045/6098 - loss 0.29536058
2018-12-18 00:45:45,668 epoch 126 - iter 3654/6098 - loss 0.29551385
2018-12-18 00:46:02,978 epoch 126 - iter 4263/6098 - loss 0.29464881
2018-12-18 00:46:20,285 epoch 126 - iter 4872/6098 - loss 0.29494187
2018-12-18 00:46:37,802 epoch 126 - iter 5481/6098 - loss 0.29567439
2018-12-18 00:46:55,164 epoch 126 - iter 6090/6098 - loss 0.29595643
2018-12-18 00:46:56,043 ----------------------------------------------------------------------------------------------------
2018-12-18 00:46:56,043 EPOCH 126 done: loss 0.2959 - lr 0.0250 - bad epochs 0
2018-12-18 00:47:28,819 TEST : loss 0.24357370 - f-score 0.9271 - acc 0.9271
2018-12-18 00:47:28,824 ----------------------------------------------------------------------------------------------------
2018-12-18 00:47:29,160 epoch 127 - iter 0/6098 - loss 0.24980558
2018-12-18 00:47:47,122 epoch 127 - iter 609/6098 - loss 0.29287527
2018-12-18 00:48:04,790 epoch 127 - iter 1218/6098 - loss 0.29560399
2018-12-18 00:48:22,614 epoch 127 - iter 1827/6098 - loss 0.29716521
2018-12-18 00:48:40,728 epoch 127 - iter 2436/6098 - loss 0.29642106
2018-12-18 00:48:58,585 epoch 127 - iter 3045/6098 - loss 0.29671388
2018-12-18 00:49:16,326 epoch 127 - iter 3654/6098 - loss 0.29630831
2018-12-18 00:49:33,916 epoch 127 - iter 4263/6098 - loss 0.29615791
2018-12-18 00:49:51,842 epoch 127 - iter 4872/6098 - loss 0.29660659
2018-12-18 00:50:09,676 epoch 127 - iter 5481/6098 - loss 0.29736609
2018-12-18 00:50:27,291 epoch 127 - iter 6090/6098 - loss 0.29699623
2018-12-18 00:50:28,202 ----------------------------------------------------------------------------------------------------
2018-12-18 00:50:28,203 EPOCH 127 done: loss 0.2970 - lr 0.0250 - bad epochs 0
2018-12-18 00:51:01,114 TEST : loss 0.24395745 - f-score 0.9268 - acc 0.9268
2018-12-18 00:51:01,120 ----------------------------------------------------------------------------------------------------
2018-12-18 00:51:01,468 epoch 128 - iter 0/6098 - loss 0.28347051
2018-12-18 00:51:19,309 epoch 128 - iter 609/6098 - loss 0.29659215
2018-12-18 00:51:36,615 epoch 128 - iter 1218/6098 - loss 0.29498790
2018-12-18 00:51:54,319 epoch 128 - iter 1827/6098 - loss 0.29491363
2018-12-18 00:52:11,746 epoch 128 - iter 2436/6098 - loss 0.29632826
2018-12-18 00:52:29,062 epoch 128 - iter 3045/6098 - loss 0.29660550
2018-12-18 00:52:46,242 epoch 128 - iter 3654/6098 - loss 0.29628467
2018-12-18 00:53:03,350 epoch 128 - iter 4263/6098 - loss 0.29686090
2018-12-18 00:53:20,749 epoch 128 - iter 4872/6098 - loss 0.29718393
2018-12-18 00:53:38,067 epoch 128 - iter 5481/6098 - loss 0.29707479
2018-12-18 00:53:55,620 epoch 128 - iter 6090/6098 - loss 0.29712678
2018-12-18 00:53:56,666 ----------------------------------------------------------------------------------------------------
2018-12-18 00:53:56,666 EPOCH 128 done: loss 0.2972 - lr 0.0250 - bad epochs 1
2018-12-18 00:54:29,288 TEST : loss 0.24406777 - f-score 0.9272 - acc 0.9272
2018-12-18 00:54:29,293 ----------------------------------------------------------------------------------------------------
2018-12-18 00:54:29,656 epoch 129 - iter 0/6098 - loss 0.34758410
2018-12-18 00:54:47,290 epoch 129 - iter 609/6098 - loss 0.29461346
2018-12-18 00:55:04,903 epoch 129 - iter 1218/6098 - loss 0.29441563
2018-12-18 00:55:22,295 epoch 129 - iter 1827/6098 - loss 0.29498165
2018-12-18 00:55:39,727 epoch 129 - iter 2436/6098 - loss 0.29618068
2018-12-18 00:55:57,200 epoch 129 - iter 3045/6098 - loss 0.29679975
2018-12-18 00:56:14,543 epoch 129 - iter 3654/6098 - loss 0.29700922
2018-12-18 00:56:32,506 epoch 129 - iter 4263/6098 - loss 0.29717829
2018-12-18 00:56:49,891 epoch 129 - iter 4872/6098 - loss 0.29704734
2018-12-18 00:57:07,352 epoch 129 - iter 5481/6098 - loss 0.29687377
2018-12-18 00:57:24,652 epoch 129 - iter 6090/6098 - loss 0.29696782
2018-12-18 00:57:25,649 ----------------------------------------------------------------------------------------------------
2018-12-18 00:57:25,649 EPOCH 129 done: loss 0.2970 - lr 0.0250 - bad epochs 2
2018-12-18 00:57:58,369 TEST : loss 0.24303631 - f-score 0.9272 - acc 0.9272
2018-12-18 00:57:58,376 ----------------------------------------------------------------------------------------------------
2018-12-18 00:57:58,748 epoch 130 - iter 0/6098 - loss 0.39701396
2018-12-18 00:58:16,189 epoch 130 - iter 609/6098 - loss 0.29407091
2018-12-18 00:58:33,794 epoch 130 - iter 1218/6098 - loss 0.29484050
2018-12-18 00:58:51,489 epoch 130 - iter 1827/6098 - loss 0.29659633
2018-12-18 00:59:09,048 epoch 130 - iter 2436/6098 - loss 0.29664132
2018-12-18 00:59:26,719 epoch 130 - iter 3045/6098 - loss 0.29697889
2018-12-18 00:59:44,107 epoch 130 - iter 3654/6098 - loss 0.29739382
2018-12-18 01:00:01,727 epoch 130 - iter 4263/6098 - loss 0.29820638
2018-12-18 01:00:19,181 epoch 130 - iter 4872/6098 - loss 0.29803498
2018-12-18 01:00:36,402 epoch 130 - iter 5481/6098 - loss 0.29798383
2018-12-18 01:00:54,144 epoch 130 - iter 6090/6098 - loss 0.29798793
2018-12-18 01:00:55,043 ----------------------------------------------------------------------------------------------------
2018-12-18 01:00:55,043 EPOCH 130 done: loss 0.2980 - lr 0.0250 - bad epochs 3
2018-12-18 01:01:27,816 TEST : loss 0.24242127 - f-score 0.9273 - acc 0.9273
2018-12-18 01:01:27,821 ----------------------------------------------------------------------------------------------------
2018-12-18 01:01:28,255 epoch 131 - iter 0/6098 - loss 0.33944425
2018-12-18 01:01:45,731 epoch 131 - iter 609/6098 - loss 0.29224334
2018-12-18 01:02:03,181 epoch 131 - iter 1218/6098 - loss 0.29182736
2018-12-18 01:02:20,552 epoch 131 - iter 1827/6098 - loss 0.29147009
2018-12-18 01:02:37,954 epoch 131 - iter 2436/6098 - loss 0.29199905
2018-12-18 01:02:55,548 epoch 131 - iter 3045/6098 - loss 0.29253155
2018-12-18 01:03:12,793 epoch 131 - iter 3654/6098 - loss 0.29247144
2018-12-18 01:03:30,046 epoch 131 - iter 4263/6098 - loss 0.29258658
2018-12-18 01:03:47,584 epoch 131 - iter 4872/6098 - loss 0.29210842
2018-12-18 01:04:05,171 epoch 131 - iter 5481/6098 - loss 0.29192094
2018-12-18 01:04:22,668 epoch 131 - iter 6090/6098 - loss 0.29205413
2018-12-18 01:04:23,583 ----------------------------------------------------------------------------------------------------
2018-12-18 01:04:23,583 EPOCH 131 done: loss 0.2920 - lr 0.0125 - bad epochs 0
2018-12-18 01:04:56,312 TEST : loss 0.24235331 - f-score 0.9273 - acc 0.9273
2018-12-18 01:04:56,317 ----------------------------------------------------------------------------------------------------
2018-12-18 01:04:56,693 epoch 132 - iter 0/6098 - loss 0.26594561
2018-12-18 01:05:14,502 epoch 132 - iter 609/6098 - loss 0.29252522
2018-12-18 01:05:31,855 epoch 132 - iter 1218/6098 - loss 0.29184912
2018-12-18 01:05:49,098 epoch 132 - iter 1827/6098 - loss 0.29216146
2018-12-18 01:06:06,700 epoch 132 - iter 2436/6098 - loss 0.29211933
2018-12-18 01:06:24,101 epoch 132 - iter 3045/6098 - loss 0.29110484
2018-12-18 01:06:41,422 epoch 132 - iter 3654/6098 - loss 0.29119036
2018-12-18 01:06:58,880 epoch 132 - iter 4263/6098 - loss 0.29167317
2018-12-18 01:07:16,128 epoch 132 - iter 4872/6098 - loss 0.29110934
2018-12-18 01:07:33,735 epoch 132 - iter 5481/6098 - loss 0.29136360
2018-12-18 01:07:51,254 epoch 132 - iter 6090/6098 - loss 0.29138048
2018-12-18 01:07:52,100 ----------------------------------------------------------------------------------------------------
2018-12-18 01:07:52,100 EPOCH 132 done: loss 0.2913 - lr 0.0125 - bad epochs 0
2018-12-18 01:08:31,190 TEST : loss 0.24130684 - f-score 0.9278 - acc 0.9278
2018-12-18 01:08:31,195 ----------------------------------------------------------------------------------------------------
2018-12-18 01:08:31,565 epoch 133 - iter 0/6098 - loss 0.53694528
2018-12-18 01:08:49,248 epoch 133 - iter 609/6098 - loss 0.28750189
2018-12-18 01:09:06,675 epoch 133 - iter 1218/6098 - loss 0.28837873
2018-12-18 01:09:23,845 epoch 133 - iter 1827/6098 - loss 0.28741094
2018-12-18 01:09:41,337 epoch 133 - iter 2436/6098 - loss 0.28865550
2018-12-18 01:09:58,743 epoch 133 - iter 3045/6098 - loss 0.28974227
2018-12-18 01:10:16,245 epoch 133 - iter 3654/6098 - loss 0.29018230
2018-12-18 01:10:33,824 epoch 133 - iter 4263/6098 - loss 0.29009483
2018-12-18 01:10:50,989 epoch 133 - iter 4872/6098 - loss 0.29008270
2018-12-18 01:11:08,459 epoch 133 - iter 5481/6098 - loss 0.29023116
2018-12-18 01:11:25,985 epoch 133 - iter 6090/6098 - loss 0.29006311
2018-12-18 01:11:26,934 ----------------------------------------------------------------------------------------------------
2018-12-18 01:11:26,934 EPOCH 133 done: loss 0.2901 - lr 0.0125 - bad epochs 0
2018-12-18 01:11:59,637 TEST : loss 0.24121310 - f-score 0.9277 - acc 0.9277
2018-12-18 01:11:59,641 ----------------------------------------------------------------------------------------------------
2018-12-18 01:12:00,015 epoch 134 - iter 0/6098 - loss 0.25226846
2018-12-18 01:12:17,687 epoch 134 - iter 609/6098 - loss 0.29261111
2018-12-18 01:12:35,248 epoch 134 - iter 1218/6098 - loss 0.29321317
2018-12-18 01:12:52,359 epoch 134 - iter 1827/6098 - loss 0.29216446
2018-12-18 01:13:09,760 epoch 134 - iter 2436/6098 - loss 0.29141924
2018-12-18 01:13:27,323 epoch 134 - iter 3045/6098 - loss 0.29149817
2018-12-18 01:13:44,763 epoch 134 - iter 3654/6098 - loss 0.29043685
2018-12-18 01:14:02,517 epoch 134 - iter 4263/6098 - loss 0.29082580
2018-12-18 01:14:19,801 epoch 134 - iter 4872/6098 - loss 0.29115545
2018-12-18 01:14:37,074 epoch 134 - iter 5481/6098 - loss 0.29044666
2018-12-18 01:14:54,485 epoch 134 - iter 6090/6098 - loss 0.29006271
2018-12-18 01:14:55,361 ----------------------------------------------------------------------------------------------------
2018-12-18 01:14:55,361 EPOCH 134 done: loss 0.2900 - lr 0.0125 - bad epochs 0
2018-12-18 01:15:27,952 TEST : loss 0.24100257 - f-score 0.9279 - acc 0.9279
2018-12-18 01:15:27,957 ----------------------------------------------------------------------------------------------------
2018-12-18 01:15:28,320 epoch 135 - iter 0/6098 - loss 0.15532678
2018-12-18 01:15:45,671 epoch 135 - iter 609/6098 - loss 0.28995642
2018-12-18 01:16:03,043 epoch 135 - iter 1218/6098 - loss 0.29011178
2018-12-18 01:16:20,355 epoch 135 - iter 1827/6098 - loss 0.28914986
2018-12-18 01:16:37,436 epoch 135 - iter 2436/6098 - loss 0.28824982
2018-12-18 01:16:55,242 epoch 135 - iter 3045/6098 - loss 0.28906763
2018-12-18 01:17:12,915 epoch 135 - iter 3654/6098 - loss 0.28924102
2018-12-18 01:17:30,409 epoch 135 - iter 4263/6098 - loss 0.28865008
2018-12-18 01:17:47,799 epoch 135 - iter 4872/6098 - loss 0.28931242
2018-12-18 01:18:05,303 epoch 135 - iter 5481/6098 - loss 0.28939972
2018-12-18 01:18:22,880 epoch 135 - iter 6090/6098 - loss 0.28949223
2018-12-18 01:18:23,751 ----------------------------------------------------------------------------------------------------
2018-12-18 01:18:23,753 EPOCH 135 done: loss 0.2896 - lr 0.0125 - bad epochs 0
2018-12-18 01:18:56,611 TEST : loss 0.24046767 - f-score 0.9280 - acc 0.9280
2018-12-18 01:18:56,616 ----------------------------------------------------------------------------------------------------
2018-12-18 01:18:56,948 epoch 136 - iter 0/6098 - loss 0.22468956
2018-12-18 01:19:14,862 epoch 136 - iter 609/6098 - loss 0.28680146
2018-12-18 01:19:32,513 epoch 136 - iter 1218/6098 - loss 0.28680052
2018-12-18 01:19:50,222 epoch 136 - iter 1827/6098 - loss 0.28614764
2018-12-18 01:20:08,340 epoch 136 - iter 2436/6098 - loss 0.28743299
2018-12-18 01:20:26,533 epoch 136 - iter 3045/6098 - loss 0.28731002
2018-12-18 01:20:44,441 epoch 136 - iter 3654/6098 - loss 0.28800769
2018-12-18 01:21:02,097 epoch 136 - iter 4263/6098 - loss 0.28845062
2018-12-18 01:21:20,211 epoch 136 - iter 4872/6098 - loss 0.28851406
2018-12-18 01:21:38,127 epoch 136 - iter 5481/6098 - loss 0.28883766
2018-12-18 01:21:55,892 epoch 136 - iter 6090/6098 - loss 0.28899826
2018-12-18 01:21:56,754 ----------------------------------------------------------------------------------------------------
2018-12-18 01:21:56,754 EPOCH 136 done: loss 0.2890 - lr 0.0125 - bad epochs 0
2018-12-18 01:22:29,812 TEST : loss 0.24069361 - f-score 0.9281 - acc 0.9281
2018-12-18 01:22:29,817 ----------------------------------------------------------------------------------------------------
2018-12-18 01:22:30,145 epoch 137 - iter 0/6098 - loss 0.34038505
2018-12-18 01:22:47,946 epoch 137 - iter 609/6098 - loss 0.29054913
2018-12-18 01:23:05,653 epoch 137 - iter 1218/6098 - loss 0.28961816
2018-12-18 01:23:23,321 epoch 137 - iter 1827/6098 - loss 0.28851447
2018-12-18 01:23:40,520 epoch 137 - iter 2436/6098 - loss 0.28912796
2018-12-18 01:23:58,040 epoch 137 - iter 3045/6098 - loss 0.28861553
2018-12-18 01:24:15,391 epoch 137 - iter 3654/6098 - loss 0.28886028
2018-12-18 01:24:33,206 epoch 137 - iter 4263/6098 - loss 0.28846093
2018-12-18 01:24:50,636 epoch 137 - iter 4872/6098 - loss 0.28827777
2018-12-18 01:25:08,052 epoch 137 - iter 5481/6098 - loss 0.28878653
2018-12-18 01:25:25,202 epoch 137 - iter 6090/6098 - loss 0.28822983
2018-12-18 01:25:26,093 ----------------------------------------------------------------------------------------------------
2018-12-18 01:25:26,093 EPOCH 137 done: loss 0.2882 - lr 0.0125 - bad epochs 0
2018-12-18 01:25:58,819 TEST : loss 0.24101213 - f-score 0.9280 - acc 0.9280
2018-12-18 01:25:58,823 ----------------------------------------------------------------------------------------------------
2018-12-18 01:25:59,075 epoch 138 - iter 0/6098 - loss 0.24507761
2018-12-18 01:26:16,658 epoch 138 - iter 609/6098 - loss 0.29139510
2018-12-18 01:26:34,460 epoch 138 - iter 1218/6098 - loss 0.28966444
2018-12-18 01:26:52,082 epoch 138 - iter 1827/6098 - loss 0.28883579
2018-12-18 01:27:09,492 epoch 138 - iter 2436/6098 - loss 0.28983261
2018-12-18 01:27:26,747 epoch 138 - iter 3045/6098 - loss 0.28793144
2018-12-18 01:27:44,409 epoch 138 - iter 3654/6098 - loss 0.28745697
2018-12-18 01:28:01,937 epoch 138 - iter 4263/6098 - loss 0.28737757
2018-12-18 01:28:19,370 epoch 138 - iter 4872/6098 - loss 0.28791297
2018-12-18 01:28:36,659 epoch 138 - iter 5481/6098 - loss 0.28865417
2018-12-18 01:28:53,721 epoch 138 - iter 6090/6098 - loss 0.28863862
2018-12-18 01:28:54,661 ----------------------------------------------------------------------------------------------------
2018-12-18 01:28:54,661 EPOCH 138 done: loss 0.2886 - lr 0.0125 - bad epochs 0
2018-12-18 01:29:27,295 TEST : loss 0.23913105 - f-score 0.9282 - acc 0.9282
2018-12-18 01:29:27,300 ----------------------------------------------------------------------------------------------------
2018-12-18 01:29:27,605 epoch 139 - iter 0/6098 - loss 0.37796164
2018-12-18 01:29:45,254 epoch 139 - iter 609/6098 - loss 0.28753739
2018-12-18 01:30:02,499 epoch 139 - iter 1218/6098 - loss 0.28542161
2018-12-18 01:30:20,048 epoch 139 - iter 1827/6098 - loss 0.28689506
2018-12-18 01:30:37,581 epoch 139 - iter 2436/6098 - loss 0.28781456
2018-12-18 01:30:55,071 epoch 139 - iter 3045/6098 - loss 0.28727957
2018-12-18 01:31:12,231 epoch 139 - iter 3654/6098 - loss 0.28788510
2018-12-18 01:31:29,874 epoch 139 - iter 4263/6098 - loss 0.28777157
2018-12-18 01:31:47,191 epoch 139 - iter 4872/6098 - loss 0.28806623
2018-12-18 01:32:04,443 epoch 139 - iter 5481/6098 - loss 0.28909534
2018-12-18 01:32:22,065 epoch 139 - iter 6090/6098 - loss 0.28928908
2018-12-18 01:32:22,940 ----------------------------------------------------------------------------------------------------
2018-12-18 01:32:22,940 EPOCH 139 done: loss 0.2892 - lr 0.0125 - bad epochs 1
2018-12-18 01:32:55,742 TEST : loss 0.24108742 - f-score 0.9281 - acc 0.9281
2018-12-18 01:32:55,749 ----------------------------------------------------------------------------------------------------
2018-12-18 01:32:55,965 epoch 140 - iter 0/6098 - loss 0.16001084
2018-12-18 01:33:13,249 epoch 140 - iter 609/6098 - loss 0.28648239
2018-12-18 01:33:30,856 epoch 140 - iter 1218/6098 - loss 0.28778384
2018-12-18 01:33:48,331 epoch 140 - iter 1827/6098 - loss 0.28805264
2018-12-18 01:34:05,458 epoch 140 - iter 2436/6098 - loss 0.28876234
2018-12-18 01:34:22,846 epoch 140 - iter 3045/6098 - loss 0.28925548
2018-12-18 01:34:40,359 epoch 140 - iter 3654/6098 - loss 0.28951080
2018-12-18 01:34:57,869 epoch 140 - iter 4263/6098 - loss 0.28812149
2018-12-18 01:35:15,197 epoch 140 - iter 4872/6098 - loss 0.28791679
2018-12-18 01:35:32,646 epoch 140 - iter 5481/6098 - loss 0.28765735
2018-12-18 01:35:50,123 epoch 140 - iter 6090/6098 - loss 0.28788761
2018-12-18 01:35:51,072 ----------------------------------------------------------------------------------------------------
2018-12-18 01:35:51,072 EPOCH 140 done: loss 0.2879 - lr 0.0125 - bad epochs 2
2018-12-18 01:36:23,802 TEST : loss 0.24035130 - f-score 0.9279 - acc 0.9279
2018-12-18 01:36:23,807 ----------------------------------------------------------------------------------------------------
2018-12-18 01:36:24,123 epoch 141 - iter 0/6098 - loss 0.27578583
2018-12-18 01:36:41,810 epoch 141 - iter 609/6098 - loss 0.29082501
2018-12-18 01:36:59,645 epoch 141 - iter 1218/6098 - loss 0.28940410
2018-12-18 01:37:17,112 epoch 141 - iter 1827/6098 - loss 0.28903231
2018-12-18 01:37:34,347 epoch 141 - iter 2436/6098 - loss 0.28662197
2018-12-18 01:37:51,753 epoch 141 - iter 3045/6098 - loss 0.28671480
2018-12-18 01:38:09,157 epoch 141 - iter 3654/6098 - loss 0.28700254
2018-12-18 01:38:26,559 epoch 141 - iter 4263/6098 - loss 0.28697955
2018-12-18 01:38:44,013 epoch 141 - iter 4872/6098 - loss 0.28732897
2018-12-18 01:39:01,446 epoch 141 - iter 5481/6098 - loss 0.28710503
2018-12-18 01:39:18,730 epoch 141 - iter 6090/6098 - loss 0.28706658
2018-12-18 01:39:19,656 ----------------------------------------------------------------------------------------------------
2018-12-18 01:39:19,656 EPOCH 141 done: loss 0.2871 - lr 0.0125 - bad epochs 0
2018-12-18 01:39:52,385 TEST : loss 0.23970853 - f-score 0.9281 - acc 0.9281
2018-12-18 01:39:52,390 ----------------------------------------------------------------------------------------------------
2018-12-18 01:39:52,638 epoch 142 - iter 0/6098 - loss 0.50212938
2018-12-18 01:40:10,208 epoch 142 - iter 609/6098 - loss 0.29129398
2018-12-18 01:40:27,387 epoch 142 - iter 1218/6098 - loss 0.28833991
2018-12-18 01:40:44,890 epoch 142 - iter 1827/6098 - loss 0.29077214
2018-12-18 01:41:02,322 epoch 142 - iter 2436/6098 - loss 0.28942454
2018-12-18 01:41:19,594 epoch 142 - iter 3045/6098 - loss 0.28927565
2018-12-18 01:41:37,011 epoch 142 - iter 3654/6098 - loss 0.28854726
2018-12-18 01:41:54,226 epoch 142 - iter 4263/6098 - loss 0.28882582
2018-12-18 01:42:11,875 epoch 142 - iter 4872/6098 - loss 0.28846909
2018-12-18 01:42:29,206 epoch 142 - iter 5481/6098 - loss 0.28832036
2018-12-18 01:42:46,549 epoch 142 - iter 6090/6098 - loss 0.28832849
2018-12-18 01:42:47,446 ----------------------------------------------------------------------------------------------------
2018-12-18 01:42:47,446 EPOCH 142 done: loss 0.2883 - lr 0.0125 - bad epochs 0
2018-12-18 01:43:20,093 TEST : loss 0.23983903 - f-score 0.9283 - acc 0.9283
2018-12-18 01:43:20,099 ----------------------------------------------------------------------------------------------------
2018-12-18 01:43:20,447 epoch 143 - iter 0/6098 - loss 0.21545757
2018-12-18 01:43:37,931 epoch 143 - iter 609/6098 - loss 0.29008586
2018-12-18 01:43:55,464 epoch 143 - iter 1218/6098 - loss 0.28803938
2018-12-18 01:44:12,972 epoch 143 - iter 1827/6098 - loss 0.28891595
2018-12-18 01:44:30,429 epoch 143 - iter 2436/6098 - loss 0.28804866
2018-12-18 01:44:47,682 epoch 143 - iter 3045/6098 - loss 0.28893172
2018-12-18 01:45:04,841 epoch 143 - iter 3654/6098 - loss 0.28939446
2018-12-18 01:45:22,307 epoch 143 - iter 4263/6098 - loss 0.28970055
2018-12-18 01:45:39,780 epoch 143 - iter 4872/6098 - loss 0.28927477
2018-12-18 01:45:57,144 epoch 143 - iter 5481/6098 - loss 0.28957767
2018-12-18 01:46:14,578 epoch 143 - iter 6090/6098 - loss 0.28975403
2018-12-18 01:46:15,520 ----------------------------------------------------------------------------------------------------
2018-12-18 01:46:15,520 EPOCH 143 done: loss 0.2898 - lr 0.0125 - bad epochs 1
2018-12-18 01:46:48,269 TEST : loss 0.23925728 - f-score 0.9282 - acc 0.9282
2018-12-18 01:46:48,274 ----------------------------------------------------------------------------------------------------
2018-12-18 01:46:48,640 epoch 144 - iter 0/6098 - loss 0.29206651
2018-12-18 01:47:06,171 epoch 144 - iter 609/6098 - loss 0.28651493
2018-12-18 01:47:23,328 epoch 144 - iter 1218/6098 - loss 0.28732255
2018-12-18 01:47:40,625 epoch 144 - iter 1827/6098 - loss 0.28720290
2018-12-18 01:47:57,982 epoch 144 - iter 2436/6098 - loss 0.28773026
2018-12-18 01:48:15,634 epoch 144 - iter 3045/6098 - loss 0.28804975
2018-12-18 01:48:32,927 epoch 144 - iter 3654/6098 - loss 0.28780970
2018-12-18 01:48:50,619 epoch 144 - iter 4263/6098 - loss 0.28764048
2018-12-18 01:49:07,975 epoch 144 - iter 4872/6098 - loss 0.28780924
2018-12-18 01:49:25,399 epoch 144 - iter 5481/6098 - loss 0.28811966
2018-12-18 01:49:42,909 epoch 144 - iter 6090/6098 - loss 0.28807003
2018-12-18 01:49:43,789 ----------------------------------------------------------------------------------------------------
2018-12-18 01:49:43,789 EPOCH 144 done: loss 0.2881 - lr 0.0125 - bad epochs 2
2018-12-18 01:50:16,479 TEST : loss 0.24061060 - f-score 0.9280 - acc 0.9280
2018-12-18 01:50:16,485 ----------------------------------------------------------------------------------------------------
2018-12-18 01:50:16,857 epoch 145 - iter 0/6098 - loss 0.19713546
2018-12-18 01:50:34,918 epoch 145 - iter 609/6098 - loss 0.28625880
2018-12-18 01:50:52,419 epoch 145 - iter 1218/6098 - loss 0.28686176
2018-12-18 01:51:10,292 epoch 145 - iter 1827/6098 - loss 0.28895985
2018-12-18 01:51:27,560 epoch 145 - iter 2436/6098 - loss 0.28815614
2018-12-18 01:51:45,402 epoch 145 - iter 3045/6098 - loss 0.28924475
2018-12-18 01:52:03,315 epoch 145 - iter 3654/6098 - loss 0.28882550
2018-12-18 01:52:21,365 epoch 145 - iter 4263/6098 - loss 0.28842606
2018-12-18 01:52:39,738 epoch 145 - iter 4872/6098 - loss 0.28859205
2018-12-18 01:52:57,541 epoch 145 - iter 5481/6098 - loss 0.28851760
2018-12-18 01:53:15,392 epoch 145 - iter 6090/6098 - loss 0.28781786
2018-12-18 01:53:16,323 ----------------------------------------------------------------------------------------------------
2018-12-18 01:53:16,323 EPOCH 145 done: loss 0.2878 - lr 0.0125 - bad epochs 3
2018-12-18 01:53:49,455 TEST : loss 0.24017327 - f-score 0.9285 - acc 0.9285
2018-12-18 01:53:49,459 ----------------------------------------------------------------------------------------------------
2018-12-18 01:53:49,831 epoch 146 - iter 0/6098 - loss 0.26696062
2018-12-18 01:54:08,248 epoch 146 - iter 609/6098 - loss 0.28359227
2018-12-18 01:54:25,671 epoch 146 - iter 1218/6098 - loss 0.28559481
2018-12-18 01:54:43,066 epoch 146 - iter 1827/6098 - loss 0.28594969
2018-12-18 01:55:00,764 epoch 146 - iter 2436/6098 - loss 0.28628421
2018-12-18 01:55:18,075 epoch 146 - iter 3045/6098 - loss 0.28620467
2018-12-18 01:55:35,692 epoch 146 - iter 3654/6098 - loss 0.28597934
2018-12-18 01:55:52,910 epoch 146 - iter 4263/6098 - loss 0.28632550
2018-12-18 01:56:10,307 epoch 146 - iter 4872/6098 - loss 0.28675763
2018-12-18 01:56:27,789 epoch 146 - iter 5481/6098 - loss 0.28699241
2018-12-18 01:56:45,084 epoch 146 - iter 6090/6098 - loss 0.28629480
2018-12-18 01:56:45,995 ----------------------------------------------------------------------------------------------------
2018-12-18 01:56:45,995 EPOCH 146 done: loss 0.2863 - lr 0.0063 - bad epochs 0
2018-12-18 01:57:18,649 TEST : loss 0.23839080 - f-score 0.9286 - acc 0.9286
2018-12-18 01:57:18,654 ----------------------------------------------------------------------------------------------------
2018-12-18 01:57:19,020 epoch 147 - iter 0/6098 - loss 0.26587084
2018-12-18 01:57:36,494 epoch 147 - iter 609/6098 - loss 0.28318874
2018-12-18 01:57:54,003 epoch 147 - iter 1218/6098 - loss 0.28361365
2018-12-18 01:58:11,572 epoch 147 - iter 1827/6098 - loss 0.28283756
2018-12-18 01:58:28,958 epoch 147 - iter 2436/6098 - loss 0.28331531
2018-12-18 01:58:46,420 epoch 147 - iter 3045/6098 - loss 0.28344690
2018-12-18 01:59:03,788 epoch 147 - iter 3654/6098 - loss 0.28285764
2018-12-18 01:59:21,400 epoch 147 - iter 4263/6098 - loss 0.28356747
2018-12-18 01:59:38,895 epoch 147 - iter 4872/6098 - loss 0.28414181
2018-12-18 01:59:56,054 epoch 147 - iter 5481/6098 - loss 0.28509677
2018-12-18 02:00:13,488 epoch 147 - iter 6090/6098 - loss 0.28488778
2018-12-18 02:00:14,432 ----------------------------------------------------------------------------------------------------
2018-12-18 02:00:14,432 EPOCH 147 done: loss 0.2849 - lr 0.0063 - bad epochs 0
2018-12-18 02:01:13,546 TEST : loss 0.23886713 - f-score 0.9286 - acc 0.9286
2018-12-18 02:01:13,551 ----------------------------------------------------------------------------------------------------
2018-12-18 02:01:13,926 epoch 148 - iter 0/6098 - loss 0.28320479
2018-12-18 02:01:31,155 epoch 148 - iter 609/6098 - loss 0.28355638
2018-12-18 02:01:48,548 epoch 148 - iter 1218/6098 - loss 0.28553302
2018-12-18 02:02:05,845 epoch 148 - iter 1827/6098 - loss 0.28461142
2018-12-18 02:02:23,163 epoch 148 - iter 2436/6098 - loss 0.28416648
2018-12-18 02:02:40,586 epoch 148 - iter 3045/6098 - loss 0.28277209
2018-12-18 02:02:58,183 epoch 148 - iter 3654/6098 - loss 0.28409318
2018-12-18 02:03:15,517 epoch 148 - iter 4263/6098 - loss 0.28359715
2018-12-18 02:03:33,043 epoch 148 - iter 4872/6098 - loss 0.28347290
2018-12-18 02:03:50,241 epoch 148 - iter 5481/6098 - loss 0.28453692
2018-12-18 02:04:07,818 epoch 148 - iter 6090/6098 - loss 0.28410277
2018-12-18 02:04:08,687 ----------------------------------------------------------------------------------------------------
2018-12-18 02:04:08,688 EPOCH 148 done: loss 0.2841 - lr 0.0063 - bad epochs 0
2018-12-18 02:04:41,352 TEST : loss 0.23836398 - f-score 0.9287 - acc 0.9287
2018-12-18 02:04:41,357 ----------------------------------------------------------------------------------------------------
2018-12-18 02:04:41,722 epoch 149 - iter 0/6098 - loss 0.25762051
2018-12-18 02:04:59,370 epoch 149 - iter 609/6098 - loss 0.27871314
2018-12-18 02:05:16,674 epoch 149 - iter 1218/6098 - loss 0.28067141
2018-12-18 02:05:34,134 epoch 149 - iter 1827/6098 - loss 0.28202811
2018-12-18 02:05:51,724 epoch 149 - iter 2436/6098 - loss 0.28275244
2018-12-18 02:06:09,244 epoch 149 - iter 3045/6098 - loss 0.28285821
2018-12-18 02:06:26,790 epoch 149 - iter 3654/6098 - loss 0.28334185
2018-12-18 02:06:44,234 epoch 149 - iter 4263/6098 - loss 0.28408253
2018-12-18 02:07:01,672 epoch 149 - iter 4872/6098 - loss 0.28400596
2018-12-18 02:07:19,004 epoch 149 - iter 5481/6098 - loss 0.28437115
2018-12-18 02:07:36,412 epoch 149 - iter 6090/6098 - loss 0.28467478
2018-12-18 02:07:37,342 ----------------------------------------------------------------------------------------------------
2018-12-18 02:07:37,343 EPOCH 149 done: loss 0.2847 - lr 0.0063 - bad epochs 0
2018-12-18 02:08:10,010 TEST : loss 0.23831798 - f-score 0.9288 - acc 0.9288
2018-12-18 02:08:10,015 ----------------------------------------------------------------------------------------------------
2018-12-18 02:08:10,389 epoch 150 - iter 0/6098 - loss 0.30527046
2018-12-18 02:08:27,966 epoch 150 - iter 609/6098 - loss 0.28160543
2018-12-18 02:08:45,223 epoch 150 - iter 1218/6098 - loss 0.28401078
2018-12-18 02:09:02,609 epoch 150 - iter 1827/6098 - loss 0.28401997
2018-12-18 02:09:19,888 epoch 150 - iter 2436/6098 - loss 0.28483731
2018-12-18 02:09:37,637 epoch 150 - iter 3045/6098 - loss 0.28476717
2018-12-18 02:09:54,987 epoch 150 - iter 3654/6098 - loss 0.28507804
2018-12-18 02:10:12,355 epoch 150 - iter 4263/6098 - loss 0.28451932
2018-12-18 02:10:29,785 epoch 150 - iter 4872/6098 - loss 0.28405243
2018-12-18 02:10:47,219 epoch 150 - iter 5481/6098 - loss 0.28405986
2018-12-18 02:11:04,843 epoch 150 - iter 6090/6098 - loss 0.28367687
2018-12-18 02:11:05,748 ----------------------------------------------------------------------------------------------------
2018-12-18 02:11:05,748 EPOCH 150 done: loss 0.2837 - lr 0.0063 - bad epochs 1
2018-12-18 02:11:38,370 TEST : loss 0.23813424 - f-score 0.9288 - acc 0.9288
2018-12-18 02:11:39,729 ----------------------------------------------------------------------------------------------------
2018-12-18 02:11:39,729 Testing using best model ...
2018-12-18 02:12:11,851 MICRO_AVG: acc 0.9288 - f1-score 0.9288
2018-12-18 02:12:11,853 MARCO_AVG: acc 0.8832 - f1-score 0.9211
2018-12-18 02:12:11,853 ADJ        tp: 29524 - fp: 4297 - fn: 4506 - tn: 29524 - precision: 0.8729 - recall: 0.8676 - accuracy: 0.8703 - f1-score: 0.8702
2018-12-18 02:12:11,853 ADP        tp: 34399 - fp: 923 - fn: 739 - tn: 34399 - precision: 0.9739 - recall: 0.9790 - accuracy: 0.9764 - f1-score: 0.9764
2018-12-18 02:12:11,853 ADV        tp: 15942 - fp: 2056 - fn: 3600 - tn: 15942 - precision: 0.8858 - recall: 0.8158 - accuracy: 0.8493 - f1-score: 0.8494
2018-12-18 02:12:11,853 AUX        tp: 13123 - fp: 1207 - fn: 631 - tn: 13123 - precision: 0.9158 - recall: 0.9541 - accuracy: 0.9346 - f1-score: 0.9346
2018-12-18 02:12:11,853 CCONJ      tp: 11979 - fp: 194 - fn: 334 - tn: 11979 - precision: 0.9841 - recall: 0.9729 - accuracy: 0.9784 - f1-score: 0.9785
2018-12-18 02:12:11,853 DET        tp: 19151 - fp: 695 - fn: 708 - tn: 19151 - precision: 0.9650 - recall: 0.9643 - accuracy: 0.9647 - f1-score: 0.9646
2018-12-18 02:12:11,853 INTJ       tp: 130 - fp: 16 - fn: 80 - tn: 130 - precision: 0.8904 - recall: 0.6190 - accuracy: 0.7303 - f1-score: 0.7303
2018-12-18 02:12:11,853 NOUN       tp: 72457 - fp: 7591 - fn: 6558 - tn: 72457 - precision: 0.9052 - recall: 0.9170 - accuracy: 0.9110 - f1-score: 0.9111
2018-12-18 02:12:11,853 NUM        tp: 7341 - fp: 199 - fn: 413 - tn: 7341 - precision: 0.9736 - recall: 0.9467 - accuracy: 0.9600 - f1-score: 0.9600
2018-12-18 02:12:11,853 PART       tp: 3427 - fp: 189 - fn: 213 - tn: 3427 - precision: 0.9477 - recall: 0.9415 - accuracy: 0.9446 - f1-score: 0.9446
2018-12-18 02:12:11,853 PRON       tp: 16294 - fp: 881 - fn: 1189 - tn: 16294 - precision: 0.9487 - recall: 0.9320 - accuracy: 0.9403 - f1-score: 0.9403
2018-12-18 02:12:11,853 PROPN      tp: 17528 - fp: 2766 - fn: 1409 - tn: 17528 - precision: 0.8637 - recall: 0.9256 - accuracy: 0.8936 - f1-score: 0.8936
2018-12-18 02:12:11,853 PUNCT      tp: 48427 - fp: 95 - fn: 28 - tn: 48427 - precision: 0.9980 - recall: 0.9994 - accuracy: 0.9987 - f1-score: 0.9987
2018-12-18 02:12:11,853 SCONJ      tp: 6384 - fp: 352 - fn: 556 - tn: 6384 - precision: 0.9477 - recall: 0.9199 - accuracy: 0.9336 - f1-score: 0.9336
2018-12-18 02:12:11,854 SYM        tp: 336 - fp: 43 - fn: 125 - tn: 336 - precision: 0.8865 - recall: 0.7289 - accuracy: 0.8000 - f1-score: 0.8000
2018-12-18 02:12:11,854 VERB       tp: 31762 - fp: 3645 - fn: 3784 - tn: 31762 - precision: 0.8971 - recall: 0.8935 - accuracy: 0.8953 - f1-score: 0.8953
2018-12-18 02:12:11,854 X          tp: 130 - fp: 32 - fn: 308 - tn: 130 - precision: 0.8025 - recall: 0.2968 - accuracy: 0.4333 - f1-score: 0.4333
2018-12-18 02:12:11,854 ----------------------------------------------------------------------------------------------------
2018-12-18 02:12:11,854 ----------------------------------------------------------------------------------------------------
2018-12-18 02:12:14,275 ud_english: loss 0.25719669 - f-score 0.9347 - acc 0.9347
2018-12-18 02:12:14,275 ----------------------------------------------------------------------------------------------------
2018-12-18 02:12:15,789 ud_german: loss 0.25717276 - f-score 0.9320 - acc 0.9320
2018-12-18 02:12:15,789 ----------------------------------------------------------------------------------------------------
2018-12-18 02:12:16,702 ud_french: loss 0.12044714 - f-score 0.9644 - acc 0.9644
2018-12-18 02:12:16,702 ----------------------------------------------------------------------------------------------------
2018-12-18 02:12:17,653 ud_italian: loss 0.10299665 - f-score 0.9637 - acc 0.9637
2018-12-18 02:12:17,653 ----------------------------------------------------------------------------------------------------
2018-12-18 02:12:18,644 ud_dutch: loss 0.24306209 - f-score 0.9282 - acc 0.9282
2018-12-18 02:12:18,644 ----------------------------------------------------------------------------------------------------
2018-12-18 02:12:19,935 ud_polish: loss 0.16599476 - f-score 0.9457 - acc 0.9457
2018-12-18 02:12:19,935 ----------------------------------------------------------------------------------------------------
2018-12-18 02:12:21,812 ud_swedish: loss 0.35621628 - f-score 0.8810 - acc 0.8810
2018-12-18 02:12:21,814 ----------------------------------------------------------------------------------------------------
2018-12-18 02:12:24,565 ud_norwegian: loss 0.22999576 - f-score 0.9307 - acc 0.9307
2018-12-18 02:12:24,566 ----------------------------------------------------------------------------------------------------
2018-12-18 02:12:25,491 ud_danish: loss 0.38800609 - f-score 0.8827 - acc 0.8827
2018-12-18 02:12:25,491 ----------------------------------------------------------------------------------------------------
2018-12-18 02:12:27,449 ud_finnish: loss 0.53236979 - f-score 0.8295 - acc 0.8295
2018-12-18 02:12:27,450 ----------------------------------------------------------------------------------------------------
2018-12-18 02:12:43,276 ud_czech: loss 0.18890308 - f-score 0.9423 - acc 0.9423
2018-12-18 02:12:43,277 ----------------------------------------------------------------------------------------------------
2018-12-18 02:12:44,386 ud_spanish: loss 0.25402331 - f-score 0.9273 - acc 0.9273