-
Notifications
You must be signed in to change notification settings - Fork 1
/
log.txt
4927 lines (4518 loc) · 340 KB
/
log.txt
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
[nltk_data] Downloading package stopwords to
[nltk_data] C:\Users\istoleru\AppData\Roaming\nltk_data...
[nltk_data] Package stopwords is already up-to-date!
[nltk_data] Downloading package punkt to
[nltk_data] C:\Users\istoleru\AppData\Roaming\nltk_data...
[nltk_data] Package punkt is already up-to-date!
[nltk_data] Downloading package stopwords to
[nltk_data] C:\Users\istoleru\AppData\Roaming\nltk_data...
[nltk_data] Package stopwords is already up-to-date!
[nltk_data] Downloading package punkt to
[nltk_data] C:\Users\istoleru\AppData\Roaming\nltk_data...
[nltk_data] Package punkt is already up-to-date!
[nltk_data] Downloading package stopwords to
[nltk_data] C:\Users\istoleru\AppData\Roaming\nltk_data...
[nltk_data] Package stopwords is already up-to-date!
[nltk_data] Downloading package punkt to
[nltk_data] C:\Users\istoleru\AppData\Roaming\nltk_data...
[nltk_data] Package punkt is already up-to-date!
make_lower_case
eliminate_stop_words
replace_negation_words
tokenization
one_hot_encode
spellingcheck
embed_200
[nltk_data] Downloading package stopwords to
[nltk_data] C:\Users\istoleru\AppData\Roaming\nltk_data...
[nltk_data] Package stopwords is already up-to-date!
[nltk_data] Downloading package punkt to
[nltk_data] C:\Users\istoleru\AppData\Roaming\nltk_data...
[nltk_data] Package punkt is already up-to-date!
[nltk_data] Downloading package stopwords to
[nltk_data] C:\Users\istoleru\AppData\Roaming\nltk_data...
[nltk_data] Package stopwords is already up-to-date!
[nltk_data] Downloading package punkt to
[nltk_data] C:\Users\istoleru\AppData\Roaming\nltk_data...
[nltk_data] Package punkt is already up-to-date!
[nltk_data] Downloading package stopwords to
[nltk_data] C:\Users\istoleru\AppData\Roaming\nltk_data...
[nltk_data] Package stopwords is already up-to-date!
[nltk_data] Downloading package punkt to
[nltk_data] C:\Users\istoleru\AppData\Roaming\nltk_data...
[nltk_data] Package punkt is already up-to-date!
[nltk_data] Downloading package stopwords to
[nltk_data] C:\Users\istoleru\AppData\Roaming\nltk_data...
[nltk_data] Package stopwords is already up-to-date!
[nltk_data] Downloading package punkt to
[nltk_data] C:\Users\istoleru\AppData\Roaming\nltk_data...
[nltk_data] Package punkt is already up-to-date!
number_of_words
number_of_capitalized_words
number_of_elongated_words
number_negation_words
number_boosting_words
number_exclamation_marks
number_question_marks
percentage_capitalized
frequency_of_last_chars
number_of_vowels_in_words
number_of_punctuation_in_words
number_of_consonants_in_words
bad_words
number_of_capitals_in_words
char_stats1
char_stats2
number_happy_emoticons
number_sad_emoticons
number_happy_emoticons_count
number_sad_emoticons_count
nltk_sentiment
sent140
best_fit
recursive_feature_elimination
information_gain
Loaded embed_200 from disk
Loaded one_hot_encode from disk
FE: <feature_extraction.number_of_capitals_in_words.number_of_capitals_in_words object at 0x0000022CC8B351D0>, ['turn1', 'turn2', 'turn3']
Loaded number_of_capitals_in_words from disk
Taken: 0.008022546768188477
FE: <feature_extraction.number_of_words.number_of_words object at 0x0000022CC8B352E8>, ['turn1', 'turn2', 'turn3']
Loaded number_of_words from disk
Taken: 0.00601649284362793
FE: <feature_extraction.number_of_capitalized_words.number_of_capitalized_words object at 0x0000022CC8B35400>, ['turn1', 'turn2', 'turn3']
Loaded number_of_capitalized_words from disk
Taken: 0.008044719696044922
FE: <feature_extraction.number_of_elongated_words.number_of_elongated_words object at 0x0000022CC8B354E0>, ['turn1', 'turn2', 'turn3']
Loaded number_of_elongated_words from disk
Taken: 0.008033275604248047
FE: <feature_extraction.number_negation_words.number_negation_words object at 0x0000022CC8B355C0>, ['turn1', 'turn2', 'turn3']
Loaded number_negation_words from disk
Taken: 0.009993553161621094
FE: <feature_extraction.number_boosting_words.number_boosting_words object at 0x0000022CC8B356A0>, ['turn1', 'turn2', 'turn3']
Loaded number_boosting_words from disk
Taken: 0.011030435562133789
FE: <feature_extraction.number_exclamation_marks.number_exclamation_marks object at 0x0000022CC8B35780>, ['turn1', 'turn2', 'turn3']
Loaded number_exclamation_marks from disk
Taken: 0.01202845573425293
FE: <feature_extraction.number_question_marks.number_question_marks object at 0x0000022CC8B35860>, ['turn1', 'turn2', 'turn3']
Loaded number_question_marks from disk
Taken: 0.013035297393798828
FE: <feature_extraction.number_happy_emoticons_count.number_happy_emoticons_count object at 0x0000022CC8B35940>, ['turn1', 'turn2', 'turn3']
Loaded number_happy_emoticons_count from disk
Taken: 0.014046907424926758
FE: <feature_extraction.number_sad_emoticons_count.number_sad_emoticons_count object at 0x0000022CC8B35A20>, ['turn1', 'turn2', 'turn3']
Loaded number_sad_emoticons_count from disk
Taken: 0.017038822174072266
FE: <feature_extraction.number_of_punctuation_in_words.number_of_punctuation_in_words object at 0x0000022CC8B35B00>, ['turn1', 'turn2', 'turn3']
Loaded number_of_punctuation_in_words from disk
Taken: 0.01804637908935547
FE: <feature_extraction.number_of_vowels_in_words.number_of_vowels_in_words object at 0x0000022CC8B35BE0>, ['turn1', 'turn2', 'turn3']
Loaded number_of_vowels_in_words from disk
Taken: 0.01804947853088379
FE: <feature_extraction.number_of_consonants_in_words.number_of_consonants_in_words object at 0x0000022CC8B35CC0>, ['turn1', 'turn2', 'turn3']
Loaded number_of_consonants_in_words from disk
Taken: 0.01905059814453125
FE: <feature_extraction.bad_words.bad_words object at 0x0000022CC8B35DA0>, ['turn1', 'turn2', 'turn3']
Loaded bad_words from disk
Taken: 0.05715155601501465
FE: <feature_extraction.sent140.sent140 object at 0x0000022CC8B35EB8>, ['turn1', 'turn2', 'turn3']
Loaded sent140 from disk
Taken: 0.04411768913269043
Loaded normalize from disk
Total time for building the database: 1.2613301277160645
[{'happy': 4243}, {'sad': 5463}, {'angry': 5506}, {'others': 14948}]
Loaded train/validation split
(30160, 127)
Index(['label_happy', 'label_angry', 'label_sad', 'label_others'], dtype='object')
Loaded model
_________________________________________________________________
Layer (type) Output Shape Param #
=================================================================
features_input (InputLayer) (None, 123) 0
_________________________________________________________________
dense_1 (Dense) (None, 128) 15872
_________________________________________________________________
dense_2 (Dense) (None, 64) 8256
_________________________________________________________________
dense_3 (Dense) (None, 32) 2080
_________________________________________________________________
output (Dense) (None, 4) 132
=================================================================
Total params: 26,340
Trainable params: 26,340
Non-trainable params: 0
_________________________________________________________________
None
Train on 24126 samples, validate on 6034 samples
Epoch 1/200
32/24126 [..............................] - ETA: 1:51 - loss: nan - acc: 0.1562
1184/24126 [>.............................] - ETA: 3s - loss: nan - acc: 0.1275
2496/24126 [==>...........................] - ETA: 2s - loss: nan - acc: 0.1290
3840/24126 [===>..........................] - ETA: 1s - loss: nan - acc: 0.1276
5152/24126 [=====>........................] - ETA: 1s - loss: nan - acc: 0.1299
6496/24126 [=======>......................] - ETA: 1s - loss: nan - acc: 0.1319
7776/24126 [========>.....................] - ETA: 0s - loss: nan - acc: 0.1341
9056/24126 [==========>...................] - ETA: 0s - loss: nan - acc: 0.1362
10400/24126 [===========>..................] - ETA: 0s - loss: nan - acc: 0.1380
11680/24126 [=============>................] - ETA: 0s - loss: nan - acc: 0.1361
13024/24126 [===============>..............] - ETA: 0s - loss: nan - acc: 0.1375
14336/24126 [================>.............] - ETA: 0s - loss: nan - acc: 0.1394
15712/24126 [==================>...........] - ETA: 0s - loss: nan - acc: 0.1387
17056/24126 [====================>.........] - ETA: 0s - loss: nan - acc: 0.1395
18368/24126 [=====================>........] - ETA: 0s - loss: nan - acc: 0.1401
19648/24126 [=======================>......] - ETA: 0s - loss: nan - acc: 0.1399
20960/24126 [=========================>....] - ETA: 0s - loss: nan - acc: 0.1400
22240/24126 [==========================>...] - ETA: 0s - loss: nan - acc: 0.1397
23552/24126 [============================>.] - ETA: 0s - loss: nan - acc: 0.1399
24126/24126 [==============================] - 1s 49us/step - loss: nan - acc: 0.1405 - val_loss: nan - val_acc: 0.1414
Epoch 00001: val_acc improved from -inf to 0.14137, saving model to trained_models/simple_model_kinda_deep.model
Epoch 2/200
32/24126 [..............................] - ETA: 2s - loss: nan - acc: 0.0625
1344/24126 [>.............................] - ETA: 0s - loss: nan - acc: 0.1496
2656/24126 [==>...........................] - ETA: 0s - loss: nan - acc: 0.1397
3968/24126 [===>..........................] - ETA: 0s - loss: nan - acc: 0.1434
5312/24126 [=====>........................] - ETA: 0s - loss: nan - acc: 0.1433
6656/24126 [=======>......................] - ETA: 0s - loss: nan - acc: 0.1432
8032/24126 [========>.....................] - ETA: 0s - loss: nan - acc: 0.1411
9376/24126 [==========>...................] - ETA: 0s - loss: nan - acc: 0.1398
10688/24126 [============>.................] - ETA: 0s - loss: nan - acc: 0.1421
12032/24126 [=============>................] - ETA: 0s - loss: nan - acc: 0.1417
13376/24126 [===============>..............] - ETA: 0s - loss: nan - acc: 0.1411
14752/24126 [=================>............] - ETA: 0s - loss: nan - acc: 0.1417
16064/24126 [==================>...........] - ETA: 0s - loss: nan - acc: 0.1420
17376/24126 [====================>.........] - ETA: 0s - loss: nan - acc: 0.1419
18688/24126 [======================>.......] - ETA: 0s - loss: nan - acc: 0.1424
20032/24126 [=======================>......] - ETA: 0s - loss: nan - acc: 0.1412
21248/24126 [=========================>....] - ETA: 0s - loss: nan - acc: 0.1410
22496/24126 [==========================>...] - ETA: 0s - loss: nan - acc: 0.1405
23840/24126 [============================>.] - ETA: 0s - loss: nan - acc: 0.1405
24126/24126 [==============================] - 1s 41us/step - loss: nan - acc: 0.1405 - val_loss: nan - val_acc: 0.1414
Epoch 00002: val_acc did not improve from 0.14137
Epoch 3/200
32/24126 [..............................] - ETA: 1s - loss: nan - acc: 0.1562
1376/24126 [>.............................] - ETA: 0s - loss: nan - acc: 0.1301
2688/24126 [==>...........................] - ETA: 0s - loss: nan - acc: 0.1317
4064/24126 [====>.........................] - ETA: 0s - loss: nan - acc: 0.1361
5376/24126 [=====>........................] - ETA: 0s - loss: nan - acc: 0.1360
6720/24126 [=======>......................] - ETA: 0s - loss: nan - acc: 0.1381
8032/24126 [========>.....................] - ETA: 0s - loss: nan - acc: 0.1402
9408/24126 [==========>...................] - ETA: 0s - loss: nan - acc: 0.1404
10752/24126 [============>.................] - ETA: 0s - loss: nan - acc: 0.1399
12064/24126 [==============>...............] - ETA: 0s - loss: nan - acc: 0.1427
13376/24126 [===============>..............] - ETA: 0s - loss: nan - acc: 0.1426
14752/24126 [=================>............] - ETA: 0s - loss: nan - acc: 0.1430
16096/24126 [===================>..........] - ETA: 0s - loss: nan - acc: 0.1431
17376/24126 [====================>.........] - ETA: 0s - loss: nan - acc: 0.1419
18656/24126 [======================>.......] - ETA: 0s - loss: nan - acc: 0.1413
19968/24126 [=======================>......] - ETA: 0s - loss: nan - acc: 0.1410
21216/24126 [=========================>....] - ETA: 0s - loss: nan - acc: 0.1414
22400/24126 [==========================>...] - ETA: 0s - loss: nan - acc: 0.1407
23648/24126 [============================>.] - ETA: 0s - loss: nan - acc: 0.1407
24126/24126 [==============================] - 1s 42us/step - loss: nan - acc: 0.1405 - val_loss: nan - val_acc: 0.1414
Epoch 00003: val_acc did not improve from 0.14137
Epoch 4/200
32/24126 [..............................] - ETA: 1s - loss: nan - acc: 0.1250
1152/24126 [>.............................] - ETA: 1s - loss: nan - acc: 0.1450
2304/24126 [=>............................] - ETA: 0s - loss: nan - acc: 0.1441
3456/24126 [===>..........................] - ETA: 0s - loss: nan - acc: 0.1432
4544/24126 [====>.........................] - ETA: 0s - loss: nan - acc: 0.1408
5600/24126 [=====>........................] - ETA: 0s - loss: nan - acc: 0.1396
6752/24126 [=======>......................] - ETA: 0s - loss: nan - acc: 0.1414
8128/24126 [=========>....................] - ETA: 0s - loss: nan - acc: 0.1422
9440/24126 [==========>...................] - ETA: 0s - loss: nan - acc: 0.1398
10784/24126 [============>.................] - ETA: 0s - loss: nan - acc: 0.1397
12096/24126 [==============>...............] - ETA: 0s - loss: nan - acc: 0.1394
13504/24126 [===============>..............] - ETA: 0s - loss: nan - acc: 0.1396
14752/24126 [=================>............] - ETA: 0s - loss: nan - acc: 0.1397
16064/24126 [==================>...........] - ETA: 0s - loss: nan - acc: 0.1391
17344/24126 [====================>.........] - ETA: 0s - loss: nan - acc: 0.1390
18720/24126 [======================>.......] - ETA: 0s - loss: nan - acc: 0.1393
19904/24126 [=======================>......] - ETA: 0s - loss: nan - acc: 0.1399
21248/24126 [=========================>....] - ETA: 0s - loss: nan - acc: 0.1402
22560/24126 [===========================>..] - ETA: 0s - loss: nan - acc: 0.1410
23936/24126 [============================>.] - ETA: 0s - loss: nan - acc: 0.1403
24126/24126 [==============================] - 1s 43us/step - loss: nan - acc: 0.1405 - val_loss: nan - val_acc: 0.1414
Epoch 00004: val_acc did not improve from 0.14137
Epoch 5/200
32/24126 [..............................] - ETA: 2s - loss: nan - acc: 0.1562
1344/24126 [>.............................] - ETA: 0s - loss: nan - acc: 0.1354
2720/24126 [==>...........................] - ETA: 0s - loss: nan - acc: 0.1401
4000/24126 [===>..........................] - ETA: 0s - loss: nan - acc: 0.1462
5312/24126 [=====>........................] - ETA: 0s - loss: nan - acc: 0.1457
6656/24126 [=======>......................] - ETA: 0s - loss: nan - acc: 0.1444
7968/24126 [========>.....................] - ETA: 0s - loss: nan - acc: 0.1451
9248/24126 [==========>...................] - ETA: 0s - loss: nan - acc: 0.1450
10528/24126 [============>.................] - ETA: 0s - loss: nan - acc: 0.1455
11936/24126 [=============>................] - ETA: 0s - loss: nan - acc: 0.1435
13216/24126 [===============>..............] - ETA: 0s - loss: nan - acc: 0.1419
14592/24126 [=================>............] - ETA: 0s - loss: nan - acc: 0.1397
15872/24126 [==================>...........] - ETA: 0s - loss: nan - acc: 0.1409
17184/24126 [====================>.........] - ETA: 0s - loss: nan - acc: 0.1416
18528/24126 [======================>.......] - ETA: 0s - loss: nan - acc: 0.1418
19712/24126 [=======================>......] - ETA: 0s - loss: nan - acc: 0.1415
20992/24126 [=========================>....] - ETA: 0s - loss: nan - acc: 0.1411
22400/24126 [==========================>...] - ETA: 0s - loss: nan - acc: 0.1411
23648/24126 [============================>.] - ETA: 0s - loss: nan - acc: 0.1410
24126/24126 [==============================] - 1s 42us/step - loss: nan - acc: 0.1405 - val_loss: nan - val_acc: 0.1414
Epoch 00005: val_acc did not improve from 0.14137
Epoch 6/200
32/24126 [..............................] - ETA: 1s - loss: nan - acc: 0.1250
1408/24126 [>.............................] - ETA: 0s - loss: nan - acc: 0.1456
2752/24126 [==>...........................] - ETA: 0s - loss: nan - acc: 0.1392
4096/24126 [====>.........................] - ETA: 0s - loss: nan - acc: 0.1379
5408/24126 [=====>........................] - ETA: 0s - loss: nan - acc: 0.1365
6784/24126 [=======>......................] - ETA: 0s - loss: nan - acc: 0.1365
8096/24126 [=========>....................] - ETA: 0s - loss: nan - acc: 0.1364
9440/24126 [==========>...................] - ETA: 0s - loss: nan - acc: 0.1371
10752/24126 [============>.................] - ETA: 0s - loss: nan - acc: 0.1363
12032/24126 [=============>................] - ETA: 0s - loss: nan - acc: 0.1348
13312/24126 [===============>..............] - ETA: 0s - loss: nan - acc: 0.1375
14592/24126 [=================>............] - ETA: 0s - loss: nan - acc: 0.1382
15904/24126 [==================>...........] - ETA: 0s - loss: nan - acc: 0.1377
17056/24126 [====================>.........] - ETA: 0s - loss: nan - acc: 0.1393
18336/24126 [=====================>........] - ETA: 0s - loss: nan - acc: 0.1393
19552/24126 [=======================>......] - ETA: 0s - loss: nan - acc: 0.1398
20864/24126 [========================>.....] - ETA: 0s - loss: nan - acc: 0.1400
22208/24126 [==========================>...] - ETA: 0s - loss: nan - acc: 0.1407
23520/24126 [============================>.] - ETA: 0s - loss: nan - acc: 0.1413
24126/24126 [==============================] - 1s 42us/step - loss: nan - acc: 0.1405 - val_loss: nan - val_acc: 0.1414
Epoch 00006: val_acc did not improve from 0.14137
Epoch 7/200
32/24126 [..............................] - ETA: 1s - loss: nan - acc: 0.1250
1440/24126 [>.............................] - ETA: 0s - loss: nan - acc: 0.1368
2752/24126 [==>...........................] - ETA: 0s - loss: nan - acc: 0.1403
4064/24126 [====>.........................] - ETA: 0s - loss: nan - acc: 0.1398
5440/24126 [=====>........................] - ETA: 0s - loss: nan - acc: 0.1386
6752/24126 [=======>......................] - ETA: 0s - loss: nan - acc: 0.1370
8032/24126 [========>.....................] - ETA: 0s - loss: nan - acc: 0.1388
9440/24126 [==========>...................] - ETA: 0s - loss: nan - acc: 0.1400
10720/24126 [============>.................] - ETA: 0s - loss: nan - acc: 0.1407
12096/24126 [==============>...............] - ETA: 0s - loss: nan - acc: 0.1407
13376/24126 [===============>..............] - ETA: 0s - loss: nan - acc: 0.1411
14784/24126 [=================>............] - ETA: 0s - loss: nan - acc: 0.1416
16096/24126 [===================>..........] - ETA: 0s - loss: nan - acc: 0.1408
17376/24126 [====================>.........] - ETA: 0s - loss: nan - acc: 0.1393
18624/24126 [======================>.......] - ETA: 0s - loss: nan - acc: 0.1400
19808/24126 [=======================>......] - ETA: 0s - loss: nan - acc: 0.1402
21120/24126 [=========================>....] - ETA: 0s - loss: nan - acc: 0.1406
22432/24126 [==========================>...] - ETA: 0s - loss: nan - acc: 0.1414
23776/24126 [============================>.] - ETA: 0s - loss: nan - acc: 0.1409
24126/24126 [==============================] - 1s 41us/step - loss: nan - acc: 0.1405 - val_loss: nan - val_acc: 0.1414
Epoch 00007: val_acc did not improve from 0.14137
Epoch 8/200
32/24126 [..............................] - ETA: 1s - loss: nan - acc: 0.1562
1344/24126 [>.............................] - ETA: 0s - loss: nan - acc: 0.1555
2624/24126 [==>...........................] - ETA: 0s - loss: nan - acc: 0.1471
4032/24126 [====>.........................] - ETA: 0s - loss: nan - acc: 0.1448
5344/24126 [=====>........................] - ETA: 0s - loss: nan - acc: 0.1469
6720/24126 [=======>......................] - ETA: 0s - loss: nan - acc: 0.1458
8096/24126 [=========>....................] - ETA: 0s - loss: nan - acc: 0.1445
9408/24126 [==========>...................] - ETA: 0s - loss: nan - acc: 0.1458
10752/24126 [============>.................] - ETA: 0s - loss: nan - acc: 0.1467
12064/24126 [==============>...............] - ETA: 0s - loss: nan - acc: 0.1456
13440/24126 [===============>..............] - ETA: 0s - loss: nan - acc: 0.1442
14752/24126 [=================>............] - ETA: 0s - loss: nan - acc: 0.1432
16064/24126 [==================>...........] - ETA: 0s - loss: nan - acc: 0.1425
17344/24126 [====================>.........] - ETA: 0s - loss: nan - acc: 0.1425
18496/24126 [=====================>........] - ETA: 0s - loss: nan - acc: 0.1417
19712/24126 [=======================>......] - ETA: 0s - loss: nan - acc: 0.1413
21056/24126 [=========================>....] - ETA: 0s - loss: nan - acc: 0.1414
22368/24126 [==========================>...] - ETA: 0s - loss: nan - acc: 0.1418
23712/24126 [============================>.] - ETA: 0s - loss: nan - acc: 0.1408
24126/24126 [==============================] - 1s 42us/step - loss: nan - acc: 0.1405 - val_loss: nan - val_acc: 0.1414
Epoch 00008: val_acc did not improve from 0.14137
Epoch 9/200
32/24126 [..............................] - ETA: 1s - loss: nan - acc: 0.2188
1376/24126 [>.............................] - ETA: 0s - loss: nan - acc: 0.1548
2688/24126 [==>...........................] - ETA: 0s - loss: nan - acc: 0.1540
4032/24126 [====>.........................] - ETA: 0s - loss: nan - acc: 0.1486
5376/24126 [=====>........................] - ETA: 0s - loss: nan - acc: 0.1468
6720/24126 [=======>......................] - ETA: 0s - loss: nan - acc: 0.1466
8064/24126 [=========>....................] - ETA: 0s - loss: nan - acc: 0.1477
9376/24126 [==========>...................] - ETA: 0s - loss: nan - acc: 0.1431
10688/24126 [============>.................] - ETA: 0s - loss: nan - acc: 0.1434
12064/24126 [==============>...............] - ETA: 0s - loss: nan - acc: 0.1438
13376/24126 [===============>..............] - ETA: 0s - loss: nan - acc: 0.1430
14720/24126 [=================>............] - ETA: 0s - loss: nan - acc: 0.1419
16000/24126 [==================>...........] - ETA: 0s - loss: nan - acc: 0.1422
17376/24126 [====================>.........] - ETA: 0s - loss: nan - acc: 0.1418
18560/24126 [======================>.......] - ETA: 0s - loss: nan - acc: 0.1413
19712/24126 [=======================>......] - ETA: 0s - loss: nan - acc: 0.1412
20992/24126 [=========================>....] - ETA: 0s - loss: nan - acc: 0.1415
22432/24126 [==========================>...] - ETA: 0s - loss: nan - acc: 0.1406
23776/24126 [============================>.] - ETA: 0s - loss: nan - acc: 0.1404
24126/24126 [==============================] - 1s 42us/step - loss: nan - acc: 0.1405 - val_loss: nan - val_acc: 0.1414
Epoch 00009: val_acc did not improve from 0.14137
Epoch 10/200
32/24126 [..............................] - ETA: 2s - loss: nan - acc: 0.0625
1472/24126 [>.............................] - ETA: 0s - loss: nan - acc: 0.1399
2720/24126 [==>...........................] - ETA: 0s - loss: nan - acc: 0.1426
4000/24126 [===>..........................] - ETA: 0s - loss: nan - acc: 0.1400
5280/24126 [=====>........................] - ETA: 0s - loss: nan - acc: 0.1369
6656/24126 [=======>......................] - ETA: 0s - loss: nan - acc: 0.1379
8032/24126 [========>.....................] - ETA: 0s - loss: nan - acc: 0.1399
9280/24126 [==========>...................] - ETA: 0s - loss: nan - acc: 0.1394
10592/24126 [============>.................] - ETA: 0s - loss: nan - acc: 0.1368
11936/24126 [=============>................] - ETA: 0s - loss: nan - acc: 0.1385
13312/24126 [===============>..............] - ETA: 0s - loss: nan - acc: 0.1391
14656/24126 [=================>............] - ETA: 0s - loss: nan - acc: 0.1395
15936/24126 [==================>...........] - ETA: 0s - loss: nan - acc: 0.1401
17248/24126 [====================>.........] - ETA: 0s - loss: nan - acc: 0.1401
18496/24126 [=====================>........] - ETA: 0s - loss: nan - acc: 0.1389
19776/24126 [=======================>......] - ETA: 0s - loss: nan - acc: 0.1395
21088/24126 [=========================>....] - ETA: 0s - loss: nan - acc: 0.1391
22400/24126 [==========================>...] - ETA: 0s - loss: nan - acc: 0.1396
23808/24126 [============================>.] - ETA: 0s - loss: nan - acc: 0.1401
24126/24126 [==============================] - 1s 42us/step - loss: nan - acc: 0.1405 - val_loss: nan - val_acc: 0.1414
Epoch 00010: val_acc did not improve from 0.14137
Epoch 11/200
32/24126 [..............................] - ETA: 1s - loss: nan - acc: 0.1562
1312/24126 [>.............................] - ETA: 0s - loss: nan - acc: 0.1517
2688/24126 [==>...........................] - ETA: 0s - loss: nan - acc: 0.1388
3936/24126 [===>..........................] - ETA: 0s - loss: nan - acc: 0.1410
5248/24126 [=====>........................] - ETA: 0s - loss: nan - acc: 0.1374
6528/24126 [=======>......................] - ETA: 0s - loss: nan - acc: 0.1357
7872/24126 [========>.....................] - ETA: 0s - loss: nan - acc: 0.1363
9216/24126 [==========>...................] - ETA: 0s - loss: nan - acc: 0.1360
10528/24126 [============>.................] - ETA: 0s - loss: nan - acc: 0.1346
11840/24126 [=============>................] - ETA: 0s - loss: nan - acc: 0.1380
13184/24126 [===============>..............] - ETA: 0s - loss: nan - acc: 0.1379
14528/24126 [=================>............] - ETA: 0s - loss: nan - acc: 0.1377
15808/24126 [==================>...........] - ETA: 0s - loss: nan - acc: 0.1385
17120/24126 [====================>.........] - ETA: 0s - loss: nan - acc: 0.1378
18208/24126 [=====================>........] - ETA: 0s - loss: nan - acc: 0.1382
19456/24126 [=======================>......] - ETA: 0s - loss: nan - acc: 0.1387
20736/24126 [========================>.....] - ETA: 0s - loss: nan - acc: 0.1395
22016/24126 [==========================>...] - ETA: 0s - loss: nan - acc: 0.1396
23360/24126 [============================>.] - ETA: 0s - loss: nan - acc: 0.1405
24126/24126 [==============================] - 1s 42us/step - loss: nan - acc: 0.1405 - val_loss: nan - val_acc: 0.1414
Epoch 00011: val_acc did not improve from 0.14137
Epoch 12/200
32/24126 [..............................] - ETA: 1s - loss: nan - acc: 0.0938
1440/24126 [>.............................] - ETA: 0s - loss: nan - acc: 0.1396
2720/24126 [==>...........................] - ETA: 0s - loss: nan - acc: 0.1386
3968/24126 [===>..........................] - ETA: 0s - loss: nan - acc: 0.1409
5280/24126 [=====>........................] - ETA: 0s - loss: nan - acc: 0.1383
6592/24126 [=======>......................] - ETA: 0s - loss: nan - acc: 0.1377
7904/24126 [========>.....................] - ETA: 0s - loss: nan - acc: 0.1392
9216/24126 [==========>...................] - ETA: 0s - loss: nan - acc: 0.1403
10624/24126 [============>.................] - ETA: 0s - loss: nan - acc: 0.1399
11936/24126 [=============>................] - ETA: 0s - loss: nan - acc: 0.1402
13280/24126 [===============>..............] - ETA: 0s - loss: nan - acc: 0.1402
14592/24126 [=================>............] - ETA: 0s - loss: nan - acc: 0.1398
15936/24126 [==================>...........] - ETA: 0s - loss: nan - acc: 0.1396
17216/24126 [====================>.........] - ETA: 0s - loss: nan - acc: 0.1388
18304/24126 [=====================>........] - ETA: 0s - loss: nan - acc: 0.1381
19456/24126 [=======================>......] - ETA: 0s - loss: nan - acc: 0.1374
20800/24126 [========================>.....] - ETA: 0s - loss: nan - acc: 0.1382
22144/24126 [==========================>...] - ETA: 0s - loss: nan - acc: 0.1386
23456/24126 [============================>.] - ETA: 0s - loss: nan - acc: 0.1399
24126/24126 [==============================] - 1s 42us/step - loss: nan - acc: 0.1405 - val_loss: nan - val_acc: 0.1414
Epoch 00012: val_acc did not improve from 0.14137
Epoch 13/200
32/24126 [..............................] - ETA: 1s - loss: nan - acc: 0.0625
1312/24126 [>.............................] - ETA: 0s - loss: nan - acc: 0.1364
2688/24126 [==>...........................] - ETA: 0s - loss: nan - acc: 0.1391
4032/24126 [====>.........................] - ETA: 0s - loss: nan - acc: 0.1379
5344/24126 [=====>........................] - ETA: 0s - loss: nan - acc: 0.1413
6720/24126 [=======>......................] - ETA: 0s - loss: nan - acc: 0.1391
8032/24126 [========>.....................] - ETA: 0s - loss: nan - acc: 0.1375
9344/24126 [==========>...................] - ETA: 0s - loss: nan - acc: 0.1376
10656/24126 [============>.................] - ETA: 0s - loss: nan - acc: 0.1374
11936/24126 [=============>................] - ETA: 0s - loss: nan - acc: 0.1390
13280/24126 [===============>..............] - ETA: 0s - loss: nan - acc: 0.1411
14592/24126 [=================>............] - ETA: 0s - loss: nan - acc: 0.1404
15904/24126 [==================>...........] - ETA: 0s - loss: nan - acc: 0.1403
17120/24126 [====================>.........] - ETA: 0s - loss: nan - acc: 0.1424
18400/24126 [=====================>........] - ETA: 0s - loss: nan - acc: 0.1427
19712/24126 [=======================>......] - ETA: 0s - loss: nan - acc: 0.1428
21056/24126 [=========================>....] - ETA: 0s - loss: nan - acc: 0.1413
22368/24126 [==========================>...] - ETA: 0s - loss: nan - acc: 0.1417
23712/24126 [============================>.] - ETA: 0s - loss: nan - acc: 0.1409
24126/24126 [==============================] - 1s 42us/step - loss: nan - acc: 0.1405 - val_loss: nan - val_acc: 0.1414
Epoch 00013: val_acc did not improve from 0.14137
Epoch 14/200
32/24126 [..............................] - ETA: 1s - loss: nan - acc: 0.1562
1312/24126 [>.............................] - ETA: 0s - loss: nan - acc: 0.1341
2656/24126 [==>...........................] - ETA: 0s - loss: nan - acc: 0.1401
3968/24126 [===>..........................] - ETA: 0s - loss: nan - acc: 0.1394
5312/24126 [=====>........................] - ETA: 0s - loss: nan - acc: 0.1382
6592/24126 [=======>......................] - ETA: 0s - loss: nan - acc: 0.1412
7968/24126 [========>.....................] - ETA: 0s - loss: nan - acc: 0.1398
9312/24126 [==========>...................] - ETA: 0s - loss: nan - acc: 0.1379
10624/24126 [============>.................] - ETA: 0s - loss: nan - acc: 0.1381
11936/24126 [=============>................] - ETA: 0s - loss: nan - acc: 0.1380
13216/24126 [===============>..............] - ETA: 0s - loss: nan - acc: 0.1379
14496/24126 [=================>............] - ETA: 0s - loss: nan - acc: 0.1394
15808/24126 [==================>...........] - ETA: 0s - loss: nan - acc: 0.1409
17056/24126 [====================>.........] - ETA: 0s - loss: nan - acc: 0.1406
18112/24126 [=====================>........] - ETA: 0s - loss: nan - acc: 0.1404
19264/24126 [======================>.......] - ETA: 0s - loss: nan - acc: 0.1402
20544/24126 [========================>.....] - ETA: 0s - loss: nan - acc: 0.1406
21888/24126 [==========================>...] - ETA: 0s - loss: nan - acc: 0.1403
23232/24126 [===========================>..] - ETA: 0s - loss: nan - acc: 0.1402
24126/24126 [==============================] - 1s 42us/step - loss: nan - acc: 0.1405 - val_loss: nan - val_acc: 0.1414
Epoch 00014: val_acc did not improve from 0.14137
Epoch 15/200
32/24126 [..............................] - ETA: 1s - loss: nan - acc: 0.1562
1376/24126 [>.............................] - ETA: 0s - loss: nan - acc: 0.1468
2688/24126 [==>...........................] - ETA: 0s - loss: nan - acc: 0.1425
4000/24126 [===>..........................] - ETA: 0s - loss: nan - acc: 0.1395
5408/24126 [=====>........................] - ETA: 0s - loss: nan - acc: 0.1407
6688/24126 [=======>......................] - ETA: 0s - loss: nan - acc: 0.1406
7968/24126 [========>.....................] - ETA: 0s - loss: nan - acc: 0.1407
9344/24126 [==========>...................] - ETA: 0s - loss: nan - acc: 0.1398
10656/24126 [============>.................] - ETA: 0s - loss: nan - acc: 0.1399
12000/24126 [=============>................] - ETA: 0s - loss: nan - acc: 0.1403
13344/24126 [===============>..............] - ETA: 0s - loss: nan - acc: 0.1389
14688/24126 [=================>............] - ETA: 0s - loss: nan - acc: 0.1391
16032/24126 [==================>...........] - ETA: 0s - loss: nan - acc: 0.1395
17184/24126 [====================>.........] - ETA: 0s - loss: nan - acc: 0.1401
18496/24126 [=====================>........] - ETA: 0s - loss: nan - acc: 0.1395
19840/24126 [=======================>......] - ETA: 0s - loss: nan - acc: 0.1401
21152/24126 [=========================>....] - ETA: 0s - loss: nan - acc: 0.1400
22464/24126 [==========================>...] - ETA: 0s - loss: nan - acc: 0.1414
23776/24126 [============================>.] - ETA: 0s - loss: nan - acc: 0.1407
24126/24126 [==============================] - 1s 41us/step - loss: nan - acc: 0.1405 - val_loss: nan - val_acc: 0.1414
Epoch 00015: val_acc did not improve from 0.14137
Epoch 16/200
32/24126 [..............................] - ETA: 1s - loss: nan - acc: 0.1250
1344/24126 [>.............................] - ETA: 0s - loss: nan - acc: 0.1436
2688/24126 [==>...........................] - ETA: 0s - loss: nan - acc: 0.1410
4064/24126 [====>.........................] - ETA: 0s - loss: nan - acc: 0.1375
5344/24126 [=====>........................] - ETA: 0s - loss: nan - acc: 0.1379
6688/24126 [=======>......................] - ETA: 0s - loss: nan - acc: 0.1389
8000/24126 [========>.....................] - ETA: 0s - loss: nan - acc: 0.1381
9312/24126 [==========>...................] - ETA: 0s - loss: nan - acc: 0.1384
10624/24126 [============>.................] - ETA: 0s - loss: nan - acc: 0.1387
11936/24126 [=============>................] - ETA: 0s - loss: nan - acc: 0.1390
13280/24126 [===============>..............] - ETA: 0s - loss: nan - acc: 0.1384
14592/24126 [=================>............] - ETA: 0s - loss: nan - acc: 0.1392
15936/24126 [==================>...........] - ETA: 0s - loss: nan - acc: 0.1401
17088/24126 [====================>.........] - ETA: 0s - loss: nan - acc: 0.1405
18368/24126 [=====================>........] - ETA: 0s - loss: nan - acc: 0.1398
19680/24126 [=======================>......] - ETA: 0s - loss: nan - acc: 0.1402
20992/24126 [=========================>....] - ETA: 0s - loss: nan - acc: 0.1401
22336/24126 [==========================>...] - ETA: 0s - loss: nan - acc: 0.1399
23616/24126 [============================>.] - ETA: 0s - loss: nan - acc: 0.1400
24126/24126 [==============================] - 1s 42us/step - loss: nan - acc: 0.1405 - val_loss: nan - val_acc: 0.1414
Epoch 00016: val_acc did not improve from 0.14137
Epoch 17/200
32/24126 [..............................] - ETA: 1s - loss: nan - acc: 0.1250
1376/24126 [>.............................] - ETA: 0s - loss: nan - acc: 0.1286
2720/24126 [==>...........................] - ETA: 0s - loss: nan - acc: 0.1371
4064/24126 [====>.........................] - ETA: 0s - loss: nan - acc: 0.1400
5344/24126 [=====>........................] - ETA: 0s - loss: nan - acc: 0.1374
6688/24126 [=======>......................] - ETA: 0s - loss: nan - acc: 0.1368
7968/24126 [========>.....................] - ETA: 0s - loss: nan - acc: 0.1382
9344/24126 [==========>...................] - ETA: 0s - loss: nan - acc: 0.1384
10688/24126 [============>.................] - ETA: 0s - loss: nan - acc: 0.1407
12000/24126 [=============>................] - ETA: 0s - loss: nan - acc: 0.1406
13312/24126 [===============>..............] - ETA: 0s - loss: nan - acc: 0.1404
14624/24126 [=================>............] - ETA: 0s - loss: nan - acc: 0.1411
15936/24126 [==================>...........] - ETA: 0s - loss: nan - acc: 0.1420
17088/24126 [====================>.........] - ETA: 0s - loss: nan - acc: 0.1427
18336/24126 [=====================>........] - ETA: 0s - loss: nan - acc: 0.1420
19680/24126 [=======================>......] - ETA: 0s - loss: nan - acc: 0.1413
20992/24126 [=========================>....] - ETA: 0s - loss: nan - acc: 0.1409
22368/24126 [==========================>...] - ETA: 0s - loss: nan - acc: 0.1400
23712/24126 [============================>.] - ETA: 0s - loss: nan - acc: 0.1404
24126/24126 [==============================] - 1s 42us/step - loss: nan - acc: 0.1405 - val_loss: nan - val_acc: 0.1414
Epoch 00017: val_acc did not improve from 0.14137
Epoch 18/200
32/24126 [..............................] - ETA: 1s - loss: nan - acc: 0.1562
1440/24126 [>.............................] - ETA: 0s - loss: nan - acc: 0.1368
2752/24126 [==>...........................] - ETA: 0s - loss: nan - acc: 0.1384
4096/24126 [====>.........................] - ETA: 0s - loss: nan - acc: 0.1367
5440/24126 [=====>........................] - ETA: 0s - loss: nan - acc: 0.1353
6816/24126 [=======>......................] - ETA: 0s - loss: nan - acc: 0.1354
8096/24126 [=========>....................] - ETA: 0s - loss: nan - acc: 0.1360
9440/24126 [==========>...................] - ETA: 0s - loss: nan - acc: 0.1361
10752/24126 [============>.................] - ETA: 0s - loss: nan - acc: 0.1363
12128/24126 [==============>...............] - ETA: 0s - loss: nan - acc: 0.1390
13408/24126 [===============>..............] - ETA: 0s - loss: nan - acc: 0.1390
14720/24126 [=================>............] - ETA: 0s - loss: nan - acc: 0.1380
16000/24126 [==================>...........] - ETA: 0s - loss: nan - acc: 0.1379
17312/24126 [====================>.........] - ETA: 0s - loss: nan - acc: 0.1383
18592/24126 [======================>.......] - ETA: 0s - loss: nan - acc: 0.1391
19744/24126 [=======================>......] - ETA: 0s - loss: nan - acc: 0.1389
20864/24126 [========================>.....] - ETA: 0s - loss: nan - acc: 0.1389
22016/24126 [==========================>...] - ETA: 0s - loss: nan - acc: 0.1404
23200/24126 [===========================>..] - ETA: 0s - loss: nan - acc: 0.1400
24126/24126 [==============================] - 1s 43us/step - loss: nan - acc: 0.1405 - val_loss: nan - val_acc: 0.1414
Epoch 00018: val_acc did not improve from 0.14137
Epoch 19/200
32/24126 [..............................] - ETA: 2s - loss: nan - acc: 0.1875
1280/24126 [>.............................] - ETA: 0s - loss: nan - acc: 0.1469
2560/24126 [==>...........................] - ETA: 0s - loss: nan - acc: 0.1492
3904/24126 [===>..........................] - ETA: 0s - loss: nan - acc: 0.1424
5184/24126 [=====>........................] - ETA: 0s - loss: nan - acc: 0.1416
6496/24126 [=======>......................] - ETA: 0s - loss: nan - acc: 0.1450
7872/24126 [========>.....................] - ETA: 0s - loss: nan - acc: 0.1458
9184/24126 [==========>...................] - ETA: 0s - loss: nan - acc: 0.1438
10496/24126 [============>.................] - ETA: 0s - loss: nan - acc: 0.1438
11840/24126 [=============>................] - ETA: 0s - loss: nan - acc: 0.1434
13216/24126 [===============>..............] - ETA: 0s - loss: nan - acc: 0.1424
14528/24126 [=================>............] - ETA: 0s - loss: nan - acc: 0.1413
15616/24126 [==================>...........] - ETA: 0s - loss: nan - acc: 0.1407
16896/24126 [====================>.........] - ETA: 0s - loss: nan - acc: 0.1404
18112/24126 [=====================>........] - ETA: 0s - loss: nan - acc: 0.1399
19264/24126 [======================>.......] - ETA: 0s - loss: nan - acc: 0.1400
20640/24126 [========================>.....] - ETA: 0s - loss: nan - acc: 0.1397
21952/24126 [==========================>...] - ETA: 0s - loss: nan - acc: 0.1402
23328/24126 [============================>.] - ETA: 0s - loss: nan - acc: 0.1405
24126/24126 [==============================] - 1s 43us/step - loss: nan - acc: 0.1405 - val_loss: nan - val_acc: 0.1414
Epoch 00019: val_acc did not improve from 0.14137
Epoch 20/200
32/24126 [..............................] - ETA: 0s - loss: nan - acc: 0.1250
1312/24126 [>.............................] - ETA: 0s - loss: nan - acc: 0.1227
2752/24126 [==>...........................] - ETA: 0s - loss: nan - acc: 0.1406
4064/24126 [====>.........................] - ETA: 0s - loss: nan - acc: 0.1425
5408/24126 [=====>........................] - ETA: 0s - loss: nan - acc: 0.1409
6656/24126 [=======>......................] - ETA: 0s - loss: nan - acc: 0.1433
7744/24126 [========>.....................] - ETA: 0s - loss: nan - acc: 0.1420
9088/24126 [==========>...................] - ETA: 0s - loss: nan - acc: 0.1426
10464/24126 [============>.................] - ETA: 0s - loss: nan - acc: 0.1417
11808/24126 [=============>................] - ETA: 0s - loss: nan - acc: 0.1419
13120/24126 [===============>..............] - ETA: 0s - loss: nan - acc: 0.1412
14272/24126 [================>.............] - ETA: 0s - loss: nan - acc: 0.1417
15424/24126 [==================>...........] - ETA: 0s - loss: nan - acc: 0.1410
16672/24126 [===================>..........] - ETA: 0s - loss: nan - acc: 0.1408
17984/24126 [=====================>........] - ETA: 0s - loss: nan - acc: 0.1408
19328/24126 [=======================>......] - ETA: 0s - loss: nan - acc: 0.1406
20672/24126 [========================>.....] - ETA: 0s - loss: nan - acc: 0.1409
22016/24126 [==========================>...] - ETA: 0s - loss: nan - acc: 0.1412
23360/24126 [============================>.] - ETA: 0s - loss: nan - acc: 0.1407
24126/24126 [==============================] - 1s 42us/step - loss: nan - acc: 0.1405 - val_loss: nan - val_acc: 0.1414
Epoch 00020: val_acc did not improve from 0.14137
Epoch 21/200
32/24126 [..............................] - ETA: 2s - loss: nan - acc: 0.0938
1376/24126 [>.............................] - ETA: 0s - loss: nan - acc: 0.1344
2688/24126 [==>...........................] - ETA: 0s - loss: nan - acc: 0.1462
4064/24126 [====>.........................] - ETA: 0s - loss: nan - acc: 0.1462
5408/24126 [=====>........................] - ETA: 0s - loss: nan - acc: 0.1400
6624/24126 [=======>......................] - ETA: 0s - loss: nan - acc: 0.1387
7936/24126 [========>.....................] - ETA: 0s - loss: nan - acc: 0.1384
9280/24126 [==========>...................] - ETA: 0s - loss: nan - acc: 0.1384
10624/24126 [============>.................] - ETA: 0s - loss: nan - acc: 0.1393
11872/24126 [=============>................] - ETA: 0s - loss: nan - acc: 0.1397
13216/24126 [===============>..............] - ETA: 0s - loss: nan - acc: 0.1422
14336/24126 [================>.............] - ETA: 0s - loss: nan - acc: 0.1422
15680/24126 [==================>...........] - ETA: 0s - loss: nan - acc: 0.1411
16960/24126 [====================>.........] - ETA: 0s - loss: nan - acc: 0.1409
18272/24126 [=====================>........] - ETA: 0s - loss: nan - acc: 0.1402
19616/24126 [=======================>......] - ETA: 0s - loss: nan - acc: 0.1406
20992/24126 [=========================>....] - ETA: 0s - loss: nan - acc: 0.1405
22272/24126 [==========================>...] - ETA: 0s - loss: nan - acc: 0.1407
23616/24126 [============================>.] - ETA: 0s - loss: nan - acc: 0.1404
24126/24126 [==============================] - 1s 42us/step - loss: nan - acc: 0.1405 - val_loss: nan - val_acc: 0.1414
Epoch 00021: val_acc did not improve from 0.14137
Epoch 22/200
32/24126 [..............................] - ETA: 1s - loss: nan - acc: 0.1562
1312/24126 [>.............................] - ETA: 0s - loss: nan - acc: 0.1585
2688/24126 [==>...........................] - ETA: 0s - loss: nan - acc: 0.1525
4032/24126 [====>.........................] - ETA: 0s - loss: nan - acc: 0.1431
5408/24126 [=====>........................] - ETA: 0s - loss: nan - acc: 0.1437
6752/24126 [=======>......................] - ETA: 0s - loss: nan - acc: 0.1404
8096/24126 [=========>....................] - ETA: 0s - loss: nan - acc: 0.1398
9440/24126 [==========>...................] - ETA: 0s - loss: nan - acc: 0.1412
10752/24126 [============>.................] - ETA: 0s - loss: nan - acc: 0.1425
12064/24126 [==============>...............] - ETA: 0s - loss: nan - acc: 0.1430
13344/24126 [===============>..............] - ETA: 0s - loss: nan - acc: 0.1417
14624/24126 [=================>............] - ETA: 0s - loss: nan - acc: 0.1406
15936/24126 [==================>...........] - ETA: 0s - loss: nan - acc: 0.1400
17216/24126 [====================>.........] - ETA: 0s - loss: nan - acc: 0.1392
18528/24126 [======================>.......] - ETA: 0s - loss: nan - acc: 0.1394
19840/24126 [=======================>......] - ETA: 0s - loss: nan - acc: 0.1397
21152/24126 [=========================>....] - ETA: 0s - loss: nan - acc: 0.1408
22528/24126 [===========================>..] - ETA: 0s - loss: nan - acc: 0.1409
23872/24126 [============================>.] - ETA: 0s - loss: nan - acc: 0.1405
24126/24126 [==============================] - 1s 41us/step - loss: nan - acc: 0.1405 - val_loss: nan - val_acc: 0.1414
Epoch 00022: val_acc did not improve from 0.14137
Epoch 23/200
32/24126 [..............................] - ETA: 1s - loss: nan - acc: 0.1875
1408/24126 [>.............................] - ETA: 0s - loss: nan - acc: 0.1506
2720/24126 [==>...........................] - ETA: 0s - loss: nan - acc: 0.1371
4032/24126 [====>.........................] - ETA: 0s - loss: nan - acc: 0.1379
5376/24126 [=====>........................] - ETA: 0s - loss: nan - acc: 0.1399
6720/24126 [=======>......................] - ETA: 0s - loss: nan - acc: 0.1402
8032/24126 [========>.....................] - ETA: 0s - loss: nan - acc: 0.1424
9376/24126 [==========>...................] - ETA: 0s - loss: nan - acc: 0.1421
10720/24126 [============>.................] - ETA: 0s - loss: nan - acc: 0.1410
12032/24126 [=============>................] - ETA: 0s - loss: nan - acc: 0.1430
13184/24126 [===============>..............] - ETA: 0s - loss: nan - acc: 0.1429
14336/24126 [================>.............] - ETA: 0s - loss: nan - acc: 0.1420
15648/24126 [==================>...........] - ETA: 0s - loss: nan - acc: 0.1417
16928/24126 [====================>.........] - ETA: 0s - loss: nan - acc: 0.1411
18240/24126 [=====================>........] - ETA: 0s - loss: nan - acc: 0.1400
19616/24126 [=======================>......] - ETA: 0s - loss: nan - acc: 0.1406
20928/24126 [=========================>....] - ETA: 0s - loss: nan - acc: 0.1408
22240/24126 [==========================>...] - ETA: 0s - loss: nan - acc: 0.1407
23552/24126 [============================>.] - ETA: 0s - loss: nan - acc: 0.1413
24126/24126 [==============================] - 1s 42us/step - loss: nan - acc: 0.1405 - val_loss: nan - val_acc: 0.1414
Epoch 00023: val_acc did not improve from 0.14137
Epoch 24/200
32/24126 [..............................] - ETA: 2s - loss: nan - acc: 0.1875
1408/24126 [>.............................] - ETA: 0s - loss: nan - acc: 0.1520
2784/24126 [==>...........................] - ETA: 0s - loss: nan - acc: 0.1358
4128/24126 [====>.........................] - ETA: 0s - loss: nan - acc: 0.1383
5472/24126 [=====>........................] - ETA: 0s - loss: nan - acc: 0.1400
6816/24126 [=======>......................] - ETA: 0s - loss: nan - acc: 0.1413
8128/24126 [=========>....................] - ETA: 0s - loss: nan - acc: 0.1403
9472/24126 [==========>...................] - ETA: 0s - loss: nan - acc: 0.1399
10752/24126 [============>.................] - ETA: 0s - loss: nan - acc: 0.1410
12064/24126 [==============>...............] - ETA: 0s - loss: nan - acc: 0.1400
13312/24126 [===============>..............] - ETA: 0s - loss: nan - acc: 0.1405
14624/24126 [=================>............] - ETA: 0s - loss: nan - acc: 0.1405
15904/24126 [==================>...........] - ETA: 0s - loss: nan - acc: 0.1402
17216/24126 [====================>.........] - ETA: 0s - loss: nan - acc: 0.1393
18560/24126 [======================>.......] - ETA: 0s - loss: nan - acc: 0.1390
19872/24126 [=======================>......] - ETA: 0s - loss: nan - acc: 0.1404
21152/24126 [=========================>....] - ETA: 0s - loss: nan - acc: 0.1397
22464/24126 [==========================>...] - ETA: 0s - loss: nan - acc: 0.1404
23840/24126 [============================>.] - ETA: 0s - loss: nan - acc: 0.1404
24126/24126 [==============================] - 1s 41us/step - loss: nan - acc: 0.1405 - val_loss: nan - val_acc: 0.1414
Epoch 00024: val_acc did not improve from 0.14137
Epoch 25/200
32/24126 [..............................] - ETA: 3s - loss: nan - acc: 0.0625
1408/24126 [>.............................] - ETA: 0s - loss: nan - acc: 0.1428
2752/24126 [==>...........................] - ETA: 0s - loss: nan - acc: 0.1384
4096/24126 [====>.........................] - ETA: 0s - loss: nan - acc: 0.1416
5376/24126 [=====>........................] - ETA: 0s - loss: nan - acc: 0.1419
6656/24126 [=======>......................] - ETA: 0s - loss: nan - acc: 0.1435
7968/24126 [========>.....................] - ETA: 0s - loss: nan - acc: 0.1434
9312/24126 [==========>...................] - ETA: 0s - loss: nan - acc: 0.1414
10624/24126 [============>.................] - ETA: 0s - loss: nan - acc: 0.1392
11968/24126 [=============>................] - ETA: 0s - loss: nan - acc: 0.1400
13152/24126 [===============>..............] - ETA: 0s - loss: nan - acc: 0.1401
14304/24126 [================>.............] - ETA: 0s - loss: nan - acc: 0.1406
15616/24126 [==================>...........] - ETA: 0s - loss: nan - acc: 0.1399
16928/24126 [====================>.........] - ETA: 0s - loss: nan - acc: 0.1395
18208/24126 [=====================>........] - ETA: 0s - loss: nan - acc: 0.1393
19552/24126 [=======================>......] - ETA: 0s - loss: nan - acc: 0.1401
20928/24126 [=========================>....] - ETA: 0s - loss: nan - acc: 0.1400
22176/24126 [==========================>...] - ETA: 0s - loss: nan - acc: 0.1398
23520/24126 [============================>.] - ETA: 0s - loss: nan - acc: 0.1407
24126/24126 [==============================] - 1s 42us/step - loss: nan - acc: 0.1405 - val_loss: nan - val_acc: 0.1414
Epoch 00025: val_acc did not improve from 0.14137
Epoch 26/200
32/24126 [..............................] - ETA: 1s - loss: nan - acc: 0.2188
1376/24126 [>.............................] - ETA: 0s - loss: nan - acc: 0.1301
2720/24126 [==>...........................] - ETA: 0s - loss: nan - acc: 0.1346
4064/24126 [====>.........................] - ETA: 0s - loss: nan - acc: 0.1415
5376/24126 [=====>........................] - ETA: 0s - loss: nan - acc: 0.1455
6784/24126 [=======>......................] - ETA: 0s - loss: nan - acc: 0.1374
8096/24126 [=========>....................] - ETA: 0s - loss: nan - acc: 0.1365
9440/24126 [==========>...................] - ETA: 0s - loss: nan - acc: 0.1378
10752/24126 [============>.................] - ETA: 0s - loss: nan - acc: 0.1381
12064/24126 [==============>...............] - ETA: 0s - loss: nan - acc: 0.1374
13280/24126 [===============>..............] - ETA: 0s - loss: nan - acc: 0.1380
14592/24126 [=================>............] - ETA: 0s - loss: nan - acc: 0.1377
15904/24126 [==================>...........] - ETA: 0s - loss: nan - acc: 0.1367
17216/24126 [====================>.........] - ETA: 0s - loss: nan - acc: 0.1377
18496/24126 [=====================>........] - ETA: 0s - loss: nan - acc: 0.1391
19840/24126 [=======================>......] - ETA: 0s - loss: nan - acc: 0.1399
21184/24126 [=========================>....] - ETA: 0s - loss: nan - acc: 0.1399
22496/24126 [==========================>...] - ETA: 0s - loss: nan - acc: 0.1407
23808/24126 [============================>.] - ETA: 0s - loss: nan - acc: 0.1403
24126/24126 [==============================] - 1s 41us/step - loss: nan - acc: 0.1405 - val_loss: nan - val_acc: 0.1414
Epoch 00026: val_acc did not improve from 0.14137
Epoch 27/200
32/24126 [..............................] - ETA: 2s - loss: nan - acc: 0.1875
1344/24126 [>.............................] - ETA: 0s - loss: nan - acc: 0.1429
2656/24126 [==>...........................] - ETA: 0s - loss: nan - acc: 0.1322
4000/24126 [===>..........................] - ETA: 0s - loss: nan - acc: 0.1355
5312/24126 [=====>........................] - ETA: 0s - loss: nan - acc: 0.1397
6656/24126 [=======>......................] - ETA: 0s - loss: nan - acc: 0.1393
8032/24126 [========>.....................] - ETA: 0s - loss: nan - acc: 0.1396
9376/24126 [==========>...................] - ETA: 0s - loss: nan - acc: 0.1393
10688/24126 [============>.................] - ETA: 0s - loss: nan - acc: 0.1403
12000/24126 [=============>................] - ETA: 0s - loss: nan - acc: 0.1407
13248/24126 [===============>..............] - ETA: 0s - loss: nan - acc: 0.1402
14048/24126 [================>.............] - ETA: 0s - loss: nan - acc: 0.1407
14976/24126 [=================>............] - ETA: 0s - loss: nan - acc: 0.1396
15968/24126 [==================>...........] - ETA: 0s - loss: nan - acc: 0.1407
16960/24126 [====================>.........] - ETA: 0s - loss: nan - acc: 0.1415
17920/24126 [=====================>........] - ETA: 0s - loss: nan - acc: 0.1410
18816/24126 [======================>.......] - ETA: 0s - loss: nan - acc: 0.1411
20160/24126 [========================>.....] - ETA: 0s - loss: nan - acc: 0.1416
21536/24126 [=========================>....] - ETA: 0s - loss: nan - acc: 0.1413
22816/24126 [===========================>..] - ETA: 0s - loss: nan - acc: 0.1410
24126/24126 [==============================] - 1s 45us/step - loss: nan - acc: 0.1405 - val_loss: nan - val_acc: 0.1414
Epoch 00027: val_acc did not improve from 0.14137
Epoch 28/200
32/24126 [..............................] - ETA: 1s - loss: nan - acc: 0.2500
1344/24126 [>.............................] - ETA: 0s - loss: nan - acc: 0.1339
2528/24126 [==>...........................] - ETA: 0s - loss: nan - acc: 0.1440
3872/24126 [===>..........................] - ETA: 0s - loss: nan - acc: 0.1420
5216/24126 [=====>........................] - ETA: 0s - loss: nan - acc: 0.1354
6496/24126 [=======>......................] - ETA: 0s - loss: nan - acc: 0.1401
7776/24126 [========>.....................] - ETA: 0s - loss: nan - acc: 0.1385
9120/24126 [==========>...................] - ETA: 0s - loss: nan - acc: 0.1393
10304/24126 [===========>..................] - ETA: 0s - loss: nan - acc: 0.1383
11520/24126 [=============>................] - ETA: 0s - loss: nan - acc: 0.1398
12832/24126 [==============>...............] - ETA: 0s - loss: nan - acc: 0.1402
14144/24126 [================>.............] - ETA: 0s - loss: nan - acc: 0.1405
15456/24126 [==================>...........] - ETA: 0s - loss: nan - acc: 0.1405
16800/24126 [===================>..........] - ETA: 0s - loss: nan - acc: 0.1405
18112/24126 [=====================>........] - ETA: 0s - loss: nan - acc: 0.1400
19488/24126 [=======================>......] - ETA: 0s - loss: nan - acc: 0.1395
20800/24126 [========================>.....] - ETA: 0s - loss: nan - acc: 0.1395
22144/24126 [==========================>...] - ETA: 0s - loss: nan - acc: 0.1401
23456/24126 [============================>.] - ETA: 0s - loss: nan - acc: 0.1411
24126/24126 [==============================] - 1s 42us/step - loss: nan - acc: 0.1405 - val_loss: nan - val_acc: 0.1414
Epoch 00028: val_acc did not improve from 0.14137
Epoch 29/200
32/24126 [..............................] - ETA: 1s - loss: nan - acc: 0.0938
1376/24126 [>.............................] - ETA: 0s - loss: nan - acc: 0.1424
2720/24126 [==>...........................] - ETA: 0s - loss: nan - acc: 0.1320
4032/24126 [====>.........................] - ETA: 0s - loss: nan - acc: 0.1280
5376/24126 [=====>........................] - ETA: 0s - loss: nan - acc: 0.1293
6656/24126 [=======>......................] - ETA: 0s - loss: nan - acc: 0.1315
8000/24126 [========>.....................] - ETA: 0s - loss: nan - acc: 0.1321
9344/24126 [==========>...................] - ETA: 0s - loss: nan - acc: 0.1351
10528/24126 [============>.................] - ETA: 0s - loss: nan - acc: 0.1342
11840/24126 [=============>................] - ETA: 0s - loss: nan - acc: 0.1355
13152/24126 [===============>..............] - ETA: 0s - loss: nan - acc: 0.1369
14464/24126 [================>.............] - ETA: 0s - loss: nan - acc: 0.1383
15776/24126 [==================>...........] - ETA: 0s - loss: nan - acc: 0.1378
17056/24126 [====================>.........] - ETA: 0s - loss: nan - acc: 0.1392
18464/24126 [=====================>........] - ETA: 0s - loss: nan - acc: 0.1398
19712/24126 [=======================>......] - ETA: 0s - loss: nan - acc: 0.1395
21024/24126 [=========================>....] - ETA: 0s - loss: nan - acc: 0.1388
22240/24126 [==========================>...] - ETA: 0s - loss: nan - acc: 0.1395
23584/24126 [============================>.] - ETA: 0s - loss: nan - acc: 0.1405
24126/24126 [==============================] - 1s 42us/step - loss: nan - acc: 0.1405 - val_loss: nan - val_acc: 0.1414
Epoch 00029: val_acc did not improve from 0.14137
Epoch 30/200
32/24126 [..............................] - ETA: 2s - loss: nan - acc: 0.1250
1344/24126 [>.............................] - ETA: 0s - loss: nan - acc: 0.1436
2720/24126 [==>...........................] - ETA: 0s - loss: nan - acc: 0.1401
4064/24126 [====>.........................] - ETA: 0s - loss: nan - acc: 0.1385
5440/24126 [=====>........................] - ETA: 0s - loss: nan - acc: 0.1408
6752/24126 [=======>......................] - ETA: 0s - loss: nan - acc: 0.1398
8064/24126 [=========>....................] - ETA: 0s - loss: nan - acc: 0.1396
9376/24126 [==========>...................] - ETA: 0s - loss: nan - acc: 0.1389
10624/24126 [============>.................] - ETA: 0s - loss: nan - acc: 0.1386
11936/24126 [=============>................] - ETA: 0s - loss: nan - acc: 0.1398
13248/24126 [===============>..............] - ETA: 0s - loss: nan - acc: 0.1396
14560/24126 [=================>............] - ETA: 0s - loss: nan - acc: 0.1396
15904/24126 [==================>...........] - ETA: 0s - loss: nan - acc: 0.1396
17184/24126 [====================>.........] - ETA: 0s - loss: nan - acc: 0.1394
18528/24126 [======================>.......] - ETA: 0s - loss: nan - acc: 0.1389
19808/24126 [=======================>......] - ETA: 0s - loss: nan - acc: 0.1399
21120/24126 [=========================>....] - ETA: 0s - loss: nan - acc: 0.1399
22432/24126 [==========================>...] - ETA: 0s - loss: nan - acc: 0.1406
23776/24126 [============================>.] - ETA: 0s - loss: nan - acc: 0.1406
24126/24126 [==============================] - 1s 41us/step - loss: nan - acc: 0.1405 - val_loss: nan - val_acc: 0.1414
Epoch 00030: val_acc did not improve from 0.14137
Epoch 31/200
32/24126 [..............................] - ETA: 1s - loss: nan - acc: 0.0625
1376/24126 [>.............................] - ETA: 0s - loss: nan - acc: 0.1453
2720/24126 [==>...........................] - ETA: 0s - loss: nan - acc: 0.1500
4064/24126 [====>.........................] - ETA: 0s - loss: nan - acc: 0.1486
5408/24126 [=====>........................] - ETA: 0s - loss: nan - acc: 0.1424
6752/24126 [=======>......................] - ETA: 0s - loss: nan - acc: 0.1398
8064/24126 [=========>....................] - ETA: 0s - loss: nan - acc: 0.1416
9408/24126 [==========>...................] - ETA: 0s - loss: nan - acc: 0.1399
10496/24126 [============>.................] - ETA: 0s - loss: nan - acc: 0.1389
11744/24126 [=============>................] - ETA: 0s - loss: nan - acc: 0.1382
13024/24126 [===============>..............] - ETA: 0s - loss: nan - acc: 0.1372
14304/24126 [================>.............] - ETA: 0s - loss: nan - acc: 0.1391
15680/24126 [==================>...........] - ETA: 0s - loss: nan - acc: 0.1396
16992/24126 [====================>.........] - ETA: 0s - loss: nan - acc: 0.1401
18240/24126 [=====================>........] - ETA: 0s - loss: nan - acc: 0.1399
19488/24126 [=======================>......] - ETA: 0s - loss: nan - acc: 0.1410
20608/24126 [========================>.....] - ETA: 0s - loss: nan - acc: 0.1402
21984/24126 [==========================>...] - ETA: 0s - loss: nan - acc: 0.1400
23264/24126 [===========================>..] - ETA: 0s - loss: nan - acc: 0.1407
24126/24126 [==============================] - 1s 42us/step - loss: nan - acc: 0.1405 - val_loss: nan - val_acc: 0.1414
Epoch 00031: val_acc did not improve from 0.14137
Epoch 32/200
32/24126 [..............................] - ETA: 1s - loss: nan - acc: 0.1250
1312/24126 [>.............................] - ETA: 0s - loss: nan - acc: 0.1364
2656/24126 [==>...........................] - ETA: 0s - loss: nan - acc: 0.1265
3968/24126 [===>..........................] - ETA: 0s - loss: nan - acc: 0.1280
5312/24126 [=====>........................] - ETA: 0s - loss: nan - acc: 0.1301
6560/24126 [=======>......................] - ETA: 0s - loss: nan - acc: 0.1317
7904/24126 [========>.....................] - ETA: 0s - loss: nan - acc: 0.1316
9184/24126 [==========>...................] - ETA: 0s - loss: nan - acc: 0.1350
10528/24126 [============>.................] - ETA: 0s - loss: nan - acc: 0.1357
11872/24126 [=============>................] - ETA: 0s - loss: nan - acc: 0.1357
13216/24126 [===============>..............] - ETA: 0s - loss: nan - acc: 0.1379
14560/24126 [=================>............] - ETA: 0s - loss: nan - acc: 0.1380
15904/24126 [==================>...........] - ETA: 0s - loss: nan - acc: 0.1388
17152/24126 [====================>.........] - ETA: 0s - loss: nan - acc: 0.1388
18528/24126 [======================>.......] - ETA: 0s - loss: nan - acc: 0.1389
19808/24126 [=======================>......] - ETA: 0s - loss: nan - acc: 0.1396
21120/24126 [=========================>....] - ETA: 0s - loss: nan - acc: 0.1396
22432/24126 [==========================>...] - ETA: 0s - loss: nan - acc: 0.1404
23840/24126 [============================>.] - ETA: 0s - loss: nan - acc: 0.1410
24126/24126 [==============================] - 1s 41us/step - loss: nan - acc: 0.1405 - val_loss: nan - val_acc: 0.1414
Epoch 00032: val_acc did not improve from 0.14137
Epoch 33/200
32/24126 [..............................] - ETA: 2s - loss: nan - acc: 0.1562
1344/24126 [>.............................] - ETA: 0s - loss: nan - acc: 0.1421
2688/24126 [==>...........................] - ETA: 0s - loss: nan - acc: 0.1466
4032/24126 [====>.........................] - ETA: 0s - loss: nan - acc: 0.1429
5312/24126 [=====>........................] - ETA: 0s - loss: nan - acc: 0.1410
6656/24126 [=======>......................] - ETA: 0s - loss: nan - acc: 0.1432
7968/24126 [========>.....................] - ETA: 0s - loss: nan - acc: 0.1441
9216/24126 [==========>...................] - ETA: 0s - loss: nan - acc: 0.1436
10528/24126 [============>.................] - ETA: 0s - loss: nan - acc: 0.1412
11872/24126 [=============>................] - ETA: 0s - loss: nan - acc: 0.1419
13216/24126 [===============>..............] - ETA: 0s - loss: nan - acc: 0.1416
14560/24126 [=================>............] - ETA: 0s - loss: nan - acc: 0.1424
15840/24126 [==================>...........] - ETA: 0s - loss: nan - acc: 0.1420
17120/24126 [====================>.........] - ETA: 0s - loss: nan - acc: 0.1425
18432/24126 [=====================>........] - ETA: 0s - loss: nan - acc: 0.1417
19744/24126 [=======================>......] - ETA: 0s - loss: nan - acc: 0.1410
21056/24126 [=========================>....] - ETA: 0s - loss: nan - acc: 0.1416
22368/24126 [==========================>...] - ETA: 0s - loss: nan - acc: 0.1415
23712/24126 [============================>.] - ETA: 0s - loss: nan - acc: 0.1408
24126/24126 [==============================] - 1s 42us/step - loss: nan - acc: 0.1405 - val_loss: nan - val_acc: 0.1414
Epoch 00033: val_acc did not improve from 0.14137
Epoch 34/200
32/24126 [..............................] - ETA: 1s - loss: nan - acc: 0.1875
1344/24126 [>.............................] - ETA: 0s - loss: nan - acc: 0.1533
2656/24126 [==>...........................] - ETA: 0s - loss: nan - acc: 0.1472
4000/24126 [===>..........................] - ETA: 0s - loss: nan - acc: 0.1435
5312/24126 [=====>........................] - ETA: 0s - loss: nan - acc: 0.1431
6624/24126 [=======>......................] - ETA: 0s - loss: nan - acc: 0.1421
7904/24126 [========>.....................] - ETA: 0s - loss: nan - acc: 0.1451
9088/24126 [==========>...................] - ETA: 0s - loss: nan - acc: 0.1444
10240/24126 [===========>..................] - ETA: 0s - loss: nan - acc: 0.1434
11552/24126 [=============>................] - ETA: 0s - loss: nan - acc: 0.1426
12896/24126 [===============>..............] - ETA: 0s - loss: nan - acc: 0.1417
14240/24126 [================>.............] - ETA: 0s - loss: nan - acc: 0.1425
15584/24126 [==================>...........] - ETA: 0s - loss: nan - acc: 0.1423
16832/24126 [===================>..........] - ETA: 0s - loss: nan - acc: 0.1404
18144/24126 [=====================>........] - ETA: 0s - loss: nan - acc: 0.1402
19520/24126 [=======================>......] - ETA: 0s - loss: nan - acc: 0.1405
20864/24126 [========================>.....] - ETA: 0s - loss: nan - acc: 0.1404
22176/24126 [==========================>...] - ETA: 0s - loss: nan - acc: 0.1408
23488/24126 [============================>.] - ETA: 0s - loss: nan - acc: 0.1409
24126/24126 [==============================] - 1s 42us/step - loss: nan - acc: 0.1405 - val_loss: nan - val_acc: 0.1414
Epoch 00034: val_acc did not improve from 0.14137
Epoch 35/200
32/24126 [..............................] - ETA: 1s - loss: nan - acc: 0.1875
1280/24126 [>.............................] - ETA: 0s - loss: nan - acc: 0.1414
2560/24126 [==>...........................] - ETA: 0s - loss: nan - acc: 0.1324
3872/24126 [===>..........................] - ETA: 0s - loss: nan - acc: 0.1361
5216/24126 [=====>........................] - ETA: 0s - loss: nan - acc: 0.1344
6592/24126 [=======>......................] - ETA: 0s - loss: nan - acc: 0.1324
7936/24126 [========>.....................] - ETA: 0s - loss: nan - acc: 0.1346
9152/24126 [==========>...................] - ETA: 0s - loss: nan - acc: 0.1363
10464/24126 [============>.................] - ETA: 0s - loss: nan - acc: 0.1369
11872/24126 [=============>................] - ETA: 0s - loss: nan - acc: 0.1358
13184/24126 [===============>..............] - ETA: 0s - loss: nan - acc: 0.1352
14528/24126 [=================>............] - ETA: 0s - loss: nan - acc: 0.1365
15840/24126 [==================>...........] - ETA: 0s - loss: nan - acc: 0.1374
17216/24126 [====================>.........] - ETA: 0s - loss: nan - acc: 0.1378
18560/24126 [======================>.......] - ETA: 0s - loss: nan - acc: 0.1384
19840/24126 [=======================>......] - ETA: 0s - loss: nan - acc: 0.1395
21152/24126 [=========================>....] - ETA: 0s - loss: nan - acc: 0.1395
22560/24126 [===========================>..] - ETA: 0s - loss: nan - acc: 0.1394
23904/24126 [============================>.] - ETA: 0s - loss: nan - acc: 0.1402
24126/24126 [==============================] - 1s 41us/step - loss: nan - acc: 0.1405 - val_loss: nan - val_acc: 0.1414
Epoch 00035: val_acc did not improve from 0.14137
Epoch 36/200
32/24126 [..............................] - ETA: 1s - loss: nan - acc: 0.0312
1408/24126 [>.............................] - ETA: 0s - loss: nan - acc: 0.1456
2752/24126 [==>...........................] - ETA: 0s - loss: nan - acc: 0.1424
4096/24126 [====>.........................] - ETA: 0s - loss: nan - acc: 0.1433
5440/24126 [=====>........................] - ETA: 0s - loss: nan - acc: 0.1465