-
Notifications
You must be signed in to change notification settings - Fork 0
/
cnn1-out2.txt
2134 lines (2034 loc) · 166 KB
/
cnn1-out2.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
_________________________________________________________________
Layer (type) Output Shape Param #
=================================================================
conv2d_1 (Conv2D) (None, 7, 7, 64) 640
_________________________________________________________________
dropout_1 (Dropout) (None, 7, 7, 64) 0
_________________________________________________________________
conv2d_2 (Conv2D) (None, 5, 5, 64) 36928
_________________________________________________________________
max_pooling2d_1 (MaxPooling2 (None, 2, 2, 64) 0
_________________________________________________________________
dropout_2 (Dropout) (None, 2, 2, 64) 0
_________________________________________________________________
flatten_1 (Flatten) (None, 256) 0
_________________________________________________________________
dense_1 (Dense) (None, 512) 131584
_________________________________________________________________
dropout_3 (Dropout) (None, 512) 0
_________________________________________________________________
dense_2 (Dense) (None, 81) 41553
=================================================================
Total params: 210,705
Trainable params: 210,705
Non-trainable params: 0
_________________________________________________________________
Train on 10000 samples, validate on 31439 samples
Epoch 1/100
64/10000 [..............................] - ETA: 5:14 - loss: 4.4055 - acc: 0.0156
640/10000 [>.............................] - ETA: 30s - loss: 4.4513 - acc: 0.0141
1216/10000 [==>...........................] - ETA: 15s - loss: 4.4399 - acc: 0.0115
1728/10000 [====>.........................] - ETA: 10s - loss: 4.4434 - acc: 0.0122
2368/10000 [======>.......................] - ETA: 7s - loss: 4.4445 - acc: 0.0118
2880/10000 [=======>......................] - ETA: 5s - loss: 4.4436 - acc: 0.0125
3584/10000 [=========>....................] - ETA: 4s - loss: 4.4410 - acc: 0.0114
4096/10000 [===========>..................] - ETA: 3s - loss: 4.4410 - acc: 0.0110
4736/10000 [=============>................] - ETA: 2s - loss: 4.4362 - acc: 0.0120
5248/10000 [==============>...............] - ETA: 2s - loss: 4.4338 - acc: 0.0128
5888/10000 [================>.............] - ETA: 1s - loss: 4.4318 - acc: 0.0138
6528/10000 [==================>...........] - ETA: 1s - loss: 4.4304 - acc: 0.0141
7168/10000 [====================>.........] - ETA: 1s - loss: 4.4285 - acc: 0.0142
7680/10000 [======================>.......] - ETA: 0s - loss: 4.4260 - acc: 0.0142
8192/10000 [=======================>......] - ETA: 0s - loss: 4.4236 - acc: 0.0146
8832/10000 [=========================>....] - ETA: 0s - loss: 4.4232 - acc: 0.0147
9344/10000 [===========================>..] - ETA: 0s - loss: 4.4228 - acc: 0.0149
9984/10000 [============================>.] - ETA: 0s - loss: 4.4211 - acc: 0.0149
10000/10000 [==============================] - 4s 384us/step - loss: 4.4209 - acc: 0.0149 - val_loss: 4.3770 - val_acc: 0.0220
Epoch 2/100
64/10000 [..............................] - ETA: 0s - loss: 4.3888 - acc: 0.0156
512/10000 [>.............................] - ETA: 0s - loss: 4.4012 - acc: 0.0156
1088/10000 [==>...........................] - ETA: 0s - loss: 4.3916 - acc: 0.0156
1664/10000 [===>..........................] - ETA: 0s - loss: 4.3879 - acc: 0.0162
2240/10000 [=====>........................] - ETA: 0s - loss: 4.3833 - acc: 0.0179
2816/10000 [=======>......................] - ETA: 0s - loss: 4.3832 - acc: 0.0178
3328/10000 [========>.....................] - ETA: 0s - loss: 4.3818 - acc: 0.0180
3968/10000 [==========>...................] - ETA: 0s - loss: 4.3830 - acc: 0.0189
4480/10000 [============>.................] - ETA: 0s - loss: 4.3834 - acc: 0.0187
5056/10000 [==============>...............] - ETA: 0s - loss: 4.3853 - acc: 0.0174
5568/10000 [===============>..............] - ETA: 0s - loss: 4.3855 - acc: 0.0171
6208/10000 [=================>............] - ETA: 0s - loss: 4.3840 - acc: 0.0169
6720/10000 [===================>..........] - ETA: 0s - loss: 4.3832 - acc: 0.0171
7360/10000 [=====================>........] - ETA: 0s - loss: 4.3825 - acc: 0.0168
7872/10000 [======================>.......] - ETA: 0s - loss: 4.3819 - acc: 0.0166
8384/10000 [========================>.....] - ETA: 0s - loss: 4.3805 - acc: 0.0173
9024/10000 [==========================>...] - ETA: 0s - loss: 4.3801 - acc: 0.0177
9600/10000 [===========================>..] - ETA: 0s - loss: 4.3802 - acc: 0.0173
10000/10000 [==============================] - 2s 181us/step - loss: 4.3797 - acc: 0.0171 - val_loss: 4.3638 - val_acc: 0.0232
Epoch 3/100
64/10000 [..............................] - ETA: 1s - loss: 4.3803 - acc: 0.0000e+00
576/10000 [>.............................] - ETA: 0s - loss: 4.3781 - acc: 0.0139
1152/10000 [==>...........................] - ETA: 0s - loss: 4.3703 - acc: 0.0156
1792/10000 [====>.........................] - ETA: 0s - loss: 4.3674 - acc: 0.0167
2304/10000 [=====>........................] - ETA: 0s - loss: 4.3660 - acc: 0.0152
2816/10000 [=======>......................] - ETA: 0s - loss: 4.3646 - acc: 0.0170
3328/10000 [========>.....................] - ETA: 0s - loss: 4.3660 - acc: 0.0189
3904/10000 [==========>...................] - ETA: 0s - loss: 4.3643 - acc: 0.0184
4480/10000 [============>.................] - ETA: 0s - loss: 4.3672 - acc: 0.0190
5120/10000 [==============>...............] - ETA: 0s - loss: 4.3652 - acc: 0.0195
5760/10000 [================>.............] - ETA: 0s - loss: 4.3654 - acc: 0.0182
6272/10000 [=================>............] - ETA: 0s - loss: 4.3667 - acc: 0.0179
6912/10000 [===================>..........] - ETA: 0s - loss: 4.3663 - acc: 0.0181
7424/10000 [=====================>........] - ETA: 0s - loss: 4.3654 - acc: 0.0186
8000/10000 [=======================>......] - ETA: 0s - loss: 4.3661 - acc: 0.0186
8640/10000 [========================>.....] - ETA: 0s - loss: 4.3643 - acc: 0.0191
9152/10000 [==========================>...] - ETA: 0s - loss: 4.3644 - acc: 0.0194
9728/10000 [============================>.] - ETA: 0s - loss: 4.3640 - acc: 0.0194
10000/10000 [==============================] - 2s 182us/step - loss: 4.3637 - acc: 0.0200 - val_loss: 4.3523 - val_acc: 0.0244
Epoch 4/100
64/10000 [..............................] - ETA: 1s - loss: 4.3473 - acc: 0.0156
704/10000 [=>............................] - ETA: 0s - loss: 4.3643 - acc: 0.0312
1344/10000 [===>..........................] - ETA: 0s - loss: 4.3571 - acc: 0.0260
1920/10000 [====>.........................] - ETA: 0s - loss: 4.3578 - acc: 0.0271
2496/10000 [======>.......................] - ETA: 0s - loss: 4.3564 - acc: 0.0272
3136/10000 [========>.....................] - ETA: 0s - loss: 4.3546 - acc: 0.0261
3712/10000 [==========>...................] - ETA: 0s - loss: 4.3540 - acc: 0.0261
4352/10000 [============>.................] - ETA: 0s - loss: 4.3544 - acc: 0.0239
4864/10000 [=============>................] - ETA: 0s - loss: 4.3532 - acc: 0.0243
5376/10000 [===============>..............] - ETA: 0s - loss: 4.3508 - acc: 0.0236
5888/10000 [================>.............] - ETA: 0s - loss: 4.3505 - acc: 0.0236
6400/10000 [==================>...........] - ETA: 0s - loss: 4.3499 - acc: 0.0233
7040/10000 [====================>.........] - ETA: 0s - loss: 4.3500 - acc: 0.0232
7552/10000 [=====================>........] - ETA: 0s - loss: 4.3485 - acc: 0.0225
8064/10000 [=======================>......] - ETA: 0s - loss: 4.3486 - acc: 0.0227
8704/10000 [=========================>....] - ETA: 0s - loss: 4.3479 - acc: 0.0230
9216/10000 [==========================>...] - ETA: 0s - loss: 4.3486 - acc: 0.0229
9856/10000 [============================>.] - ETA: 0s - loss: 4.3468 - acc: 0.0234
10000/10000 [==============================] - 2s 180us/step - loss: 4.3468 - acc: 0.0231 - val_loss: 4.3397 - val_acc: 0.0248
Epoch 5/100
64/10000 [..............................] - ETA: 0s - loss: 4.3470 - acc: 0.0312
576/10000 [>.............................] - ETA: 0s - loss: 4.3398 - acc: 0.0139
1088/10000 [==>...........................] - ETA: 0s - loss: 4.3342 - acc: 0.0230
1728/10000 [====>.........................] - ETA: 0s - loss: 4.3427 - acc: 0.0214
2240/10000 [=====>........................] - ETA: 0s - loss: 4.3358 - acc: 0.0210
2880/10000 [=======>......................] - ETA: 0s - loss: 4.3339 - acc: 0.0215
3392/10000 [=========>....................] - ETA: 0s - loss: 4.3352 - acc: 0.0203
4032/10000 [===========>..................] - ETA: 0s - loss: 4.3356 - acc: 0.0223
4544/10000 [============>.................] - ETA: 0s - loss: 4.3360 - acc: 0.0227
5184/10000 [==============>...............] - ETA: 0s - loss: 4.3365 - acc: 0.0218
5760/10000 [================>.............] - ETA: 0s - loss: 4.3372 - acc: 0.0215
6400/10000 [==================>...........] - ETA: 0s - loss: 4.3389 - acc: 0.0219
6912/10000 [===================>..........] - ETA: 0s - loss: 4.3382 - acc: 0.0211
7424/10000 [=====================>........] - ETA: 0s - loss: 4.3374 - acc: 0.0224
7936/10000 [======================>.......] - ETA: 0s - loss: 4.3383 - acc: 0.0221
8512/10000 [========================>.....] - ETA: 0s - loss: 4.3384 - acc: 0.0216
9024/10000 [==========================>...] - ETA: 0s - loss: 4.3387 - acc: 0.0222
9664/10000 [===========================>..] - ETA: 0s - loss: 4.3383 - acc: 0.0219
10000/10000 [==============================] - 2s 180us/step - loss: 4.3378 - acc: 0.0219 - val_loss: 4.3281 - val_acc: 0.0249
Epoch 6/100
64/10000 [..............................] - ETA: 0s - loss: 4.3170 - acc: 0.0156
512/10000 [>.............................] - ETA: 0s - loss: 4.3132 - acc: 0.0176
1088/10000 [==>...........................] - ETA: 0s - loss: 4.3163 - acc: 0.0193
1664/10000 [===>..........................] - ETA: 0s - loss: 4.3156 - acc: 0.0186
2176/10000 [=====>........................] - ETA: 0s - loss: 4.3200 - acc: 0.0216
2816/10000 [=======>......................] - ETA: 0s - loss: 4.3235 - acc: 0.0220
3328/10000 [========>.....................] - ETA: 0s - loss: 4.3216 - acc: 0.0222
3968/10000 [==========>...................] - ETA: 0s - loss: 4.3236 - acc: 0.0219
4480/10000 [============>.................] - ETA: 0s - loss: 4.3270 - acc: 0.0212
5056/10000 [==============>...............] - ETA: 0s - loss: 4.3278 - acc: 0.0212
5568/10000 [===============>..............] - ETA: 0s - loss: 4.3283 - acc: 0.0212
6208/10000 [=================>............] - ETA: 0s - loss: 4.3280 - acc: 0.0208
6720/10000 [===================>..........] - ETA: 0s - loss: 4.3276 - acc: 0.0213
7360/10000 [=====================>........] - ETA: 0s - loss: 4.3264 - acc: 0.0215
7872/10000 [======================>.......] - ETA: 0s - loss: 4.3274 - acc: 0.0205
8512/10000 [========================>.....] - ETA: 0s - loss: 4.3271 - acc: 0.0213
9088/10000 [==========================>...] - ETA: 0s - loss: 4.3255 - acc: 0.0206
9600/10000 [===========================>..] - ETA: 0s - loss: 4.3265 - acc: 0.0203
10000/10000 [==============================] - 2s 181us/step - loss: 4.3247 - acc: 0.0204 - val_loss: 4.3164 - val_acc: 0.0253
Epoch 7/100
64/10000 [..............................] - ETA: 0s - loss: 4.3286 - acc: 0.0000e+00
512/10000 [>.............................] - ETA: 0s - loss: 4.3225 - acc: 0.0195
1024/10000 [==>...........................] - ETA: 0s - loss: 4.3203 - acc: 0.0195
1472/10000 [===>..........................] - ETA: 0s - loss: 4.3180 - acc: 0.0231
1984/10000 [====>.........................] - ETA: 0s - loss: 4.3183 - acc: 0.0242
2560/10000 [======>.......................] - ETA: 0s - loss: 4.3190 - acc: 0.0242
3136/10000 [========>.....................] - ETA: 0s - loss: 4.3145 - acc: 0.0274
3648/10000 [=========>....................] - ETA: 0s - loss: 4.3167 - acc: 0.0258
4288/10000 [===========>..................] - ETA: 0s - loss: 4.3144 - acc: 0.0259
4864/10000 [=============>................] - ETA: 0s - loss: 4.3141 - acc: 0.0261
5440/10000 [===============>..............] - ETA: 0s - loss: 4.3159 - acc: 0.0239
6016/10000 [=================>............] - ETA: 0s - loss: 4.3161 - acc: 0.0243
6592/10000 [==================>...........] - ETA: 0s - loss: 4.3155 - acc: 0.0235
7104/10000 [====================>.........] - ETA: 0s - loss: 4.3156 - acc: 0.0227
7744/10000 [======================>.......] - ETA: 0s - loss: 4.3153 - acc: 0.0229
8256/10000 [=======================>......] - ETA: 0s - loss: 4.3171 - acc: 0.0228
8896/10000 [=========================>....] - ETA: 0s - loss: 4.3166 - acc: 0.0229
9536/10000 [===========================>..] - ETA: 0s - loss: 4.3151 - acc: 0.0236
10000/10000 [==============================] - 2s 181us/step - loss: 4.3152 - acc: 0.0235 - val_loss: 4.3066 - val_acc: 0.0247
Epoch 8/100
64/10000 [..............................] - ETA: 1s - loss: 4.2927 - acc: 0.0156
576/10000 [>.............................] - ETA: 0s - loss: 4.3124 - acc: 0.0156
1088/10000 [==>...........................] - ETA: 0s - loss: 4.3029 - acc: 0.0211
1664/10000 [===>..........................] - ETA: 0s - loss: 4.3114 - acc: 0.0204
2176/10000 [=====>........................] - ETA: 0s - loss: 4.3112 - acc: 0.0193
2688/10000 [=======>......................] - ETA: 0s - loss: 4.3157 - acc: 0.0216
3264/10000 [========>.....................] - ETA: 0s - loss: 4.3183 - acc: 0.0205
3712/10000 [==========>...................] - ETA: 0s - loss: 4.3173 - acc: 0.0202
4224/10000 [===========>..................] - ETA: 0s - loss: 4.3158 - acc: 0.0211
4800/10000 [=============>................] - ETA: 0s - loss: 4.3135 - acc: 0.0215
5312/10000 [==============>...............] - ETA: 0s - loss: 4.3133 - acc: 0.0215
5824/10000 [================>.............] - ETA: 0s - loss: 4.3138 - acc: 0.0218
6336/10000 [==================>...........] - ETA: 0s - loss: 4.3152 - acc: 0.0210
6976/10000 [===================>..........] - ETA: 0s - loss: 4.3151 - acc: 0.0208
7616/10000 [=====================>........] - ETA: 0s - loss: 4.3151 - acc: 0.0206
8128/10000 [=======================>......] - ETA: 0s - loss: 4.3131 - acc: 0.0213
8704/10000 [=========================>....] - ETA: 0s - loss: 4.3118 - acc: 0.0217
9216/10000 [==========================>...] - ETA: 0s - loss: 4.3125 - acc: 0.0216
9856/10000 [============================>.] - ETA: 0s - loss: 4.3117 - acc: 0.0220
10000/10000 [==============================] - 2s 183us/step - loss: 4.3114 - acc: 0.0220 - val_loss: 4.2996 - val_acc: 0.0252
Epoch 9/100
64/10000 [..............................] - ETA: 0s - loss: 4.3115 - acc: 0.0312
576/10000 [>.............................] - ETA: 0s - loss: 4.2847 - acc: 0.0312
1088/10000 [==>...........................] - ETA: 0s - loss: 4.2963 - acc: 0.0285
1728/10000 [====>.........................] - ETA: 0s - loss: 4.3009 - acc: 0.0255
2240/10000 [=====>........................] - ETA: 0s - loss: 4.3019 - acc: 0.0250
2816/10000 [=======>......................] - ETA: 0s - loss: 4.2996 - acc: 0.0270
3328/10000 [========>.....................] - ETA: 0s - loss: 4.3034 - acc: 0.0255
3904/10000 [==========>...................] - ETA: 0s - loss: 4.3050 - acc: 0.0241
4416/10000 [============>.................] - ETA: 0s - loss: 4.3045 - acc: 0.0247
4992/10000 [=============>................] - ETA: 0s - loss: 4.3036 - acc: 0.0250
5568/10000 [===============>..............] - ETA: 0s - loss: 4.3041 - acc: 0.0248
6080/10000 [=================>............] - ETA: 0s - loss: 4.3035 - acc: 0.0257
6720/10000 [===================>..........] - ETA: 0s - loss: 4.3042 - acc: 0.0256
7232/10000 [====================>.........] - ETA: 0s - loss: 4.3053 - acc: 0.0256
7872/10000 [======================>.......] - ETA: 0s - loss: 4.3052 - acc: 0.0254
8384/10000 [========================>.....] - ETA: 0s - loss: 4.3034 - acc: 0.0259
9024/10000 [==========================>...] - ETA: 0s - loss: 4.3001 - acc: 0.0262
9600/10000 [===========================>..] - ETA: 0s - loss: 4.3007 - acc: 0.0259
10000/10000 [==============================] - 2s 181us/step - loss: 4.3004 - acc: 0.0256 - val_loss: 4.2920 - val_acc: 0.0245
Epoch 10/100
64/10000 [..............................] - ETA: 1s - loss: 4.3333 - acc: 0.0312
576/10000 [>.............................] - ETA: 0s - loss: 4.3113 - acc: 0.0191
1088/10000 [==>...........................] - ETA: 0s - loss: 4.3045 - acc: 0.0230
1728/10000 [====>.........................] - ETA: 0s - loss: 4.2966 - acc: 0.0226
2240/10000 [=====>........................] - ETA: 0s - loss: 4.2945 - acc: 0.0246
2880/10000 [=======>......................] - ETA: 0s - loss: 4.2942 - acc: 0.0247
3392/10000 [=========>....................] - ETA: 0s - loss: 4.2985 - acc: 0.0242
4032/10000 [===========>..................] - ETA: 0s - loss: 4.3022 - acc: 0.0238
4608/10000 [============>.................] - ETA: 0s - loss: 4.3044 - acc: 0.0217
5248/10000 [==============>...............] - ETA: 0s - loss: 4.3048 - acc: 0.0219
5760/10000 [================>.............] - ETA: 0s - loss: 4.3050 - acc: 0.0233
6272/10000 [=================>............] - ETA: 0s - loss: 4.3018 - acc: 0.0230
6848/10000 [===================>..........] - ETA: 0s - loss: 4.3030 - acc: 0.0228
7360/10000 [=====================>........] - ETA: 0s - loss: 4.3030 - acc: 0.0230
7872/10000 [======================>.......] - ETA: 0s - loss: 4.3027 - acc: 0.0232
8384/10000 [========================>.....] - ETA: 0s - loss: 4.3027 - acc: 0.0231
9024/10000 [==========================>...] - ETA: 0s - loss: 4.3022 - acc: 0.0234
9536/10000 [===========================>..] - ETA: 0s - loss: 4.3009 - acc: 0.0238
10000/10000 [==============================] - 2s 183us/step - loss: 4.3005 - acc: 0.0243 - val_loss: 4.2869 - val_acc: 0.0244
Epoch 11/100
64/10000 [..............................] - ETA: 0s - loss: 4.3210 - acc: 0.0312
640/10000 [>.............................] - ETA: 0s - loss: 4.3004 - acc: 0.0219
1152/10000 [==>...........................] - ETA: 0s - loss: 4.2981 - acc: 0.0208
1792/10000 [====>.........................] - ETA: 0s - loss: 4.2917 - acc: 0.0212
2304/10000 [=====>........................] - ETA: 0s - loss: 4.2925 - acc: 0.0195
2944/10000 [=======>......................] - ETA: 0s - loss: 4.2988 - acc: 0.0194
3456/10000 [=========>....................] - ETA: 0s - loss: 4.2984 - acc: 0.0203
4096/10000 [===========>..................] - ETA: 0s - loss: 4.3025 - acc: 0.0212
4608/10000 [============>.................] - ETA: 0s - loss: 4.3008 - acc: 0.0219
5184/10000 [==============>...............] - ETA: 0s - loss: 4.2991 - acc: 0.0214
5696/10000 [================>.............] - ETA: 0s - loss: 4.3017 - acc: 0.0209
6336/10000 [==================>...........] - ETA: 0s - loss: 4.2990 - acc: 0.0221
6848/10000 [===================>..........] - ETA: 0s - loss: 4.3007 - acc: 0.0222
7424/10000 [=====================>........] - ETA: 0s - loss: 4.2992 - acc: 0.0216
8064/10000 [=======================>......] - ETA: 0s - loss: 4.3007 - acc: 0.0215
8576/10000 [========================>.....] - ETA: 0s - loss: 4.3000 - acc: 0.0217
9088/10000 [==========================>...] - ETA: 0s - loss: 4.2994 - acc: 0.0216
9728/10000 [============================>.] - ETA: 0s - loss: 4.2998 - acc: 0.0214
10000/10000 [==============================] - 2s 181us/step - loss: 4.3000 - acc: 0.0212 - val_loss: 4.2834 - val_acc: 0.0243
Epoch 12/100
64/10000 [..............................] - ETA: 1s - loss: 4.2667 - acc: 0.0469
576/10000 [>.............................] - ETA: 0s - loss: 4.2903 - acc: 0.0226
1216/10000 [==>...........................] - ETA: 0s - loss: 4.2834 - acc: 0.0206
1728/10000 [====>.........................] - ETA: 0s - loss: 4.2829 - acc: 0.0237
2368/10000 [======>.......................] - ETA: 0s - loss: 4.2793 - acc: 0.0224
2880/10000 [=======>......................] - ETA: 0s - loss: 4.2839 - acc: 0.0212
3520/10000 [=========>....................] - ETA: 0s - loss: 4.2864 - acc: 0.0207
4032/10000 [===========>..................] - ETA: 0s - loss: 4.2842 - acc: 0.0216
4672/10000 [=============>................] - ETA: 0s - loss: 4.2845 - acc: 0.0216
5184/10000 [==============>...............] - ETA: 0s - loss: 4.2861 - acc: 0.0216
5760/10000 [================>.............] - ETA: 0s - loss: 4.2854 - acc: 0.0215
6336/10000 [==================>...........] - ETA: 0s - loss: 4.2843 - acc: 0.0210
6976/10000 [===================>..........] - ETA: 0s - loss: 4.2863 - acc: 0.0212
7488/10000 [=====================>........] - ETA: 0s - loss: 4.2863 - acc: 0.0214
8128/10000 [=======================>......] - ETA: 0s - loss: 4.2876 - acc: 0.0209
8704/10000 [=========================>....] - ETA: 0s - loss: 4.2885 - acc: 0.0208
9280/10000 [==========================>...] - ETA: 0s - loss: 4.2870 - acc: 0.0216
9792/10000 [============================>.] - ETA: 0s - loss: 4.2871 - acc: 0.0219
10000/10000 [==============================] - 2s 180us/step - loss: 4.2865 - acc: 0.0218 - val_loss: 4.2785 - val_acc: 0.0241
Epoch 13/100
64/10000 [..............................] - ETA: 1s - loss: 4.3101 - acc: 0.0000e+00
640/10000 [>.............................] - ETA: 0s - loss: 4.2813 - acc: 0.0172
1280/10000 [==>...........................] - ETA: 0s - loss: 4.2685 - acc: 0.0187
1728/10000 [====>.........................] - ETA: 0s - loss: 4.2694 - acc: 0.0168
2304/10000 [=====>........................] - ETA: 0s - loss: 4.2725 - acc: 0.0187
2944/10000 [=======>......................] - ETA: 0s - loss: 4.2745 - acc: 0.0197
3456/10000 [=========>....................] - ETA: 0s - loss: 4.2773 - acc: 0.0211
4096/10000 [===========>..................] - ETA: 0s - loss: 4.2800 - acc: 0.0208
4672/10000 [=============>................] - ETA: 0s - loss: 4.2841 - acc: 0.0214
5184/10000 [==============>...............] - ETA: 0s - loss: 4.2834 - acc: 0.0216
5696/10000 [================>.............] - ETA: 0s - loss: 4.2808 - acc: 0.0216
6336/10000 [==================>...........] - ETA: 0s - loss: 4.2813 - acc: 0.0210
6848/10000 [===================>..........] - ETA: 0s - loss: 4.2821 - acc: 0.0206
7488/10000 [=====================>........] - ETA: 0s - loss: 4.2834 - acc: 0.0216
8000/10000 [=======================>......] - ETA: 0s - loss: 4.2857 - acc: 0.0215
8640/10000 [========================>.....] - ETA: 0s - loss: 4.2847 - acc: 0.0215
9152/10000 [==========================>...] - ETA: 0s - loss: 4.2834 - acc: 0.0213
9728/10000 [============================>.] - ETA: 0s - loss: 4.2838 - acc: 0.0214
10000/10000 [==============================] - 2s 181us/step - loss: 4.2848 - acc: 0.0214 - val_loss: 4.2754 - val_acc: 0.0242
Epoch 14/100
64/10000 [..............................] - ETA: 1s - loss: 4.3148 - acc: 0.0312
704/10000 [=>............................] - ETA: 0s - loss: 4.2670 - acc: 0.0270
1216/10000 [==>...........................] - ETA: 0s - loss: 4.2804 - acc: 0.0247
1792/10000 [====>.........................] - ETA: 0s - loss: 4.2723 - acc: 0.0240
2368/10000 [======>.......................] - ETA: 0s - loss: 4.2698 - acc: 0.0249
2944/10000 [=======>......................] - ETA: 0s - loss: 4.2670 - acc: 0.0255
3456/10000 [=========>....................] - ETA: 0s - loss: 4.2689 - acc: 0.0237
3968/10000 [==========>...................] - ETA: 0s - loss: 4.2709 - acc: 0.0242
4544/10000 [============>.................] - ETA: 0s - loss: 4.2754 - acc: 0.0233
5120/10000 [==============>...............] - ETA: 0s - loss: 4.2742 - acc: 0.0223
5632/10000 [===============>..............] - ETA: 0s - loss: 4.2755 - acc: 0.0222
6272/10000 [=================>............] - ETA: 0s - loss: 4.2762 - acc: 0.0225
6848/10000 [===================>..........] - ETA: 0s - loss: 4.2747 - acc: 0.0225
7424/10000 [=====================>........] - ETA: 0s - loss: 4.2754 - acc: 0.0221
7936/10000 [======================>.......] - ETA: 0s - loss: 4.2762 - acc: 0.0224
8512/10000 [========================>.....] - ETA: 0s - loss: 4.2762 - acc: 0.0224
9152/10000 [==========================>...] - ETA: 0s - loss: 4.2767 - acc: 0.0229
9664/10000 [===========================>..] - ETA: 0s - loss: 4.2778 - acc: 0.0227
10000/10000 [==============================] - 2s 182us/step - loss: 4.2780 - acc: 0.0230 - val_loss: 4.2707 - val_acc: 0.0243
Epoch 15/100
64/10000 [..............................] - ETA: 1s - loss: 4.3720 - acc: 0.0156
576/10000 [>.............................] - ETA: 0s - loss: 4.2735 - acc: 0.0243
1088/10000 [==>...........................] - ETA: 0s - loss: 4.2746 - acc: 0.0239
1664/10000 [===>..........................] - ETA: 0s - loss: 4.2729 - acc: 0.0216
2304/10000 [=====>........................] - ETA: 0s - loss: 4.2771 - acc: 0.0208
2944/10000 [=======>......................] - ETA: 0s - loss: 4.2868 - acc: 0.0217
3456/10000 [=========>....................] - ETA: 0s - loss: 4.2859 - acc: 0.0223
3968/10000 [==========>...................] - ETA: 0s - loss: 4.2860 - acc: 0.0207
4608/10000 [============>.................] - ETA: 0s - loss: 4.2829 - acc: 0.0208
5120/10000 [==============>...............] - ETA: 0s - loss: 4.2794 - acc: 0.0213
5696/10000 [================>.............] - ETA: 0s - loss: 4.2779 - acc: 0.0218
6272/10000 [=================>............] - ETA: 0s - loss: 4.2762 - acc: 0.0210
6784/10000 [===================>..........] - ETA: 0s - loss: 4.2743 - acc: 0.0211
7296/10000 [====================>.........] - ETA: 0s - loss: 4.2725 - acc: 0.0222
7872/10000 [======================>.......] - ETA: 0s - loss: 4.2720 - acc: 0.0221
8384/10000 [========================>.....] - ETA: 0s - loss: 4.2733 - acc: 0.0221
9024/10000 [==========================>...] - ETA: 0s - loss: 4.2741 - acc: 0.0222
9536/10000 [===========================>..] - ETA: 0s - loss: 4.2760 - acc: 0.0220
10000/10000 [==============================] - 2s 182us/step - loss: 4.2750 - acc: 0.0223 - val_loss: 4.2669 - val_acc: 0.0240
Epoch 16/100
64/10000 [..............................] - ETA: 1s - loss: 4.3229 - acc: 0.0312
640/10000 [>.............................] - ETA: 0s - loss: 4.2541 - acc: 0.0250
1152/10000 [==>...........................] - ETA: 0s - loss: 4.2603 - acc: 0.0234
1792/10000 [====>.........................] - ETA: 0s - loss: 4.2568 - acc: 0.0223
2304/10000 [=====>........................] - ETA: 0s - loss: 4.2535 - acc: 0.0243
2880/10000 [=======>......................] - ETA: 0s - loss: 4.2608 - acc: 0.0222
3392/10000 [=========>....................] - ETA: 0s - loss: 4.2631 - acc: 0.0218
4096/10000 [===========>..................] - ETA: 0s - loss: 4.2632 - acc: 0.0220
4736/10000 [=============>................] - ETA: 0s - loss: 4.2667 - acc: 0.0215
5248/10000 [==============>...............] - ETA: 0s - loss: 4.2657 - acc: 0.0225
5760/10000 [================>.............] - ETA: 0s - loss: 4.2669 - acc: 0.0231
6400/10000 [==================>...........] - ETA: 0s - loss: 4.2659 - acc: 0.0241
6976/10000 [===================>..........] - ETA: 0s - loss: 4.2670 - acc: 0.0238
7488/10000 [=====================>........] - ETA: 0s - loss: 4.2693 - acc: 0.0232
8064/10000 [=======================>......] - ETA: 0s - loss: 4.2693 - acc: 0.0237
8704/10000 [=========================>....] - ETA: 0s - loss: 4.2682 - acc: 0.0233
9152/10000 [==========================>...] - ETA: 0s - loss: 4.2691 - acc: 0.0226
9792/10000 [============================>.] - ETA: 0s - loss: 4.2697 - acc: 0.0222
10000/10000 [==============================] - 2s 181us/step - loss: 4.2695 - acc: 0.0222 - val_loss: 4.2635 - val_acc: 0.0237
Epoch 17/100
64/10000 [..............................] - ETA: 1s - loss: 4.2361 - acc: 0.0312
640/10000 [>.............................] - ETA: 1s - loss: 4.2555 - acc: 0.0328
1152/10000 [==>...........................] - ETA: 0s - loss: 4.2670 - acc: 0.0269
1792/10000 [====>.........................] - ETA: 0s - loss: 4.2749 - acc: 0.0251
2304/10000 [=====>........................] - ETA: 0s - loss: 4.2727 - acc: 0.0243
2944/10000 [=======>......................] - ETA: 0s - loss: 4.2679 - acc: 0.0241
3456/10000 [=========>....................] - ETA: 0s - loss: 4.2669 - acc: 0.0252
4160/10000 [===========>..................] - ETA: 0s - loss: 4.2664 - acc: 0.0243
4672/10000 [=============>................] - ETA: 0s - loss: 4.2691 - acc: 0.0242
5312/10000 [==============>...............] - ETA: 0s - loss: 4.2689 - acc: 0.0237
5952/10000 [================>.............] - ETA: 0s - loss: 4.2690 - acc: 0.0228
6464/10000 [==================>...........] - ETA: 0s - loss: 4.2689 - acc: 0.0231
7104/10000 [====================>.........] - ETA: 0s - loss: 4.2664 - acc: 0.0228
7616/10000 [=====================>........] - ETA: 0s - loss: 4.2678 - acc: 0.0225
8128/10000 [=======================>......] - ETA: 0s - loss: 4.2681 - acc: 0.0228
8768/10000 [=========================>....] - ETA: 0s - loss: 4.2699 - acc: 0.0224
9344/10000 [===========================>..] - ETA: 0s - loss: 4.2689 - acc: 0.0223
9984/10000 [============================>.] - ETA: 0s - loss: 4.2702 - acc: 0.0219
10000/10000 [==============================] - 2s 181us/step - loss: 4.2701 - acc: 0.0219 - val_loss: 4.2616 - val_acc: 0.0239
Epoch 18/100
64/10000 [..............................] - ETA: 0s - loss: 4.3439 - acc: 0.0156
640/10000 [>.............................] - ETA: 0s - loss: 4.2858 - acc: 0.0141
1152/10000 [==>...........................] - ETA: 0s - loss: 4.2673 - acc: 0.0165
1664/10000 [===>..........................] - ETA: 0s - loss: 4.2600 - acc: 0.0204
2304/10000 [=====>........................] - ETA: 0s - loss: 4.2574 - acc: 0.0226
2816/10000 [=======>......................] - ETA: 0s - loss: 4.2503 - acc: 0.0231
3456/10000 [=========>....................] - ETA: 0s - loss: 4.2579 - acc: 0.0234
4096/10000 [===========>..................] - ETA: 0s - loss: 4.2616 - acc: 0.0237
4608/10000 [============>.................] - ETA: 0s - loss: 4.2625 - acc: 0.0250
5184/10000 [==============>...............] - ETA: 0s - loss: 4.2668 - acc: 0.0247
5824/10000 [================>.............] - ETA: 0s - loss: 4.2669 - acc: 0.0240
6336/10000 [==================>...........] - ETA: 0s - loss: 4.2652 - acc: 0.0240
6976/10000 [===================>..........] - ETA: 0s - loss: 4.2645 - acc: 0.0232
7488/10000 [=====================>........] - ETA: 0s - loss: 4.2665 - acc: 0.0230
8000/10000 [=======================>......] - ETA: 0s - loss: 4.2665 - acc: 0.0232
8640/10000 [========================>.....] - ETA: 0s - loss: 4.2659 - acc: 0.0235
9152/10000 [==========================>...] - ETA: 0s - loss: 4.2648 - acc: 0.0238
9728/10000 [============================>.] - ETA: 0s - loss: 4.2654 - acc: 0.0232
10000/10000 [==============================] - 2s 181us/step - loss: 4.2657 - acc: 0.0233 - val_loss: 4.2588 - val_acc: 0.0233
Epoch 19/100
64/10000 [..............................] - ETA: 0s - loss: 4.2608 - acc: 0.0312
512/10000 [>.............................] - ETA: 0s - loss: 4.2652 - acc: 0.0215
1024/10000 [==>...........................] - ETA: 0s - loss: 4.2691 - acc: 0.0176
1600/10000 [===>..........................] - ETA: 0s - loss: 4.2725 - acc: 0.0225
2112/10000 [=====>........................] - ETA: 0s - loss: 4.2767 - acc: 0.0213
2624/10000 [======>.......................] - ETA: 0s - loss: 4.2741 - acc: 0.0210
3200/10000 [========>.....................] - ETA: 0s - loss: 4.2673 - acc: 0.0203
3776/10000 [==========>...................] - ETA: 0s - loss: 4.2654 - acc: 0.0207
4352/10000 [============>.................] - ETA: 0s - loss: 4.2630 - acc: 0.0211
4928/10000 [=============>................] - ETA: 0s - loss: 4.2647 - acc: 0.0225
5504/10000 [===============>..............] - ETA: 0s - loss: 4.2620 - acc: 0.0222
6016/10000 [=================>............] - ETA: 0s - loss: 4.2630 - acc: 0.0223
6656/10000 [==================>...........] - ETA: 0s - loss: 4.2640 - acc: 0.0216
7168/10000 [====================>.........] - ETA: 0s - loss: 4.2661 - acc: 0.0212
7744/10000 [======================>.......] - ETA: 0s - loss: 4.2659 - acc: 0.0214
8256/10000 [=======================>......] - ETA: 0s - loss: 4.2663 - acc: 0.0213
8896/10000 [=========================>....] - ETA: 0s - loss: 4.2640 - acc: 0.0217
9536/10000 [===========================>..] - ETA: 0s - loss: 4.2638 - acc: 0.0222
10000/10000 [==============================] - 2s 182us/step - loss: 4.2648 - acc: 0.0226 - val_loss: 4.2571 - val_acc: 0.0237
Epoch 20/100
64/10000 [..............................] - ETA: 0s - loss: 4.2484 - acc: 0.0469
640/10000 [>.............................] - ETA: 0s - loss: 4.2610 - acc: 0.0250
1152/10000 [==>...........................] - ETA: 0s - loss: 4.2694 - acc: 0.0243
1792/10000 [====>.........................] - ETA: 0s - loss: 4.2769 - acc: 0.0251
2304/10000 [=====>........................] - ETA: 0s - loss: 4.2762 - acc: 0.0213
2880/10000 [=======>......................] - ETA: 0s - loss: 4.2766 - acc: 0.0226
3520/10000 [=========>....................] - ETA: 0s - loss: 4.2749 - acc: 0.0236
4032/10000 [===========>..................] - ETA: 0s - loss: 4.2743 - acc: 0.0248
4672/10000 [=============>................] - ETA: 0s - loss: 4.2721 - acc: 0.0246
5184/10000 [==============>...............] - ETA: 0s - loss: 4.2729 - acc: 0.0239
5696/10000 [================>.............] - ETA: 0s - loss: 4.2726 - acc: 0.0241
6208/10000 [=================>............] - ETA: 0s - loss: 4.2727 - acc: 0.0245
6848/10000 [===================>..........] - ETA: 0s - loss: 4.2686 - acc: 0.0239
7360/10000 [=====================>........] - ETA: 0s - loss: 4.2672 - acc: 0.0242
7872/10000 [======================>.......] - ETA: 0s - loss: 4.2679 - acc: 0.0238
8512/10000 [========================>.....] - ETA: 0s - loss: 4.2654 - acc: 0.0236
9024/10000 [==========================>...] - ETA: 0s - loss: 4.2624 - acc: 0.0238
9600/10000 [===========================>..] - ETA: 0s - loss: 4.2618 - acc: 0.0243
10000/10000 [==============================] - 2s 182us/step - loss: 4.2620 - acc: 0.0239 - val_loss: 4.2542 - val_acc: 0.0249
Epoch 21/100
64/10000 [..............................] - ETA: 1s - loss: 4.3195 - acc: 0.0000e+00
640/10000 [>.............................] - ETA: 1s - loss: 4.2637 - acc: 0.0172
1152/10000 [==>...........................] - ETA: 0s - loss: 4.2672 - acc: 0.0191
1664/10000 [===>..........................] - ETA: 0s - loss: 4.2685 - acc: 0.0192
2304/10000 [=====>........................] - ETA: 0s - loss: 4.2661 - acc: 0.0208
2944/10000 [=======>......................] - ETA: 0s - loss: 4.2665 - acc: 0.0224
3456/10000 [=========>....................] - ETA: 0s - loss: 4.2631 - acc: 0.0223
4032/10000 [===========>..................] - ETA: 0s - loss: 4.2650 - acc: 0.0216
4544/10000 [============>.................] - ETA: 0s - loss: 4.2647 - acc: 0.0220
5184/10000 [==============>...............] - ETA: 0s - loss: 4.2609 - acc: 0.0224
5696/10000 [================>.............] - ETA: 0s - loss: 4.2586 - acc: 0.0221
6272/10000 [=================>............] - ETA: 0s - loss: 4.2582 - acc: 0.0226
6912/10000 [===================>..........] - ETA: 0s - loss: 4.2563 - acc: 0.0231
7488/10000 [=====================>........] - ETA: 0s - loss: 4.2584 - acc: 0.0224
8128/10000 [=======================>......] - ETA: 0s - loss: 4.2589 - acc: 0.0231
8640/10000 [========================>.....] - ETA: 0s - loss: 4.2592 - acc: 0.0236
9152/10000 [==========================>...] - ETA: 0s - loss: 4.2596 - acc: 0.0245
9792/10000 [============================>.] - ETA: 0s - loss: 4.2591 - acc: 0.0244
10000/10000 [==============================] - 2s 183us/step - loss: 4.2589 - acc: 0.0247 - val_loss: 4.2524 - val_acc: 0.0254
Epoch 22/100
64/10000 [..............................] - ETA: 0s - loss: 4.1877 - acc: 0.0156
512/10000 [>.............................] - ETA: 0s - loss: 4.2588 - acc: 0.0234
1024/10000 [==>...........................] - ETA: 0s - loss: 4.2533 - acc: 0.0225
1664/10000 [===>..........................] - ETA: 0s - loss: 4.2436 - acc: 0.0264
2304/10000 [=====>........................] - ETA: 0s - loss: 4.2417 - acc: 0.0299
2816/10000 [=======>......................] - ETA: 0s - loss: 4.2395 - acc: 0.0291
3392/10000 [=========>....................] - ETA: 0s - loss: 4.2455 - acc: 0.0274
3968/10000 [==========>...................] - ETA: 0s - loss: 4.2461 - acc: 0.0260
4544/10000 [============>.................] - ETA: 0s - loss: 4.2484 - acc: 0.0244
5120/10000 [==============>...............] - ETA: 0s - loss: 4.2462 - acc: 0.0244
5632/10000 [===============>..............] - ETA: 0s - loss: 4.2504 - acc: 0.0238
6144/10000 [=================>............] - ETA: 0s - loss: 4.2516 - acc: 0.0233
6656/10000 [==================>...........] - ETA: 0s - loss: 4.2519 - acc: 0.0233
7296/10000 [====================>.........] - ETA: 0s - loss: 4.2514 - acc: 0.0233
7808/10000 [======================>.......] - ETA: 0s - loss: 4.2520 - acc: 0.0231
8384/10000 [========================>.....] - ETA: 0s - loss: 4.2516 - acc: 0.0228
8960/10000 [=========================>....] - ETA: 0s - loss: 4.2530 - acc: 0.0224
9472/10000 [===========================>..] - ETA: 0s - loss: 4.2551 - acc: 0.0223
10000/10000 [==============================] - 2s 180us/step - loss: 4.2551 - acc: 0.0229 - val_loss: 4.2507 - val_acc: 0.0252
Epoch 23/100
64/10000 [..............................] - ETA: 1s - loss: 4.1658 - acc: 0.0312
576/10000 [>.............................] - ETA: 1s - loss: 4.2434 - acc: 0.0312
1152/10000 [==>...........................] - ETA: 0s - loss: 4.2409 - acc: 0.0278
1728/10000 [====>.........................] - ETA: 0s - loss: 4.2449 - acc: 0.0278
2240/10000 [=====>........................] - ETA: 0s - loss: 4.2535 - acc: 0.0250
2880/10000 [=======>......................] - ETA: 0s - loss: 4.2496 - acc: 0.0264
3456/10000 [=========>....................] - ETA: 0s - loss: 4.2559 - acc: 0.0263
4032/10000 [===========>..................] - ETA: 0s - loss: 4.2569 - acc: 0.0270
4672/10000 [=============>................] - ETA: 0s - loss: 4.2556 - acc: 0.0274
5248/10000 [==============>...............] - ETA: 0s - loss: 4.2553 - acc: 0.0265
5760/10000 [================>.............] - ETA: 0s - loss: 4.2557 - acc: 0.0259
6272/10000 [=================>............] - ETA: 0s - loss: 4.2570 - acc: 0.0263
6784/10000 [===================>..........] - ETA: 0s - loss: 4.2586 - acc: 0.0261
7424/10000 [=====================>........] - ETA: 0s - loss: 4.2592 - acc: 0.0263
8064/10000 [=======================>......] - ETA: 0s - loss: 4.2593 - acc: 0.0258
8576/10000 [========================>.....] - ETA: 0s - loss: 4.2578 - acc: 0.0259
9216/10000 [==========================>...] - ETA: 0s - loss: 4.2567 - acc: 0.0257
9728/10000 [============================>.] - ETA: 0s - loss: 4.2556 - acc: 0.0257
10000/10000 [==============================] - 2s 181us/step - loss: 4.2551 - acc: 0.0257 - val_loss: 4.2485 - val_acc: 0.0247
Epoch 24/100
64/10000 [..............................] - ETA: 0s - loss: 4.2962 - acc: 0.0000e+00
512/10000 [>.............................] - ETA: 0s - loss: 4.2706 - acc: 0.0176
1024/10000 [==>...........................] - ETA: 0s - loss: 4.2698 - acc: 0.0205
1664/10000 [===>..........................] - ETA: 0s - loss: 4.2609 - acc: 0.0210
2176/10000 [=====>........................] - ETA: 0s - loss: 4.2593 - acc: 0.0211
2688/10000 [=======>......................] - ETA: 0s - loss: 4.2562 - acc: 0.0234
3200/10000 [========>.....................] - ETA: 0s - loss: 4.2552 - acc: 0.0222
3776/10000 [==========>...................] - ETA: 0s - loss: 4.2598 - acc: 0.0228
4352/10000 [============>.................] - ETA: 0s - loss: 4.2579 - acc: 0.0246
4864/10000 [=============>................] - ETA: 0s - loss: 4.2557 - acc: 0.0243
5376/10000 [===============>..............] - ETA: 0s - loss: 4.2563 - acc: 0.0244
5888/10000 [================>.............] - ETA: 0s - loss: 4.2538 - acc: 0.0239
6400/10000 [==================>...........] - ETA: 0s - loss: 4.2572 - acc: 0.0238
7040/10000 [====================>.........] - ETA: 0s - loss: 4.2581 - acc: 0.0234
7680/10000 [======================>.......] - ETA: 0s - loss: 4.2566 - acc: 0.0236
8256/10000 [=======================>......] - ETA: 0s - loss: 4.2546 - acc: 0.0243
8832/10000 [=========================>....] - ETA: 0s - loss: 4.2538 - acc: 0.0245
9408/10000 [===========================>..] - ETA: 0s - loss: 4.2533 - acc: 0.0249
10000/10000 [==============================] - 2s 182us/step - loss: 4.2531 - acc: 0.0247 - val_loss: 4.2468 - val_acc: 0.0249
Epoch 25/100
64/10000 [..............................] - ETA: 1s - loss: 4.3017 - acc: 0.0469
576/10000 [>.............................] - ETA: 0s - loss: 4.2432 - acc: 0.0226
1088/10000 [==>...........................] - ETA: 0s - loss: 4.2589 - acc: 0.0175
1664/10000 [===>..........................] - ETA: 0s - loss: 4.2528 - acc: 0.0192
2240/10000 [=====>........................] - ETA: 0s - loss: 4.2539 - acc: 0.0201
2816/10000 [=======>......................] - ETA: 0s - loss: 4.2629 - acc: 0.0195
3328/10000 [========>.....................] - ETA: 0s - loss: 4.2594 - acc: 0.0201
3904/10000 [==========>...................] - ETA: 0s - loss: 4.2556 - acc: 0.0202
4416/10000 [============>.................] - ETA: 0s - loss: 4.2554 - acc: 0.0199
4928/10000 [=============>................] - ETA: 0s - loss: 4.2525 - acc: 0.0207
5568/10000 [===============>..............] - ETA: 0s - loss: 4.2532 - acc: 0.0196
6080/10000 [=================>............] - ETA: 0s - loss: 4.2533 - acc: 0.0197
6656/10000 [==================>...........] - ETA: 0s - loss: 4.2516 - acc: 0.0204
7296/10000 [====================>.........] - ETA: 0s - loss: 4.2532 - acc: 0.0212
7808/10000 [======================>.......] - ETA: 0s - loss: 4.2537 - acc: 0.0218
8448/10000 [========================>.....] - ETA: 0s - loss: 4.2542 - acc: 0.0230
8896/10000 [=========================>....] - ETA: 0s - loss: 4.2523 - acc: 0.0226
9536/10000 [===========================>..] - ETA: 0s - loss: 4.2497 - acc: 0.0227
10000/10000 [==============================] - 2s 183us/step - loss: 4.2501 - acc: 0.0228 - val_loss: 4.2441 - val_acc: 0.0252
Epoch 26/100
64/10000 [..............................] - ETA: 0s - loss: 4.2091 - acc: 0.0469
512/10000 [>.............................] - ETA: 0s - loss: 4.2265 - acc: 0.0332
1088/10000 [==>...........................] - ETA: 0s - loss: 4.2360 - acc: 0.0267
1728/10000 [====>.........................] - ETA: 0s - loss: 4.2345 - acc: 0.0289
2240/10000 [=====>........................] - ETA: 0s - loss: 4.2358 - acc: 0.0281
2880/10000 [=======>......................] - ETA: 0s - loss: 4.2409 - acc: 0.0278
3392/10000 [=========>....................] - ETA: 0s - loss: 4.2440 - acc: 0.0286
4032/10000 [===========>..................] - ETA: 0s - loss: 4.2393 - acc: 0.0285
4544/10000 [============>.................] - ETA: 0s - loss: 4.2381 - acc: 0.0271
5120/10000 [==============>...............] - ETA: 0s - loss: 4.2417 - acc: 0.0260
5632/10000 [===============>..............] - ETA: 0s - loss: 4.2429 - acc: 0.0259
6144/10000 [=================>............] - ETA: 0s - loss: 4.2419 - acc: 0.0259
6784/10000 [===================>..........] - ETA: 0s - loss: 4.2421 - acc: 0.0258
7232/10000 [====================>.........] - ETA: 0s - loss: 4.2430 - acc: 0.0254
7872/10000 [======================>.......] - ETA: 0s - loss: 4.2454 - acc: 0.0253
8384/10000 [========================>.....] - ETA: 0s - loss: 4.2460 - acc: 0.0245
8960/10000 [=========================>....] - ETA: 0s - loss: 4.2456 - acc: 0.0241
9472/10000 [===========================>..] - ETA: 0s - loss: 4.2455 - acc: 0.0244
10000/10000 [==============================] - 2s 182us/step - loss: 4.2469 - acc: 0.0240 - val_loss: 4.2424 - val_acc: 0.0251
Epoch 27/100
64/10000 [..............................] - ETA: 1s - loss: 4.2619 - acc: 0.0312
704/10000 [=>............................] - ETA: 0s - loss: 4.2425 - acc: 0.0213
1216/10000 [==>...........................] - ETA: 0s - loss: 4.2428 - acc: 0.0189
1856/10000 [====>.........................] - ETA: 0s - loss: 4.2406 - acc: 0.0189
2432/10000 [======>.......................] - ETA: 0s - loss: 4.2327 - acc: 0.0214
3008/10000 [========>.....................] - ETA: 0s - loss: 4.2295 - acc: 0.0233
3584/10000 [=========>....................] - ETA: 0s - loss: 4.2375 - acc: 0.0223
4160/10000 [===========>..................] - ETA: 0s - loss: 4.2369 - acc: 0.0252
4672/10000 [=============>................] - ETA: 0s - loss: 4.2390 - acc: 0.0265
5312/10000 [==============>...............] - ETA: 0s - loss: 4.2435 - acc: 0.0267
5760/10000 [================>.............] - ETA: 0s - loss: 4.2416 - acc: 0.0267
6400/10000 [==================>...........] - ETA: 0s - loss: 4.2419 - acc: 0.0264
6912/10000 [===================>..........] - ETA: 0s - loss: 4.2433 - acc: 0.0271
7552/10000 [=====================>........] - ETA: 0s - loss: 4.2417 - acc: 0.0265
8064/10000 [=======================>......] - ETA: 0s - loss: 4.2437 - acc: 0.0259
8640/10000 [========================>.....] - ETA: 0s - loss: 4.2429 - acc: 0.0264
9280/10000 [==========================>...] - ETA: 0s - loss: 4.2445 - acc: 0.0258
9792/10000 [============================>.] - ETA: 0s - loss: 4.2460 - acc: 0.0261
10000/10000 [==============================] - 2s 181us/step - loss: 4.2460 - acc: 0.0260 - val_loss: 4.2407 - val_acc: 0.0252
Epoch 28/100
64/10000 [..............................] - ETA: 1s - loss: 4.1621 - acc: 0.0469
576/10000 [>.............................] - ETA: 0s - loss: 4.2315 - acc: 0.0330
1024/10000 [==>...........................] - ETA: 0s - loss: 4.2461 - acc: 0.0303
1664/10000 [===>..........................] - ETA: 0s - loss: 4.2456 - acc: 0.0276
2304/10000 [=====>........................] - ETA: 0s - loss: 4.2365 - acc: 0.0282
2816/10000 [=======>......................] - ETA: 0s - loss: 4.2368 - acc: 0.0249
3328/10000 [========>.....................] - ETA: 0s - loss: 4.2401 - acc: 0.0258
3840/10000 [==========>...................] - ETA: 0s - loss: 4.2407 - acc: 0.0258
4416/10000 [============>.................] - ETA: 0s - loss: 4.2412 - acc: 0.0251
5056/10000 [==============>...............] - ETA: 0s - loss: 4.2393 - acc: 0.0255
5568/10000 [===============>..............] - ETA: 0s - loss: 4.2385 - acc: 0.0264
6208/10000 [=================>............] - ETA: 0s - loss: 4.2384 - acc: 0.0263
6720/10000 [===================>..........] - ETA: 0s - loss: 4.2382 - acc: 0.0257
7360/10000 [=====================>........] - ETA: 0s - loss: 4.2409 - acc: 0.0258
7872/10000 [======================>.......] - ETA: 0s - loss: 4.2413 - acc: 0.0252
8448/10000 [========================>.....] - ETA: 0s - loss: 4.2424 - acc: 0.0249
9088/10000 [==========================>...] - ETA: 0s - loss: 4.2437 - acc: 0.0245
9728/10000 [============================>.] - ETA: 0s - loss: 4.2423 - acc: 0.0249
10000/10000 [==============================] - 2s 182us/step - loss: 4.2428 - acc: 0.0247 - val_loss: 4.2386 - val_acc: 0.0251
Epoch 29/100
64/10000 [..............................] - ETA: 0s - loss: 4.2960 - acc: 0.0156
512/10000 [>.............................] - ETA: 0s - loss: 4.2343 - acc: 0.0352
1152/10000 [==>...........................] - ETA: 0s - loss: 4.2361 - acc: 0.0252
1728/10000 [====>.........................] - ETA: 0s - loss: 4.2422 - acc: 0.0237
2240/10000 [=====>........................] - ETA: 0s - loss: 4.2388 - acc: 0.0250
2752/10000 [=======>......................] - ETA: 0s - loss: 4.2387 - acc: 0.0247
3392/10000 [=========>....................] - ETA: 0s - loss: 4.2432 - acc: 0.0242
4032/10000 [===========>..................] - ETA: 0s - loss: 4.2445 - acc: 0.0250
4544/10000 [============>.................] - ETA: 0s - loss: 4.2442 - acc: 0.0255
5056/10000 [==============>...............] - ETA: 0s - loss: 4.2442 - acc: 0.0261
5696/10000 [================>.............] - ETA: 0s - loss: 4.2413 - acc: 0.0265
6208/10000 [=================>............] - ETA: 0s - loss: 4.2435 - acc: 0.0259
6848/10000 [===================>..........] - ETA: 0s - loss: 4.2457 - acc: 0.0257
7360/10000 [=====================>........] - ETA: 0s - loss: 4.2451 - acc: 0.0260
7936/10000 [======================>.......] - ETA: 0s - loss: 4.2425 - acc: 0.0256
8512/10000 [========================>.....] - ETA: 0s - loss: 4.2402 - acc: 0.0250
9088/10000 [==========================>...] - ETA: 0s - loss: 4.2411 - acc: 0.0254
9664/10000 [===========================>..] - ETA: 0s - loss: 4.2419 - acc: 0.0250
10000/10000 [==============================] - 2s 180us/step - loss: 4.2413 - acc: 0.0249 - val_loss: 4.2351 - val_acc: 0.0252
Epoch 30/100
64/10000 [..............................] - ETA: 0s - loss: 4.3501 - acc: 0.0312
512/10000 [>.............................] - ETA: 0s - loss: 4.2731 - acc: 0.0215
1152/10000 [==>...........................] - ETA: 0s - loss: 4.2374 - acc: 0.0234
1664/10000 [===>..........................] - ETA: 0s - loss: 4.2391 - acc: 0.0258
2304/10000 [=====>........................] - ETA: 0s - loss: 4.2334 - acc: 0.0252
2816/10000 [=======>......................] - ETA: 0s - loss: 4.2360 - acc: 0.0266
3456/10000 [=========>....................] - ETA: 0s - loss: 4.2327 - acc: 0.0252
3968/10000 [==========>...................] - ETA: 0s - loss: 4.2299 - acc: 0.0247
4480/10000 [============>.................] - ETA: 0s - loss: 4.2332 - acc: 0.0232
5120/10000 [==============>...............] - ETA: 0s - loss: 4.2355 - acc: 0.0232
5632/10000 [===============>..............] - ETA: 0s - loss: 4.2365 - acc: 0.0236
6272/10000 [=================>............] - ETA: 0s - loss: 4.2376 - acc: 0.0233
6784/10000 [===================>..........] - ETA: 0s - loss: 4.2388 - acc: 0.0236
7424/10000 [=====================>........] - ETA: 0s - loss: 4.2400 - acc: 0.0234
7936/10000 [======================>.......] - ETA: 0s - loss: 4.2410 - acc: 0.0238
8512/10000 [========================>.....] - ETA: 0s - loss: 4.2380 - acc: 0.0249
9024/10000 [==========================>...] - ETA: 0s - loss: 4.2385 - acc: 0.0245
9536/10000 [===========================>..] - ETA: 0s - loss: 4.2378 - acc: 0.0249
10000/10000 [==============================] - 2s 181us/step - loss: 4.2384 - acc: 0.0255 - val_loss: 4.2326 - val_acc: 0.0250
Epoch 31/100
64/10000 [..............................] - ETA: 1s - loss: 4.2298 - acc: 0.0312
640/10000 [>.............................] - ETA: 1s - loss: 4.2473 - acc: 0.0266
1216/10000 [==>...........................] - ETA: 0s - loss: 4.2393 - acc: 0.0255
1792/10000 [====>.........................] - ETA: 0s - loss: 4.2352 - acc: 0.0285
2368/10000 [======>.......................] - ETA: 0s - loss: 4.2320 - acc: 0.0283
3008/10000 [========>.....................] - ETA: 0s - loss: 4.2353 - acc: 0.0273
3584/10000 [=========>....................] - ETA: 0s - loss: 4.2373 - acc: 0.0259
4160/10000 [===========>..................] - ETA: 0s - loss: 4.2366 - acc: 0.0252
4672/10000 [=============>................] - ETA: 0s - loss: 4.2374 - acc: 0.0263
5248/10000 [==============>...............] - ETA: 0s - loss: 4.2382 - acc: 0.0255
5696/10000 [================>.............] - ETA: 0s - loss: 4.2372 - acc: 0.0265
6336/10000 [==================>...........] - ETA: 0s - loss: 4.2336 - acc: 0.0273
6848/10000 [===================>..........] - ETA: 0s - loss: 4.2318 - acc: 0.0273
7360/10000 [=====================>........] - ETA: 0s - loss: 4.2303 - acc: 0.0270
8000/10000 [=======================>......] - ETA: 0s - loss: 4.2329 - acc: 0.0272
8512/10000 [========================>.....] - ETA: 0s - loss: 4.2327 - acc: 0.0270
9024/10000 [==========================>...] - ETA: 0s - loss: 4.2344 - acc: 0.0268
9536/10000 [===========================>..] - ETA: 0s - loss: 4.2345 - acc: 0.0261
10000/10000 [==============================] - 2s 186us/step - loss: 4.2356 - acc: 0.0264 - val_loss: 4.2298 - val_acc: 0.0252
Epoch 32/100
64/10000 [..............................] - ETA: 0s - loss: 4.2757 - acc: 0.0312
576/10000 [>.............................] - ETA: 0s - loss: 4.2644 - acc: 0.0260
1088/10000 [==>...........................] - ETA: 0s - loss: 4.2524 - acc: 0.0285
1664/10000 [===>..........................] - ETA: 0s - loss: 4.2460 - acc: 0.0288
2240/10000 [=====>........................] - ETA: 0s - loss: 4.2378 - acc: 0.0277
2880/10000 [=======>......................] - ETA: 0s - loss: 4.2365 - acc: 0.0271
3392/10000 [=========>....................] - ETA: 0s - loss: 4.2362 - acc: 0.0274
3968/10000 [==========>...................] - ETA: 0s - loss: 4.2314 - acc: 0.0265
4608/10000 [============>.................] - ETA: 0s - loss: 4.2359 - acc: 0.0260
5120/10000 [==============>...............] - ETA: 0s - loss: 4.2339 - acc: 0.0260
5696/10000 [================>.............] - ETA: 0s - loss: 4.2349 - acc: 0.0262
6208/10000 [=================>............] - ETA: 0s - loss: 4.2337 - acc: 0.0264
6848/10000 [===================>..........] - ETA: 0s - loss: 4.2331 - acc: 0.0266
7360/10000 [=====================>........] - ETA: 0s - loss: 4.2328 - acc: 0.0255
8000/10000 [=======================>......] - ETA: 0s - loss: 4.2322 - acc: 0.0249
8640/10000 [========================>.....] - ETA: 0s - loss: 4.2336 - acc: 0.0247
9152/10000 [==========================>...] - ETA: 0s - loss: 4.2321 - acc: 0.0249
9664/10000 [===========================>..] - ETA: 0s - loss: 4.2308 - acc: 0.0247
10000/10000 [==============================] - 2s 180us/step - loss: 4.2324 - acc: 0.0243 - val_loss: 4.2262 - val_acc: 0.0253
Epoch 33/100
64/10000 [..............................] - ETA: 1s - loss: 4.2574 - acc: 0.0156
576/10000 [>.............................] - ETA: 0s - loss: 4.1874 - acc: 0.0260
1088/10000 [==>...........................] - ETA: 0s - loss: 4.2265 - acc: 0.0211
1728/10000 [====>.........................] - ETA: 0s - loss: 4.2213 - acc: 0.0237
2240/10000 [=====>........................] - ETA: 0s - loss: 4.2245 - acc: 0.0232
2816/10000 [=======>......................] - ETA: 0s - loss: 4.2258 - acc: 0.0238
3328/10000 [========>.....................] - ETA: 0s - loss: 4.2223 - acc: 0.0249
3968/10000 [==========>...................] - ETA: 0s - loss: 4.2189 - acc: 0.0257
4480/10000 [============>.................] - ETA: 0s - loss: 4.2225 - acc: 0.0263
5120/10000 [==============>...............] - ETA: 0s - loss: 4.2212 - acc: 0.0268
5632/10000 [===============>..............] - ETA: 0s - loss: 4.2196 - acc: 0.0277
6272/10000 [=================>............] - ETA: 0s - loss: 4.2243 - acc: 0.0271
6784/10000 [===================>..........] - ETA: 0s - loss: 4.2252 - acc: 0.0277
7360/10000 [=====================>........] - ETA: 0s - loss: 4.2256 - acc: 0.0272
7872/10000 [======================>.......] - ETA: 0s - loss: 4.2274 - acc: 0.0268
8512/10000 [========================>.....] - ETA: 0s - loss: 4.2278 - acc: 0.0269
8960/10000 [=========================>....] - ETA: 0s - loss: 4.2267 - acc: 0.0267
9472/10000 [===========================>..] - ETA: 0s - loss: 4.2270 - acc: 0.0262
10000/10000 [==============================] - 2s 182us/step - loss: 4.2261 - acc: 0.0264 - val_loss: 4.2227 - val_acc: 0.0253
Epoch 34/100
64/10000 [..............................] - ETA: 1s - loss: 4.2435 - acc: 0.0000e+00
576/10000 [>.............................] - ETA: 0s - loss: 4.2333 - acc: 0.0174
1088/10000 [==>...........................] - ETA: 0s - loss: 4.2326 - acc: 0.0184
1600/10000 [===>..........................] - ETA: 0s - loss: 4.2245 - acc: 0.0231
2240/10000 [=====>........................] - ETA: 0s - loss: 4.2258 - acc: 0.0223
2752/10000 [=======>......................] - ETA: 0s - loss: 4.2290 - acc: 0.0229
3456/10000 [=========>....................] - ETA: 0s - loss: 4.2348 - acc: 0.0220
3968/10000 [==========>...................] - ETA: 0s - loss: 4.2323 - acc: 0.0229
4608/10000 [============>.................] - ETA: 0s - loss: 4.2307 - acc: 0.0239
5120/10000 [==============>...............] - ETA: 0s - loss: 4.2292 - acc: 0.0242
5760/10000 [================>.............] - ETA: 0s - loss: 4.2287 - acc: 0.0233
6336/10000 [==================>...........] - ETA: 0s - loss: 4.2278 - acc: 0.0238
6976/10000 [===================>..........] - ETA: 0s - loss: 4.2250 - acc: 0.0247
7616/10000 [=====================>........] - ETA: 0s - loss: 4.2250 - acc: 0.0255
8256/10000 [=======================>......] - ETA: 0s - loss: 4.2244 - acc: 0.0247
8768/10000 [=========================>....] - ETA: 0s - loss: 4.2257 - acc: 0.0247
9280/10000 [==========================>...] - ETA: 0s - loss: 4.2260 - acc: 0.0244
9856/10000 [============================>.] - ETA: 0s - loss: 4.2244 - acc: 0.0242
10000/10000 [==============================] - 2s 179us/step - loss: 4.2245 - acc: 0.0244 - val_loss: 4.2189 - val_acc: 0.0252
Epoch 35/100
64/10000 [..............................] - ETA: 1s - loss: 4.2068 - acc: 0.0000e+00
576/10000 [>.............................] - ETA: 0s - loss: 4.2183 - acc: 0.0191
1216/10000 [==>...........................] - ETA: 0s - loss: 4.2284 - acc: 0.0255
1728/10000 [====>.........................] - ETA: 0s - loss: 4.2283 - acc: 0.0255
2368/10000 [======>.......................] - ETA: 0s - loss: 4.2263 - acc: 0.0245
2880/10000 [=======>......................] - ETA: 0s - loss: 4.2209 - acc: 0.0243
3392/10000 [=========>....................] - ETA: 0s - loss: 4.2188 - acc: 0.0239
4032/10000 [===========>..................] - ETA: 0s - loss: 4.2179 - acc: 0.0233
4544/10000 [============>.................] - ETA: 0s - loss: 4.2209 - acc: 0.0224
5184/10000 [==============>...............] - ETA: 0s - loss: 4.2192 - acc: 0.0231
5760/10000 [================>.............] - ETA: 0s - loss: 4.2208 - acc: 0.0231
6272/10000 [=================>............] - ETA: 0s - loss: 4.2213 - acc: 0.0250
6784/10000 [===================>..........] - ETA: 0s - loss: 4.2206 - acc: 0.0249
7424/10000 [=====================>........] - ETA: 0s - loss: 4.2198 - acc: 0.0249
7936/10000 [======================>.......] - ETA: 0s - loss: 4.2217 - acc: 0.0243
8512/10000 [========================>.....] - ETA: 0s - loss: 4.2219 - acc: 0.0242
9024/10000 [==========================>...] - ETA: 0s - loss: 4.2216 - acc: 0.0243
9664/10000 [===========================>..] - ETA: 0s - loss: 4.2224 - acc: 0.0239
10000/10000 [==============================] - 2s 183us/step - loss: 4.2226 - acc: 0.0234 - val_loss: 4.2168 - val_acc: 0.0253
Epoch 36/100
64/10000 [..............................] - ETA: 0s - loss: 4.1946 - acc: 0.0156
512/10000 [>.............................] - ETA: 0s - loss: 4.1756 - acc: 0.0176
1152/10000 [==>...........................] - ETA: 0s - loss: 4.2066 - acc: 0.0243
1728/10000 [====>.........................] - ETA: 0s - loss: 4.1986 - acc: 0.0249
2304/10000 [=====>........................] - ETA: 0s - loss: 4.2048 - acc: 0.0247
2816/10000 [=======>......................] - ETA: 0s - loss: 4.2082 - acc: 0.0245
3456/10000 [=========>....................] - ETA: 0s - loss: 4.2156 - acc: 0.0255
3968/10000 [==========>...................] - ETA: 0s - loss: 4.2162 - acc: 0.0242
4480/10000 [============>.................] - ETA: 0s - loss: 4.2188 - acc: 0.0232
4992/10000 [=============>................] - ETA: 0s - loss: 4.2190 - acc: 0.0218
5504/10000 [===============>..............] - ETA: 0s - loss: 4.2179 - acc: 0.0218
6144/10000 [=================>............] - ETA: 0s - loss: 4.2154 - acc: 0.0228
6656/10000 [==================>...........] - ETA: 0s - loss: 4.2165 - acc: 0.0225
7232/10000 [====================>.........] - ETA: 0s - loss: 4.2173 - acc: 0.0224
7744/10000 [======================>.......] - ETA: 0s - loss: 4.2168 - acc: 0.0232
8384/10000 [========================>.....] - ETA: 0s - loss: 4.2177 - acc: 0.0237
8896/10000 [=========================>....] - ETA: 0s - loss: 4.2172 - acc: 0.0239
9536/10000 [===========================>..] - ETA: 0s - loss: 4.2164 - acc: 0.0234
10000/10000 [==============================] - 2s 181us/step - loss: 4.2165 - acc: 0.0228 - val_loss: 4.2106 - val_acc: 0.0252
Epoch 37/100
64/10000 [..............................] - ETA: 0s - loss: 4.2271 - acc: 0.0312
512/10000 [>.............................] - ETA: 0s - loss: 4.2000 - acc: 0.0234
1024/10000 [==>...........................] - ETA: 0s - loss: 4.1992 - acc: 0.0264
1536/10000 [===>..........................] - ETA: 0s - loss: 4.1988 - acc: 0.0286
2048/10000 [=====>........................] - ETA: 0s - loss: 4.1965 - acc: 0.0269
2560/10000 [======>.......................] - ETA: 0s - loss: 4.2002 - acc: 0.0270
3200/10000 [========>.....................] - ETA: 0s - loss: 4.2072 - acc: 0.0253
3712/10000 [==========>...................] - ETA: 0s - loss: 4.2100 - acc: 0.0256
4352/10000 [============>.................] - ETA: 0s - loss: 4.2087 - acc: 0.0255
4864/10000 [=============>................] - ETA: 0s - loss: 4.2103 - acc: 0.0249
5440/10000 [===============>..............] - ETA: 0s - loss: 4.2119 - acc: 0.0250
5952/10000 [================>.............] - ETA: 0s - loss: 4.2162 - acc: 0.0245
6464/10000 [==================>...........] - ETA: 0s - loss: 4.2195 - acc: 0.0243
6976/10000 [===================>..........] - ETA: 0s - loss: 4.2185 - acc: 0.0249
7616/10000 [=====================>........] - ETA: 0s - loss: 4.2181 - acc: 0.0244
8192/10000 [=======================>......] - ETA: 0s - loss: 4.2154 - acc: 0.0245
8832/10000 [=========================>....] - ETA: 0s - loss: 4.2168 - acc: 0.0250
9344/10000 [===========================>..] - ETA: 0s - loss: 4.2165 - acc: 0.0247
9984/10000 [============================>.] - ETA: 0s - loss: 4.2132 - acc: 0.0247
10000/10000 [==============================] - 2s 182us/step - loss: 4.2132 - acc: 0.0247 - val_loss: 4.2055 - val_acc: 0.0253
Epoch 38/100
64/10000 [..............................] - ETA: 1s - loss: 4.2033 - acc: 0.0000e+00
576/10000 [>.............................] - ETA: 0s - loss: 4.2169 - acc: 0.0208
1216/10000 [==>...........................] - ETA: 0s - loss: 4.2031 - acc: 0.0206
1792/10000 [====>.........................] - ETA: 0s - loss: 4.2145 - acc: 0.0190
2304/10000 [=====>........................] - ETA: 0s - loss: 4.2196 - acc: 0.0200
2944/10000 [=======>......................] - ETA: 0s - loss: 4.2157 - acc: 0.0217
3584/10000 [=========>....................] - ETA: 0s - loss: 4.2177 - acc: 0.0234
4096/10000 [===========>..................] - ETA: 0s - loss: 4.2129 - acc: 0.0239
4736/10000 [=============>................] - ETA: 0s - loss: 4.2065 - acc: 0.0251
5248/10000 [==============>...............] - ETA: 0s - loss: 4.2081 - acc: 0.0250
5824/10000 [================>.............] - ETA: 0s - loss: 4.2058 - acc: 0.0247
6336/10000 [==================>...........] - ETA: 0s - loss: 4.2086 - acc: 0.0251
6976/10000 [===================>..........] - ETA: 0s - loss: 4.2105 - acc: 0.0249
7488/10000 [=====================>........] - ETA: 0s - loss: 4.2108 - acc: 0.0247
8128/10000 [=======================>......] - ETA: 0s - loss: 4.2104 - acc: 0.0240
8640/10000 [========================>.....] - ETA: 0s - loss: 4.2096 - acc: 0.0243
9280/10000 [==========================>...] - ETA: 0s - loss: 4.2084 - acc: 0.0239
9792/10000 [============================>.] - ETA: 0s - loss: 4.2085 - acc: 0.0239
10000/10000 [==============================] - 2s 183us/step - loss: 4.2086 - acc: 0.0238 - val_loss: 4.2008 - val_acc: 0.0251
Epoch 39/100
64/10000 [..............................] - ETA: 0s - loss: 4.2495 - acc: 0.0000e+00
576/10000 [>.............................] - ETA: 0s - loss: 4.1778 - acc: 0.0278
1088/10000 [==>...........................] - ETA: 0s - loss: 4.1962 - acc: 0.0257
1664/10000 [===>..........................] - ETA: 0s - loss: 4.1965 - acc: 0.0216
2176/10000 [=====>........................] - ETA: 0s - loss: 4.1965 - acc: 0.0225
2752/10000 [=======>......................] - ETA: 0s - loss: 4.1966 - acc: 0.0240
3264/10000 [========>.....................] - ETA: 0s - loss: 4.1967 - acc: 0.0230
3904/10000 [==========>...................] - ETA: 0s - loss: 4.1982 - acc: 0.0228
4544/10000 [============>.................] - ETA: 0s - loss: 4.1998 - acc: 0.0246
5120/10000 [==============>...............] - ETA: 0s - loss: 4.2022 - acc: 0.0240
5632/10000 [===============>..............] - ETA: 0s - loss: 4.2067 - acc: 0.0243
6272/10000 [=================>............] - ETA: 0s - loss: 4.2089 - acc: 0.0246
6848/10000 [===================>..........] - ETA: 0s - loss: 4.2069 - acc: 0.0256
7488/10000 [=====================>........] - ETA: 0s - loss: 4.2071 - acc: 0.0254
8128/10000 [=======================>......] - ETA: 0s - loss: 4.2054 - acc: 0.0256
8704/10000 [=========================>....] - ETA: 0s - loss: 4.2060 - acc: 0.0257
9216/10000 [==========================>...] - ETA: 0s - loss: 4.2058 - acc: 0.0266
9792/10000 [============================>.] - ETA: 0s - loss: 4.2049 - acc: 0.0270
10000/10000 [==============================] - 2s 179us/step - loss: 4.2063 - acc: 0.0269 - val_loss: 4.1997 - val_acc: 0.0254
Epoch 40/100
64/10000 [..............................] - ETA: 0s - loss: 4.3255 - acc: 0.0469
640/10000 [>.............................] - ETA: 0s - loss: 4.2138 - acc: 0.0312
1152/10000 [==>...........................] - ETA: 0s - loss: 4.2035 - acc: 0.0243
1600/10000 [===>..........................] - ETA: 0s - loss: 4.2104 - acc: 0.0262
2176/10000 [=====>........................] - ETA: 0s - loss: 4.2025 - acc: 0.0267
2816/10000 [=======>......................] - ETA: 0s - loss: 4.1989 - acc: 0.0273
3328/10000 [========>.....................] - ETA: 0s - loss: 4.2018 - acc: 0.0282
3840/10000 [==========>...................] - ETA: 0s - loss: 4.1959 - acc: 0.0276
4416/10000 [============>.................] - ETA: 0s - loss: 4.2008 - acc: 0.0279
4928/10000 [=============>................] - ETA: 0s - loss: 4.1994 - acc: 0.0264
5440/10000 [===============>..............] - ETA: 0s - loss: 4.2000 - acc: 0.0274
6016/10000 [=================>............] - ETA: 0s - loss: 4.2022 - acc: 0.0271
6592/10000 [==================>...........] - ETA: 0s - loss: 4.2048 - acc: 0.0267
7232/10000 [====================>.........] - ETA: 0s - loss: 4.2039 - acc: 0.0271
7808/10000 [======================>.......] - ETA: 0s - loss: 4.2016 - acc: 0.0269
8448/10000 [========================>.....] - ETA: 0s - loss: 4.2002 - acc: 0.0271
9088/10000 [==========================>...] - ETA: 0s - loss: 4.1997 - acc: 0.0268
9600/10000 [===========================>..] - ETA: 0s - loss: 4.1981 - acc: 0.0265
10000/10000 [==============================] - 2s 182us/step - loss: 4.1998 - acc: 0.0268 - val_loss: 4.1930 - val_acc: 0.0249
Epoch 41/100
64/10000 [..............................] - ETA: 0s - loss: 4.2620 - acc: 0.0156
512/10000 [>.............................] - ETA: 0s - loss: 4.1985 - acc: 0.0352
1024/10000 [==>...........................] - ETA: 0s - loss: 4.1951 - acc: 0.0342
1664/10000 [===>..........................] - ETA: 0s - loss: 4.1976 - acc: 0.0294
2176/10000 [=====>........................] - ETA: 0s - loss: 4.1846 - acc: 0.0280
2816/10000 [=======>......................] - ETA: 0s - loss: 4.1860 - acc: 0.0259
3328/10000 [========>.....................] - ETA: 0s - loss: 4.1843 - acc: 0.0267
3840/10000 [==========>...................] - ETA: 0s - loss: 4.1875 - acc: 0.0263
4352/10000 [============>.................] - ETA: 0s - loss: 4.1886 - acc: 0.0269
4864/10000 [=============>................] - ETA: 0s - loss: 4.1888 - acc: 0.0275
5504/10000 [===============>..............] - ETA: 0s - loss: 4.1885 - acc: 0.0278
6080/10000 [=================>............] - ETA: 0s - loss: 4.1892 - acc: 0.0268
6656/10000 [==================>...........] - ETA: 0s - loss: 4.1893 - acc: 0.0261
7168/10000 [====================>.........] - ETA: 0s - loss: 4.1909 - acc: 0.0261
7616/10000 [=====================>........] - ETA: 0s - loss: 4.1928 - acc: 0.0256
8256/10000 [=======================>......] - ETA: 0s - loss: 4.1927 - acc: 0.0250
8896/10000 [=========================>....] - ETA: 0s - loss: 4.1928 - acc: 0.0243
9408/10000 [===========================>..] - ETA: 0s - loss: 4.1924 - acc: 0.0241
9920/10000 [============================>.] - ETA: 0s - loss: 4.1946 - acc: 0.0243
10000/10000 [==============================] - 2s 180us/step - loss: 4.1943 - acc: 0.0245 - val_loss: 4.1889 - val_acc: 0.0252
Epoch 42/100
64/10000 [..............................] - ETA: 1s - loss: 4.1772 - acc: 0.0156
640/10000 [>.............................] - ETA: 1s - loss: 4.1753 - acc: 0.0250
1152/10000 [==>...........................] - ETA: 0s - loss: 4.1797 - acc: 0.0234
1664/10000 [===>..........................] - ETA: 0s - loss: 4.1812 - acc: 0.0288
2304/10000 [=====>........................] - ETA: 0s - loss: 4.1846 - acc: 0.0308
2816/10000 [=======>......................] - ETA: 0s - loss: 4.1805 - acc: 0.0309
3456/10000 [=========>....................] - ETA: 0s - loss: 4.1862 - acc: 0.0292
3968/10000 [==========>...................] - ETA: 0s - loss: 4.1880 - acc: 0.0285
4608/10000 [============>.................] - ETA: 0s - loss: 4.1883 - acc: 0.0293
5120/10000 [==============>...............] - ETA: 0s - loss: 4.1904 - acc: 0.0301
5632/10000 [===============>..............] - ETA: 0s - loss: 4.1892 - acc: 0.0293
6144/10000 [=================>............] - ETA: 0s - loss: 4.1853 - acc: 0.0288
6784/10000 [===================>..........] - ETA: 0s - loss: 4.1871 - acc: 0.0286
7296/10000 [====================>.........] - ETA: 0s - loss: 4.1865 - acc: 0.0280
7936/10000 [======================>.......] - ETA: 0s - loss: 4.1891 - acc: 0.0277
8512/10000 [========================>.....] - ETA: 0s - loss: 4.1908 - acc: 0.0278
9088/10000 [==========================>...] - ETA: 0s - loss: 4.1925 - acc: 0.0275
9664/10000 [===========================>..] - ETA: 0s - loss: 4.1939 - acc: 0.0269
10000/10000 [==============================] - 2s 181us/step - loss: 4.1936 - acc: 0.0269 - val_loss: 4.1854 - val_acc: 0.0249
Epoch 43/100
64/10000 [..............................] - ETA: 1s - loss: 4.2251 - acc: 0.0000e+00
704/10000 [=>............................] - ETA: 0s - loss: 4.1896 - acc: 0.0170
1216/10000 [==>...........................] - ETA: 0s - loss: 4.1857 - acc: 0.0238
1856/10000 [====>.........................] - ETA: 0s - loss: 4.1856 - acc: 0.0237
2368/10000 [======>.......................] - ETA: 0s - loss: 4.1880 - acc: 0.0236
3008/10000 [========>.....................] - ETA: 0s - loss: 4.1883 - acc: 0.0249
3520/10000 [=========>....................] - ETA: 0s - loss: 4.1920 - acc: 0.0256
4160/10000 [===========>..................] - ETA: 0s - loss: 4.1905 - acc: 0.0250
4672/10000 [=============>................] - ETA: 0s - loss: 4.1887 - acc: 0.0246
5312/10000 [==============>...............] - ETA: 0s - loss: 4.1909 - acc: 0.0243
5824/10000 [================>.............] - ETA: 0s - loss: 4.1914 - acc: 0.0244
6400/10000 [==================>...........] - ETA: 0s - loss: 4.1894 - acc: 0.0252
7040/10000 [====================>.........] - ETA: 0s - loss: 4.1875 - acc: 0.0259
7552/10000 [=====================>........] - ETA: 0s - loss: 4.1854 - acc: 0.0266
8064/10000 [=======================>......] - ETA: 0s - loss: 4.1853 - acc: 0.0264
8704/10000 [=========================>....] - ETA: 0s - loss: 4.1866 - acc: 0.0265
9216/10000 [==========================>...] - ETA: 0s - loss: 4.1859 - acc: 0.0263
9856/10000 [============================>.] - ETA: 0s - loss: 4.1877 - acc: 0.0265
10000/10000 [==============================] - 2s 181us/step - loss: 4.1870 - acc: 0.0268 - val_loss: 4.1778 - val_acc: 0.0251
Epoch 44/100
64/10000 [..............................] - ETA: 0s - loss: 4.0480 - acc: 0.0625
640/10000 [>.............................] - ETA: 0s - loss: 4.1671 - acc: 0.0344
1152/10000 [==>...........................] - ETA: 0s - loss: 4.1694 - acc: 0.0286
1792/10000 [====>.........................] - ETA: 0s - loss: 4.1786 - acc: 0.0223
2304/10000 [=====>........................] - ETA: 0s - loss: 4.1766 - acc: 0.0221
2944/10000 [=======>......................] - ETA: 0s - loss: 4.1734 - acc: 0.0228
3456/10000 [=========>....................] - ETA: 0s - loss: 4.1751 - acc: 0.0217
4096/10000 [===========>..................] - ETA: 0s - loss: 4.1768 - acc: 0.0239
4608/10000 [============>.................] - ETA: 0s - loss: 4.1744 - acc: 0.0252
5248/10000 [==============>...............] - ETA: 0s - loss: 4.1760 - acc: 0.0263
5760/10000 [================>.............] - ETA: 0s - loss: 4.1787 - acc: 0.0269
6400/10000 [==================>...........] - ETA: 0s - loss: 4.1756 - acc: 0.0269
6912/10000 [===================>..........] - ETA: 0s - loss: 4.1749 - acc: 0.0276
7552/10000 [=====================>........] - ETA: 0s - loss: 4.1784 - acc: 0.0274
8192/10000 [=======================>......] - ETA: 0s - loss: 4.1808 - acc: 0.0276
8832/10000 [=========================>....] - ETA: 0s - loss: 4.1820 - acc: 0.0277
9344/10000 [===========================>..] - ETA: 0s - loss: 4.1822 - acc: 0.0270
9856/10000 [============================>.] - ETA: 0s - loss: 4.1809 - acc: 0.0273
10000/10000 [==============================] - 2s 181us/step - loss: 4.1816 - acc: 0.0275 - val_loss: 4.1719 - val_acc: 0.0251
Epoch 45/100
64/10000 [..............................] - ETA: 0s - loss: 4.1274 - acc: 0.0312
576/10000 [>.............................] - ETA: 0s - loss: 4.1837 - acc: 0.0226
1088/10000 [==>...........................] - ETA: 0s - loss: 4.1904 - acc: 0.0303
1664/10000 [===>..........................] - ETA: 0s - loss: 4.1838 - acc: 0.0306
2304/10000 [=====>........................] - ETA: 0s - loss: 4.1855 - acc: 0.0312
2944/10000 [=======>......................] - ETA: 0s - loss: 4.1836 - acc: 0.0306
3520/10000 [=========>....................] - ETA: 0s - loss: 4.1816 - acc: 0.0293
4160/10000 [===========>..................] - ETA: 0s - loss: 4.1772 - acc: 0.0284
4672/10000 [=============>................] - ETA: 0s - loss: 4.1744 - acc: 0.0302
5312/10000 [==============>...............] - ETA: 0s - loss: 4.1763 - acc: 0.0288
5952/10000 [================>.............] - ETA: 0s - loss: 4.1783 - acc: 0.0289
6464/10000 [==================>...........] - ETA: 0s - loss: 4.1788 - acc: 0.0278
7104/10000 [====================>.........] - ETA: 0s - loss: 4.1805 - acc: 0.0276
7616/10000 [=====================>........] - ETA: 0s - loss: 4.1801 - acc: 0.0277
8128/10000 [=======================>......] - ETA: 0s - loss: 4.1782 - acc: 0.0271
8768/10000 [=========================>....] - ETA: 0s - loss: 4.1789 - acc: 0.0270
9344/10000 [===========================>..] - ETA: 0s - loss: 4.1780 - acc: 0.0266
9920/10000 [============================>.] - ETA: 0s - loss: 4.1755 - acc: 0.0267
10000/10000 [==============================] - 2s 178us/step - loss: 4.1761 - acc: 0.0266 - val_loss: 4.1638 - val_acc: 0.0251
Epoch 46/100
64/10000 [..............................] - ETA: 1s - loss: 4.1052 - acc: 0.0000e+00
576/10000 [>.............................] - ETA: 0s - loss: 4.1791 - acc: 0.0208
1216/10000 [==>...........................] - ETA: 0s - loss: 4.1831 - acc: 0.0222
1728/10000 [====>.........................] - ETA: 0s - loss: 4.1853 - acc: 0.0237
2304/10000 [=====>........................] - ETA: 0s - loss: 4.1758 - acc: 0.0252
2816/10000 [=======>......................] - ETA: 0s - loss: 4.1757 - acc: 0.0245
3456/10000 [=========>....................] - ETA: 0s - loss: 4.1776 - acc: 0.0249
3968/10000 [==========>...................] - ETA: 0s - loss: 4.1786 - acc: 0.0265
4608/10000 [============>.................] - ETA: 0s - loss: 4.1763 - acc: 0.0271
5120/10000 [==============>...............] - ETA: 0s - loss: 4.1754 - acc: 0.0279
5760/10000 [================>.............] - ETA: 0s - loss: 4.1784 - acc: 0.0267
6272/10000 [=================>............] - ETA: 0s - loss: 4.1778 - acc: 0.0269
6912/10000 [===================>..........] - ETA: 0s - loss: 4.1761 - acc: 0.0265
7424/10000 [=====================>........] - ETA: 0s - loss: 4.1762 - acc: 0.0268
8000/10000 [=======================>......] - ETA: 0s - loss: 4.1773 - acc: 0.0269
8576/10000 [========================>.....] - ETA: 0s - loss: 4.1763 - acc: 0.0269
9152/10000 [==========================>...] - ETA: 0s - loss: 4.1761 - acc: 0.0267
9664/10000 [===========================>..] - ETA: 0s - loss: 4.1756 - acc: 0.0271
10000/10000 [==============================] - 2s 182us/step - loss: 4.1748 - acc: 0.0270 - val_loss: 4.1591 - val_acc: 0.0256
Epoch 47/100
64/10000 [..............................] - ETA: 1s - loss: 4.2814 - acc: 0.0000e+00
704/10000 [=>............................] - ETA: 0s - loss: 4.1549 - acc: 0.0384
1344/10000 [===>..........................] - ETA: 0s - loss: 4.1489 - acc: 0.0372