-
Notifications
You must be signed in to change notification settings - Fork 1
/
Copy pathlog_mnist.out
4170 lines (4110 loc) · 319 KB
/
log_mnist.out
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
/home/sverneka/.local/lib/python2.7/site-packages/h5py/__init__.py:36: FutureWarning: Conversion of the second argument of issubdtype from `float` to `np.floating` is deprecated. In future, it will be treated as `np.float64 == np.dtype(float).type`.
from ._conv import register_converters as _register_converters
Using TensorFlow backend.
2018-04-19 14:35:39.784510: I tensorflow/core/platform/cpu_feature_guard.cc:137] Your CPU supports instructions that this TensorFlow binary was not compiled to use: SSE4.1 SSE4.2 AVX AVX2 FMA
2018-04-19 14:35:39.892473: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:892] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero
2018-04-19 14:35:39.892731: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1030] Found device 0 with properties:
name: GeForce GTX 1070 major: 6 minor: 1 memoryClockRate(GHz): 1.7715
pciBusID: 0000:01:00.0
totalMemory: 7.92GiB freeMemory: 7.31GiB
2018-04-19 14:35:39.892744: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1120] Creating TensorFlow device (/device:GPU:0) -> (device: 0, name: GeForce GTX 1070, pci bus id: 0000:01:00.0, compute capability: 6.1)
('X_train original shape', (60000, 28, 28))
('y_train original shape', (60000,))
('X_test original shape', (10000, 28, 28))
('y_test original shape', (10000,))
_________________________________________________________________
Layer (type) Output Shape Param #
=================================================================
conv2d_1 (Conv2D) (None, 26, 26, 32) 320
_________________________________________________________________
activation_1 (Activation) (None, 26, 26, 32) 0
_________________________________________________________________
conv2d_2 (Conv2D) (None, 24, 24, 32) 9248
_________________________________________________________________
activation_2 (Activation) (None, 24, 24, 32) 0
_________________________________________________________________
max_pooling2d_1 (MaxPooling2 (None, 12, 12, 32) 0
_________________________________________________________________
conv2d_3 (Conv2D) (None, 10, 10, 64) 18496
_________________________________________________________________
activation_3 (Activation) (None, 10, 10, 64) 0
_________________________________________________________________
conv2d_4 (Conv2D) (None, 8, 8, 64) 36928
_________________________________________________________________
activation_4 (Activation) (None, 8, 8, 64) 0
_________________________________________________________________
max_pooling2d_2 (MaxPooling2 (None, 4, 4, 64) 0
_________________________________________________________________
flatten_1 (Flatten) (None, 1024) 0
_________________________________________________________________
dense_1 (Dense) (None, 512) 524800
_________________________________________________________________
activation_5 (Activation) (None, 512) 0
_________________________________________________________________
dropout_1 (Dropout) (None, 512) 0
_________________________________________________________________
dense_2 (Dense) (None, 10) 5130
_________________________________________________________________
activation_6 (Activation) (None, 10) 0
=================================================================
Total params: 594,922
Trainable params: 594,922
Non-trainable params: 0
_________________________________________________________________
Epoch 1/30
1/937 [..............................] - ETA: 8:06 - loss: 2.2989 - acc: 0.1406
10/937 [..............................] - ETA: 53s - loss: 2.1948 - acc: 0.1984
19/937 [..............................] - ETA: 30s - loss: 1.9088 - acc: 0.3322
28/937 [..............................] - ETA: 22s - loss: 1.6784 - acc: 0.4252
37/937 [>.............................] - ETA: 17s - loss: 1.4929 - acc: 0.4907
46/937 [>.............................] - ETA: 15s - loss: 1.3479 - acc: 0.5469
53/937 [>.............................] - ETA: 14s - loss: 1.2526 - acc: 0.5799
60/937 [>.............................] - ETA: 13s - loss: 1.1699 - acc: 0.6076
67/937 [=>............................] - ETA: 12s - loss: 1.0994 - acc: 0.6318
74/937 [=>............................] - ETA: 11s - loss: 1.0332 - acc: 0.6524
82/937 [=>............................] - ETA: 10s - loss: 0.9732 - acc: 0.6726
89/937 [=>............................] - ETA: 10s - loss: 0.9250 - acc: 0.6887
96/937 [==>...........................] - ETA: 10s - loss: 0.8864 - acc: 0.7036
103/937 [==>...........................] - ETA: 9s - loss: 0.8466 - acc: 0.7174
110/937 [==>...........................] - ETA: 9s - loss: 0.8157 - acc: 0.7288
117/937 [==>...........................] - ETA: 9s - loss: 0.7919 - acc: 0.7384
124/937 [==>...........................] - ETA: 8s - loss: 0.7660 - acc: 0.7472
131/937 [===>..........................] - ETA: 8s - loss: 0.7397 - acc: 0.7566
138/937 [===>..........................] - ETA: 8s - loss: 0.7174 - acc: 0.7639
145/937 [===>..........................] - ETA: 8s - loss: 0.6938 - acc: 0.7713
152/937 [===>..........................] - ETA: 8s - loss: 0.6733 - acc: 0.7786
159/937 [====>.........................] - ETA: 7s - loss: 0.6549 - acc: 0.7847
167/937 [====>.........................] - ETA: 7s - loss: 0.6359 - acc: 0.7912
174/937 [====>.........................] - ETA: 7s - loss: 0.6222 - acc: 0.7953
181/937 [====>.........................] - ETA: 7s - loss: 0.6089 - acc: 0.7998
189/937 [=====>........................] - ETA: 7s - loss: 0.5915 - acc: 0.8051
196/937 [=====>........................] - ETA: 7s - loss: 0.5790 - acc: 0.8093
203/937 [=====>........................] - ETA: 7s - loss: 0.5660 - acc: 0.8137
211/937 [=====>........................] - ETA: 6s - loss: 0.5506 - acc: 0.8191
218/937 [=====>........................] - ETA: 6s - loss: 0.5384 - acc: 0.8232
226/937 [======>.......................] - ETA: 6s - loss: 0.5291 - acc: 0.8265
234/937 [======>.......................] - ETA: 6s - loss: 0.5176 - acc: 0.8301
241/937 [======>.......................] - ETA: 6s - loss: 0.5068 - acc: 0.8338
248/937 [======>.......................] - ETA: 6s - loss: 0.4986 - acc: 0.8369
255/937 [=======>......................] - ETA: 6s - loss: 0.4884 - acc: 0.8403
262/937 [=======>......................] - ETA: 6s - loss: 0.4782 - acc: 0.8435
269/937 [=======>......................] - ETA: 6s - loss: 0.4710 - acc: 0.8460
276/937 [=======>......................] - ETA: 5s - loss: 0.4639 - acc: 0.8482
283/937 [========>.....................] - ETA: 5s - loss: 0.4573 - acc: 0.8504
290/937 [========>.....................] - ETA: 5s - loss: 0.4505 - acc: 0.8527
297/937 [========>.....................] - ETA: 5s - loss: 0.4439 - acc: 0.8551
304/937 [========>.....................] - ETA: 5s - loss: 0.4370 - acc: 0.8573
311/937 [========>.....................] - ETA: 5s - loss: 0.4305 - acc: 0.8596
319/937 [=========>....................] - ETA: 5s - loss: 0.4234 - acc: 0.8619
326/937 [=========>....................] - ETA: 5s - loss: 0.4175 - acc: 0.8637
333/937 [=========>....................] - ETA: 5s - loss: 0.4108 - acc: 0.8660
340/937 [=========>....................] - ETA: 5s - loss: 0.4048 - acc: 0.8681
347/937 [==========>...................] - ETA: 5s - loss: 0.4006 - acc: 0.8695
354/937 [==========>...................] - ETA: 5s - loss: 0.3966 - acc: 0.8709
362/937 [==========>...................] - ETA: 4s - loss: 0.3909 - acc: 0.8729
369/937 [==========>...................] - ETA: 4s - loss: 0.3865 - acc: 0.8744
376/937 [===========>..................] - ETA: 4s - loss: 0.3832 - acc: 0.8756
384/937 [===========>..................] - ETA: 4s - loss: 0.3774 - acc: 0.8776
391/937 [===========>..................] - ETA: 4s - loss: 0.3727 - acc: 0.8791
399/937 [===========>..................] - ETA: 4s - loss: 0.3676 - acc: 0.8808
406/937 [===========>..................] - ETA: 4s - loss: 0.3638 - acc: 0.8821
413/937 [============>.................] - ETA: 4s - loss: 0.3602 - acc: 0.8834
420/937 [============>.................] - ETA: 4s - loss: 0.3562 - acc: 0.8848
427/937 [============>.................] - ETA: 4s - loss: 0.3521 - acc: 0.8862
434/937 [============>.................] - ETA: 4s - loss: 0.3481 - acc: 0.8875
441/937 [=============>................] - ETA: 4s - loss: 0.3442 - acc: 0.8888
448/937 [=============>................] - ETA: 4s - loss: 0.3398 - acc: 0.8901
455/937 [=============>................] - ETA: 4s - loss: 0.3363 - acc: 0.8912
462/937 [=============>................] - ETA: 3s - loss: 0.3340 - acc: 0.8921
469/937 [==============>...............] - ETA: 3s - loss: 0.3317 - acc: 0.8931
476/937 [==============>...............] - ETA: 3s - loss: 0.3288 - acc: 0.8940
483/937 [==============>...............] - ETA: 3s - loss: 0.3256 - acc: 0.8950
490/937 [==============>...............] - ETA: 3s - loss: 0.3224 - acc: 0.8962
497/937 [==============>...............] - ETA: 3s - loss: 0.3193 - acc: 0.8971
504/937 [===============>..............] - ETA: 3s - loss: 0.3160 - acc: 0.8981
511/937 [===============>..............] - ETA: 3s - loss: 0.3132 - acc: 0.8991
518/937 [===============>..............] - ETA: 3s - loss: 0.3106 - acc: 0.8999
525/937 [===============>..............] - ETA: 3s - loss: 0.3079 - acc: 0.9009
532/937 [================>.............] - ETA: 3s - loss: 0.3052 - acc: 0.9017
539/937 [================>.............] - ETA: 3s - loss: 0.3024 - acc: 0.9026
546/937 [================>.............] - ETA: 3s - loss: 0.2994 - acc: 0.9035
553/937 [================>.............] - ETA: 3s - loss: 0.2966 - acc: 0.9045
560/937 [================>.............] - ETA: 3s - loss: 0.2947 - acc: 0.9052
567/937 [=================>............] - ETA: 3s - loss: 0.2922 - acc: 0.9059
574/937 [=================>............] - ETA: 2s - loss: 0.2899 - acc: 0.9068
581/937 [=================>............] - ETA: 2s - loss: 0.2878 - acc: 0.9075
588/937 [=================>............] - ETA: 2s - loss: 0.2856 - acc: 0.9083
595/937 [==================>...........] - ETA: 2s - loss: 0.2832 - acc: 0.9089
602/937 [==================>...........] - ETA: 2s - loss: 0.2808 - acc: 0.9097
609/937 [==================>...........] - ETA: 2s - loss: 0.2782 - acc: 0.9106
616/937 [==================>...........] - ETA: 2s - loss: 0.2762 - acc: 0.9111
623/937 [==================>...........] - ETA: 2s - loss: 0.2738 - acc: 0.9119
630/937 [===================>..........] - ETA: 2s - loss: 0.2718 - acc: 0.9126
638/937 [===================>..........] - ETA: 2s - loss: 0.2697 - acc: 0.9133
645/937 [===================>..........] - ETA: 2s - loss: 0.2677 - acc: 0.9139
652/937 [===================>..........] - ETA: 2s - loss: 0.2657 - acc: 0.9145
659/937 [====================>.........] - ETA: 2s - loss: 0.2638 - acc: 0.9151
666/937 [====================>.........] - ETA: 2s - loss: 0.2617 - acc: 0.9159
673/937 [====================>.........] - ETA: 2s - loss: 0.2602 - acc: 0.9164
680/937 [====================>.........] - ETA: 2s - loss: 0.2586 - acc: 0.9169
687/937 [====================>.........] - ETA: 2s - loss: 0.2569 - acc: 0.9175
694/937 [=====================>........] - ETA: 1s - loss: 0.2551 - acc: 0.9180
701/937 [=====================>........] - ETA: 1s - loss: 0.2534 - acc: 0.9186
708/937 [=====================>........] - ETA: 1s - loss: 0.2517 - acc: 0.9190
715/937 [=====================>........] - ETA: 1s - loss: 0.2500 - acc: 0.9195
722/937 [======================>.......] - ETA: 1s - loss: 0.2486 - acc: 0.9199
729/937 [======================>.......] - ETA: 1s - loss: 0.2476 - acc: 0.9203
736/937 [======================>.......] - ETA: 1s - loss: 0.2460 - acc: 0.9209
743/937 [======================>.......] - ETA: 1s - loss: 0.2445 - acc: 0.9214
750/937 [=======================>......] - ETA: 1s - loss: 0.2430 - acc: 0.9218
757/937 [=======================>......] - ETA: 1s - loss: 0.2414 - acc: 0.9223
764/937 [=======================>......] - ETA: 1s - loss: 0.2403 - acc: 0.9228
771/937 [=======================>......] - ETA: 1s - loss: 0.2386 - acc: 0.9233
778/937 [=======================>......] - ETA: 1s - loss: 0.2372 - acc: 0.9238
785/937 [========================>.....] - ETA: 1s - loss: 0.2358 - acc: 0.9243
792/937 [========================>.....] - ETA: 1s - loss: 0.2343 - acc: 0.9247
799/937 [========================>.....] - ETA: 1s - loss: 0.2329 - acc: 0.9252
805/937 [========================>.....] - ETA: 1s - loss: 0.2319 - acc: 0.9256
812/937 [========================>.....] - ETA: 0s - loss: 0.2308 - acc: 0.9259
819/937 [=========================>....] - ETA: 0s - loss: 0.2297 - acc: 0.9263
826/937 [=========================>....] - ETA: 0s - loss: 0.2286 - acc: 0.9267
833/937 [=========================>....] - ETA: 0s - loss: 0.2272 - acc: 0.9272
840/937 [=========================>....] - ETA: 0s - loss: 0.2262 - acc: 0.9276
847/937 [==========================>...] - ETA: 0s - loss: 0.2247 - acc: 0.9281
854/937 [==========================>...] - ETA: 0s - loss: 0.2235 - acc: 0.9284
861/937 [==========================>...] - ETA: 0s - loss: 0.2223 - acc: 0.9288
868/937 [==========================>...] - ETA: 0s - loss: 0.2210 - acc: 0.9292
875/937 [===========================>..] - ETA: 0s - loss: 0.2201 - acc: 0.9296
882/937 [===========================>..] - ETA: 0s - loss: 0.2192 - acc: 0.9299
889/937 [===========================>..] - ETA: 0s - loss: 0.2181 - acc: 0.9303
896/937 [===========================>..] - ETA: 0s - loss: 0.2169 - acc: 0.9307
903/937 [===========================>..] - ETA: 0s - loss: 0.2158 - acc: 0.9310
910/937 [============================>.] - ETA: 0s - loss: 0.2149 - acc: 0.9313
917/937 [============================>.] - ETA: 0s - loss: 0.2139 - acc: 0.9316
924/937 [============================>.] - ETA: 0s - loss: 0.2128 - acc: 0.9320
931/937 [============================>.] - ETA: 0s - loss: 0.2118 - acc: 0.9323
937/937 [==============================] - 9s 9ms/step - loss: 0.2110 - acc: 0.9325 - val_loss: 0.0558 - val_acc: 0.9821
Epoch 00001: val_acc improved from -inf to 0.98207, saving model to mnist.h5
Epoch 2/30
1/937 [..............................] - ETA: 5s - loss: 0.0174 - acc: 1.0000
2/937 [..............................] - ETA: 31s - loss: 0.0367 - acc: 0.9844
7/937 [..............................] - ETA: 16s - loss: 0.0321 - acc: 0.9911
14/937 [..............................] - ETA: 11s - loss: 0.0537 - acc: 0.9821
21/937 [..............................] - ETA: 9s - loss: 0.0624 - acc: 0.9777
28/937 [..............................] - ETA: 9s - loss: 0.0746 - acc: 0.9738
35/937 [>.............................] - ETA: 8s - loss: 0.0762 - acc: 0.9746
42/937 [>.............................] - ETA: 8s - loss: 0.0746 - acc: 0.9747
49/937 [>.............................] - ETA: 7s - loss: 0.0725 - acc: 0.9751
56/937 [>.............................] - ETA: 7s - loss: 0.0683 - acc: 0.9763
63/937 [=>............................] - ETA: 7s - loss: 0.0706 - acc: 0.9764
71/937 [=>............................] - ETA: 7s - loss: 0.0724 - acc: 0.9762
78/937 [=>............................] - ETA: 7s - loss: 0.0730 - acc: 0.9766
85/937 [=>............................] - ETA: 7s - loss: 0.0750 - acc: 0.9761
92/937 [=>............................] - ETA: 7s - loss: 0.0758 - acc: 0.9762
99/937 [==>...........................] - ETA: 6s - loss: 0.0767 - acc: 0.9760
106/937 [==>...........................] - ETA: 6s - loss: 0.0757 - acc: 0.9763
113/937 [==>...........................] - ETA: 6s - loss: 0.0751 - acc: 0.9766
120/937 [==>...........................] - ETA: 6s - loss: 0.0768 - acc: 0.9764
128/937 [===>..........................] - ETA: 6s - loss: 0.0774 - acc: 0.9761
135/937 [===>..........................] - ETA: 6s - loss: 0.0768 - acc: 0.9764
142/937 [===>..........................] - ETA: 6s - loss: 0.0757 - acc: 0.9765
149/937 [===>..........................] - ETA: 6s - loss: 0.0751 - acc: 0.9769
156/937 [===>..........................] - ETA: 6s - loss: 0.0751 - acc: 0.9767
163/937 [====>.........................] - ETA: 6s - loss: 0.0747 - acc: 0.9767
170/937 [====>.........................] - ETA: 6s - loss: 0.0746 - acc: 0.9766
177/937 [====>.........................] - ETA: 5s - loss: 0.0734 - acc: 0.9768
185/937 [====>.........................] - ETA: 5s - loss: 0.0734 - acc: 0.9764
192/937 [=====>........................] - ETA: 5s - loss: 0.0739 - acc: 0.9765
199/937 [=====>........................] - ETA: 5s - loss: 0.0735 - acc: 0.9765
206/937 [=====>........................] - ETA: 5s - loss: 0.0740 - acc: 0.9766
213/937 [=====>........................] - ETA: 5s - loss: 0.0740 - acc: 0.9765
220/937 [======>.......................] - ETA: 5s - loss: 0.0732 - acc: 0.9768
227/937 [======>.......................] - ETA: 5s - loss: 0.0728 - acc: 0.9769
234/937 [======>.......................] - ETA: 5s - loss: 0.0726 - acc: 0.9772
241/937 [======>.......................] - ETA: 5s - loss: 0.0725 - acc: 0.9772
248/937 [======>.......................] - ETA: 5s - loss: 0.0724 - acc: 0.9773
255/937 [=======>......................] - ETA: 5s - loss: 0.0719 - acc: 0.9775
263/937 [=======>......................] - ETA: 5s - loss: 0.0721 - acc: 0.9775
270/937 [=======>......................] - ETA: 5s - loss: 0.0717 - acc: 0.9776
277/937 [=======>......................] - ETA: 5s - loss: 0.0718 - acc: 0.9775
285/937 [========>.....................] - ETA: 4s - loss: 0.0709 - acc: 0.9777
292/937 [========>.....................] - ETA: 4s - loss: 0.0707 - acc: 0.9779
300/937 [========>.....................] - ETA: 4s - loss: 0.0706 - acc: 0.9780
307/937 [========>.....................] - ETA: 4s - loss: 0.0702 - acc: 0.9780
314/937 [=========>....................] - ETA: 4s - loss: 0.0705 - acc: 0.9780
321/937 [=========>....................] - ETA: 4s - loss: 0.0696 - acc: 0.9783
328/937 [=========>....................] - ETA: 4s - loss: 0.0689 - acc: 0.9785
335/937 [=========>....................] - ETA: 4s - loss: 0.0688 - acc: 0.9787
343/937 [=========>....................] - ETA: 4s - loss: 0.0690 - acc: 0.9786
350/937 [==========>...................] - ETA: 4s - loss: 0.0690 - acc: 0.9786
357/937 [==========>...................] - ETA: 4s - loss: 0.0693 - acc: 0.9785
364/937 [==========>...................] - ETA: 4s - loss: 0.0696 - acc: 0.9784
371/937 [==========>...................] - ETA: 4s - loss: 0.0692 - acc: 0.9786
378/937 [===========>..................] - ETA: 4s - loss: 0.0690 - acc: 0.9786
385/937 [===========>..................] - ETA: 4s - loss: 0.0687 - acc: 0.9787
392/937 [===========>..................] - ETA: 4s - loss: 0.0685 - acc: 0.9788
399/937 [===========>..................] - ETA: 4s - loss: 0.0688 - acc: 0.9787
406/937 [===========>..................] - ETA: 4s - loss: 0.0686 - acc: 0.9789
413/937 [============>.................] - ETA: 3s - loss: 0.0681 - acc: 0.9790
420/937 [============>.................] - ETA: 3s - loss: 0.0676 - acc: 0.9792
427/937 [============>.................] - ETA: 3s - loss: 0.0670 - acc: 0.9794
434/937 [============>.................] - ETA: 3s - loss: 0.0664 - acc: 0.9796
441/937 [=============>................] - ETA: 3s - loss: 0.0661 - acc: 0.9796
448/937 [=============>................] - ETA: 3s - loss: 0.0660 - acc: 0.9797
455/937 [=============>................] - ETA: 3s - loss: 0.0658 - acc: 0.9797
462/937 [=============>................] - ETA: 3s - loss: 0.0657 - acc: 0.9797
469/937 [==============>...............] - ETA: 3s - loss: 0.0656 - acc: 0.9796
476/937 [==============>...............] - ETA: 3s - loss: 0.0658 - acc: 0.9797
483/937 [==============>...............] - ETA: 3s - loss: 0.0665 - acc: 0.9795
490/937 [==============>...............] - ETA: 3s - loss: 0.0663 - acc: 0.9797
497/937 [==============>...............] - ETA: 3s - loss: 0.0666 - acc: 0.9796
504/937 [===============>..............] - ETA: 3s - loss: 0.0669 - acc: 0.9795
511/937 [===============>..............] - ETA: 3s - loss: 0.0669 - acc: 0.9795
518/937 [===============>..............] - ETA: 3s - loss: 0.0671 - acc: 0.9794
525/937 [===============>..............] - ETA: 3s - loss: 0.0668 - acc: 0.9795
532/937 [================>.............] - ETA: 3s - loss: 0.0667 - acc: 0.9795
539/937 [================>.............] - ETA: 3s - loss: 0.0672 - acc: 0.9794
546/937 [================>.............] - ETA: 2s - loss: 0.0671 - acc: 0.9795
553/937 [================>.............] - ETA: 2s - loss: 0.0672 - acc: 0.9794
561/937 [================>.............] - ETA: 2s - loss: 0.0673 - acc: 0.9795
568/937 [=================>............] - ETA: 2s - loss: 0.0670 - acc: 0.9795
575/937 [=================>............] - ETA: 2s - loss: 0.0670 - acc: 0.9795
582/937 [=================>............] - ETA: 2s - loss: 0.0667 - acc: 0.9795
589/937 [=================>............] - ETA: 2s - loss: 0.0663 - acc: 0.9797
596/937 [==================>...........] - ETA: 2s - loss: 0.0660 - acc: 0.9798
603/937 [==================>...........] - ETA: 2s - loss: 0.0659 - acc: 0.9799
610/937 [==================>...........] - ETA: 2s - loss: 0.0661 - acc: 0.9797
618/937 [==================>...........] - ETA: 2s - loss: 0.0662 - acc: 0.9798
625/937 [===================>..........] - ETA: 2s - loss: 0.0658 - acc: 0.9799
633/937 [===================>..........] - ETA: 2s - loss: 0.0657 - acc: 0.9799
641/937 [===================>..........] - ETA: 2s - loss: 0.0659 - acc: 0.9799
648/937 [===================>..........] - ETA: 2s - loss: 0.0661 - acc: 0.9798
655/937 [===================>..........] - ETA: 2s - loss: 0.0663 - acc: 0.9797
662/937 [====================>.........] - ETA: 2s - loss: 0.0661 - acc: 0.9798
669/937 [====================>.........] - ETA: 2s - loss: 0.0659 - acc: 0.9799
677/937 [====================>.........] - ETA: 1s - loss: 0.0658 - acc: 0.9800
685/937 [====================>.........] - ETA: 1s - loss: 0.0655 - acc: 0.9800
692/937 [=====================>........] - ETA: 1s - loss: 0.0654 - acc: 0.9801
699/937 [=====================>........] - ETA: 1s - loss: 0.0654 - acc: 0.9801
706/937 [=====================>........] - ETA: 1s - loss: 0.0655 - acc: 0.9801
713/937 [=====================>........] - ETA: 1s - loss: 0.0656 - acc: 0.9801
720/937 [======================>.......] - ETA: 1s - loss: 0.0653 - acc: 0.9801
727/937 [======================>.......] - ETA: 1s - loss: 0.0654 - acc: 0.9802
734/937 [======================>.......] - ETA: 1s - loss: 0.0653 - acc: 0.9803
741/937 [======================>.......] - ETA: 1s - loss: 0.0651 - acc: 0.9803
748/937 [======================>.......] - ETA: 1s - loss: 0.0648 - acc: 0.9804
755/937 [=======================>......] - ETA: 1s - loss: 0.0645 - acc: 0.9805
762/937 [=======================>......] - ETA: 1s - loss: 0.0644 - acc: 0.9806
770/937 [=======================>......] - ETA: 1s - loss: 0.0647 - acc: 0.9805
777/937 [=======================>......] - ETA: 1s - loss: 0.0646 - acc: 0.9805
784/937 [========================>.....] - ETA: 1s - loss: 0.0646 - acc: 0.9805
791/937 [========================>.....] - ETA: 1s - loss: 0.0647 - acc: 0.9805
798/937 [========================>.....] - ETA: 1s - loss: 0.0645 - acc: 0.9806
805/937 [========================>.....] - ETA: 0s - loss: 0.0645 - acc: 0.9805
812/937 [========================>.....] - ETA: 0s - loss: 0.0646 - acc: 0.9805
819/937 [=========================>....] - ETA: 0s - loss: 0.0647 - acc: 0.9805
826/937 [=========================>....] - ETA: 0s - loss: 0.0645 - acc: 0.9805
833/937 [=========================>....] - ETA: 0s - loss: 0.0642 - acc: 0.9806
840/937 [=========================>....] - ETA: 0s - loss: 0.0644 - acc: 0.9806
847/937 [==========================>...] - ETA: 0s - loss: 0.0644 - acc: 0.9806
854/937 [==========================>...] - ETA: 0s - loss: 0.0645 - acc: 0.9806
861/937 [==========================>...] - ETA: 0s - loss: 0.0644 - acc: 0.9807
869/937 [==========================>...] - ETA: 0s - loss: 0.0640 - acc: 0.9808
876/937 [===========================>..] - ETA: 0s - loss: 0.0641 - acc: 0.9807
883/937 [===========================>..] - ETA: 0s - loss: 0.0641 - acc: 0.9807
890/937 [===========================>..] - ETA: 0s - loss: 0.0641 - acc: 0.9808
897/937 [===========================>..] - ETA: 0s - loss: 0.0641 - acc: 0.9807
905/937 [===========================>..] - ETA: 0s - loss: 0.0643 - acc: 0.9807
912/937 [============================>.] - ETA: 0s - loss: 0.0641 - acc: 0.9807
919/937 [============================>.] - ETA: 0s - loss: 0.0640 - acc: 0.9808
926/937 [============================>.] - ETA: 0s - loss: 0.0639 - acc: 0.9807
933/937 [============================>.] - ETA: 0s - loss: 0.0638 - acc: 0.9808
937/937 [==============================] - 8s 9ms/step - loss: 0.0637 - acc: 0.9808 - val_loss: 0.0430 - val_acc: 0.9851
Epoch 00002: val_acc improved from 0.98207 to 0.98508, saving model to mnist.h5
Epoch 3/30
1/937 [..............................] - ETA: 5s - loss: 0.0861 - acc: 0.9688
6/937 [..............................] - ETA: 8s - loss: 0.0524 - acc: 0.9792
13/937 [..............................] - ETA: 7s - loss: 0.0433 - acc: 0.9820
20/937 [..............................] - ETA: 7s - loss: 0.0497 - acc: 0.9828
27/937 [..............................] - ETA: 7s - loss: 0.0434 - acc: 0.9844
33/937 [>.............................] - ETA: 7s - loss: 0.0421 - acc: 0.9844
40/937 [>.............................] - ETA: 7s - loss: 0.0430 - acc: 0.9840
47/937 [>.............................] - ETA: 6s - loss: 0.0439 - acc: 0.9840
54/937 [>.............................] - ETA: 6s - loss: 0.0428 - acc: 0.9838
61/937 [>.............................] - ETA: 6s - loss: 0.0464 - acc: 0.9834
68/937 [=>............................] - ETA: 6s - loss: 0.0449 - acc: 0.9841
75/937 [=>............................] - ETA: 6s - loss: 0.0441 - acc: 0.9846
82/937 [=>............................] - ETA: 6s - loss: 0.0436 - acc: 0.9846
89/937 [=>............................] - ETA: 6s - loss: 0.0428 - acc: 0.9853
96/937 [==>...........................] - ETA: 6s - loss: 0.0423 - acc: 0.9855
103/937 [==>...........................] - ETA: 6s - loss: 0.0421 - acc: 0.9856
110/937 [==>...........................] - ETA: 6s - loss: 0.0441 - acc: 0.9854
117/937 [==>...........................] - ETA: 6s - loss: 0.0440 - acc: 0.9854
124/937 [==>...........................] - ETA: 6s - loss: 0.0440 - acc: 0.9858
131/937 [===>..........................] - ETA: 6s - loss: 0.0434 - acc: 0.9858
138/937 [===>..........................] - ETA: 6s - loss: 0.0447 - acc: 0.9854
146/937 [===>..........................] - ETA: 6s - loss: 0.0450 - acc: 0.9853
153/937 [===>..........................] - ETA: 5s - loss: 0.0449 - acc: 0.9855
160/937 [====>.........................] - ETA: 5s - loss: 0.0437 - acc: 0.9859
167/937 [====>.........................] - ETA: 5s - loss: 0.0440 - acc: 0.9858
174/937 [====>.........................] - ETA: 5s - loss: 0.0447 - acc: 0.9854
181/937 [====>.........................] - ETA: 5s - loss: 0.0456 - acc: 0.9852
188/937 [=====>........................] - ETA: 5s - loss: 0.0457 - acc: 0.9853
195/937 [=====>........................] - ETA: 5s - loss: 0.0468 - acc: 0.9850
202/937 [=====>........................] - ETA: 5s - loss: 0.0474 - acc: 0.9851
209/937 [=====>........................] - ETA: 5s - loss: 0.0481 - acc: 0.9847
216/937 [=====>........................] - ETA: 5s - loss: 0.0485 - acc: 0.9846
223/937 [======>.......................] - ETA: 5s - loss: 0.0489 - acc: 0.9845
230/937 [======>.......................] - ETA: 5s - loss: 0.0485 - acc: 0.9846
237/937 [======>.......................] - ETA: 5s - loss: 0.0487 - acc: 0.9845
245/937 [======>.......................] - ETA: 5s - loss: 0.0482 - acc: 0.9847
252/937 [=======>......................] - ETA: 5s - loss: 0.0485 - acc: 0.9846
260/937 [=======>......................] - ETA: 5s - loss: 0.0483 - acc: 0.9847
267/937 [=======>......................] - ETA: 5s - loss: 0.0494 - acc: 0.9844
274/937 [=======>......................] - ETA: 4s - loss: 0.0499 - acc: 0.9843
281/937 [=======>......................] - ETA: 4s - loss: 0.0499 - acc: 0.9842
288/937 [========>.....................] - ETA: 4s - loss: 0.0501 - acc: 0.9840
295/937 [========>.....................] - ETA: 4s - loss: 0.0504 - acc: 0.9840
302/937 [========>.....................] - ETA: 4s - loss: 0.0501 - acc: 0.9841
309/937 [========>.....................] - ETA: 4s - loss: 0.0496 - acc: 0.9842
316/937 [=========>....................] - ETA: 4s - loss: 0.0505 - acc: 0.9841
323/937 [=========>....................] - ETA: 4s - loss: 0.0504 - acc: 0.9841
330/937 [=========>....................] - ETA: 4s - loss: 0.0501 - acc: 0.9842
338/937 [=========>....................] - ETA: 4s - loss: 0.0498 - acc: 0.9843
345/937 [==========>...................] - ETA: 4s - loss: 0.0496 - acc: 0.9842
352/937 [==========>...................] - ETA: 4s - loss: 0.0498 - acc: 0.9842
359/937 [==========>...................] - ETA: 4s - loss: 0.0506 - acc: 0.9842
366/937 [==========>...................] - ETA: 4s - loss: 0.0510 - acc: 0.9841
373/937 [==========>...................] - ETA: 4s - loss: 0.0506 - acc: 0.9842
380/937 [===========>..................] - ETA: 4s - loss: 0.0505 - acc: 0.9842
387/937 [===========>..................] - ETA: 4s - loss: 0.0504 - acc: 0.9841
394/937 [===========>..................] - ETA: 4s - loss: 0.0499 - acc: 0.9843
401/937 [===========>..................] - ETA: 4s - loss: 0.0497 - acc: 0.9843
408/937 [============>.................] - ETA: 3s - loss: 0.0501 - acc: 0.9843
415/937 [============>.................] - ETA: 3s - loss: 0.0498 - acc: 0.9843
423/937 [============>.................] - ETA: 3s - loss: 0.0500 - acc: 0.9843
430/937 [============>.................] - ETA: 3s - loss: 0.0500 - acc: 0.9843
437/937 [============>.................] - ETA: 3s - loss: 0.0497 - acc: 0.9843
444/937 [=============>................] - ETA: 3s - loss: 0.0501 - acc: 0.9842
451/937 [=============>................] - ETA: 3s - loss: 0.0500 - acc: 0.9843
458/937 [=============>................] - ETA: 3s - loss: 0.0498 - acc: 0.9844
465/937 [=============>................] - ETA: 3s - loss: 0.0498 - acc: 0.9843
472/937 [==============>...............] - ETA: 3s - loss: 0.0497 - acc: 0.9844
479/937 [==============>...............] - ETA: 3s - loss: 0.0494 - acc: 0.9845
486/937 [==============>...............] - ETA: 3s - loss: 0.0492 - acc: 0.9846
493/937 [==============>...............] - ETA: 3s - loss: 0.0488 - acc: 0.9848
500/937 [===============>..............] - ETA: 3s - loss: 0.0488 - acc: 0.9848
507/937 [===============>..............] - ETA: 3s - loss: 0.0487 - acc: 0.9848
514/937 [===============>..............] - ETA: 3s - loss: 0.0484 - acc: 0.9848
521/937 [===============>..............] - ETA: 3s - loss: 0.0482 - acc: 0.9849
528/937 [===============>..............] - ETA: 3s - loss: 0.0483 - acc: 0.9847
535/937 [================>.............] - ETA: 3s - loss: 0.0483 - acc: 0.9847
542/937 [================>.............] - ETA: 2s - loss: 0.0486 - acc: 0.9846
549/937 [================>.............] - ETA: 2s - loss: 0.0488 - acc: 0.9846
556/937 [================>.............] - ETA: 2s - loss: 0.0490 - acc: 0.9846
563/937 [=================>............] - ETA: 2s - loss: 0.0490 - acc: 0.9847
570/937 [=================>............] - ETA: 2s - loss: 0.0491 - acc: 0.9846
577/937 [=================>............] - ETA: 2s - loss: 0.0491 - acc: 0.9846
584/937 [=================>............] - ETA: 2s - loss: 0.0489 - acc: 0.9847
592/937 [=================>............] - ETA: 2s - loss: 0.0489 - acc: 0.9847
599/937 [==================>...........] - ETA: 2s - loss: 0.0490 - acc: 0.9847
606/937 [==================>...........] - ETA: 2s - loss: 0.0492 - acc: 0.9847
613/937 [==================>...........] - ETA: 2s - loss: 0.0490 - acc: 0.9848
621/937 [==================>...........] - ETA: 2s - loss: 0.0491 - acc: 0.9848
628/937 [===================>..........] - ETA: 2s - loss: 0.0492 - acc: 0.9847
636/937 [===================>..........] - ETA: 2s - loss: 0.0491 - acc: 0.9847
643/937 [===================>..........] - ETA: 2s - loss: 0.0491 - acc: 0.9847
650/937 [===================>..........] - ETA: 2s - loss: 0.0492 - acc: 0.9848
657/937 [====================>.........] - ETA: 2s - loss: 0.0492 - acc: 0.9848
664/937 [====================>.........] - ETA: 2s - loss: 0.0494 - acc: 0.9848
671/937 [====================>.........] - ETA: 1s - loss: 0.0496 - acc: 0.9847
678/937 [====================>.........] - ETA: 1s - loss: 0.0495 - acc: 0.9847
685/937 [====================>.........] - ETA: 1s - loss: 0.0497 - acc: 0.9846
692/937 [=====================>........] - ETA: 1s - loss: 0.0500 - acc: 0.9846
699/937 [=====================>........] - ETA: 1s - loss: 0.0498 - acc: 0.9847
706/937 [=====================>........] - ETA: 1s - loss: 0.0498 - acc: 0.9846
713/937 [=====================>........] - ETA: 1s - loss: 0.0496 - acc: 0.9847
720/937 [======================>.......] - ETA: 1s - loss: 0.0494 - acc: 0.9848
727/937 [======================>.......] - ETA: 1s - loss: 0.0491 - acc: 0.9849
734/937 [======================>.......] - ETA: 1s - loss: 0.0488 - acc: 0.9850
741/937 [======================>.......] - ETA: 1s - loss: 0.0488 - acc: 0.9850
748/937 [======================>.......] - ETA: 1s - loss: 0.0487 - acc: 0.9850
755/937 [=======================>......] - ETA: 1s - loss: 0.0487 - acc: 0.9850
762/937 [=======================>......] - ETA: 1s - loss: 0.0487 - acc: 0.9851
769/937 [=======================>......] - ETA: 1s - loss: 0.0486 - acc: 0.9851
776/937 [=======================>......] - ETA: 1s - loss: 0.0485 - acc: 0.9851
783/937 [========================>.....] - ETA: 1s - loss: 0.0484 - acc: 0.9852
790/937 [========================>.....] - ETA: 1s - loss: 0.0485 - acc: 0.9851
797/937 [========================>.....] - ETA: 1s - loss: 0.0485 - acc: 0.9851
804/937 [========================>.....] - ETA: 0s - loss: 0.0486 - acc: 0.9851
811/937 [========================>.....] - ETA: 0s - loss: 0.0489 - acc: 0.9850
818/937 [=========================>....] - ETA: 0s - loss: 0.0492 - acc: 0.9850
825/937 [=========================>....] - ETA: 0s - loss: 0.0491 - acc: 0.9850
832/937 [=========================>....] - ETA: 0s - loss: 0.0493 - acc: 0.9849
839/937 [=========================>....] - ETA: 0s - loss: 0.0492 - acc: 0.9849
846/937 [==========================>...] - ETA: 0s - loss: 0.0492 - acc: 0.9849
853/937 [==========================>...] - ETA: 0s - loss: 0.0490 - acc: 0.9850
860/937 [==========================>...] - ETA: 0s - loss: 0.0488 - acc: 0.9850
867/937 [==========================>...] - ETA: 0s - loss: 0.0486 - acc: 0.9851
874/937 [==========================>...] - ETA: 0s - loss: 0.0487 - acc: 0.9851
881/937 [===========================>..] - ETA: 0s - loss: 0.0488 - acc: 0.9850
888/937 [===========================>..] - ETA: 0s - loss: 0.0490 - acc: 0.9850
896/937 [===========================>..] - ETA: 0s - loss: 0.0493 - acc: 0.9850
903/937 [===========================>..] - ETA: 0s - loss: 0.0493 - acc: 0.9850
910/937 [============================>.] - ETA: 0s - loss: 0.0492 - acc: 0.9850
917/937 [============================>.] - ETA: 0s - loss: 0.0491 - acc: 0.9850
924/937 [============================>.] - ETA: 0s - loss: 0.0492 - acc: 0.9850
932/937 [============================>.] - ETA: 0s - loss: 0.0490 - acc: 0.9850
937/937 [==============================] - 8s 9ms/step - loss: 0.0490 - acc: 0.9850 - val_loss: 0.0339 - val_acc: 0.9886
Epoch 00003: val_acc improved from 0.98508 to 0.98858, saving model to mnist.h5
Epoch 4/30
1/937 [..............................] - ETA: 5s - loss: 0.0474 - acc: 0.9688
4/937 [..............................] - ETA: 29s - loss: 0.0205 - acc: 0.9883
10/937 [..............................] - ETA: 16s - loss: 0.0352 - acc: 0.9875
17/937 [..............................] - ETA: 12s - loss: 0.0436 - acc: 0.9871
24/937 [..............................] - ETA: 11s - loss: 0.0350 - acc: 0.9909
31/937 [..............................] - ETA: 10s - loss: 0.0374 - acc: 0.9909
38/937 [>.............................] - ETA: 9s - loss: 0.0376 - acc: 0.9901
45/937 [>.............................] - ETA: 9s - loss: 0.0420 - acc: 0.9872
52/937 [>.............................] - ETA: 8s - loss: 0.0415 - acc: 0.9871
59/937 [>.............................] - ETA: 8s - loss: 0.0397 - acc: 0.9876
66/937 [=>............................] - ETA: 8s - loss: 0.0377 - acc: 0.9884
73/937 [=>............................] - ETA: 7s - loss: 0.0366 - acc: 0.9887
80/937 [=>............................] - ETA: 7s - loss: 0.0349 - acc: 0.9891
87/937 [=>............................] - ETA: 7s - loss: 0.0339 - acc: 0.9896
94/937 [==>...........................] - ETA: 7s - loss: 0.0333 - acc: 0.9897
101/937 [==>...........................] - ETA: 7s - loss: 0.0365 - acc: 0.9887
108/937 [==>...........................] - ETA: 7s - loss: 0.0370 - acc: 0.9886
115/937 [==>...........................] - ETA: 7s - loss: 0.0368 - acc: 0.9887
122/937 [==>...........................] - ETA: 6s - loss: 0.0376 - acc: 0.9883
129/937 [===>..........................] - ETA: 6s - loss: 0.0376 - acc: 0.9884
136/937 [===>..........................] - ETA: 6s - loss: 0.0371 - acc: 0.9887
143/937 [===>..........................] - ETA: 6s - loss: 0.0379 - acc: 0.9883
150/937 [===>..........................] - ETA: 6s - loss: 0.0373 - acc: 0.9885
157/937 [====>.........................] - ETA: 6s - loss: 0.0371 - acc: 0.9887
164/937 [====>.........................] - ETA: 6s - loss: 0.0375 - acc: 0.9886
171/937 [====>.........................] - ETA: 6s - loss: 0.0368 - acc: 0.9888
178/937 [====>.........................] - ETA: 6s - loss: 0.0370 - acc: 0.9888
185/937 [====>.........................] - ETA: 6s - loss: 0.0367 - acc: 0.9888
192/937 [=====>........................] - ETA: 6s - loss: 0.0364 - acc: 0.9888
199/937 [=====>........................] - ETA: 5s - loss: 0.0370 - acc: 0.9885
206/937 [=====>........................] - ETA: 5s - loss: 0.0370 - acc: 0.9888
213/937 [=====>........................] - ETA: 5s - loss: 0.0377 - acc: 0.9886
220/937 [======>.......................] - ETA: 5s - loss: 0.0370 - acc: 0.9889
227/937 [======>.......................] - ETA: 5s - loss: 0.0369 - acc: 0.9889
234/937 [======>.......................] - ETA: 5s - loss: 0.0365 - acc: 0.9890
242/937 [======>.......................] - ETA: 5s - loss: 0.0377 - acc: 0.9886
249/937 [======>.......................] - ETA: 5s - loss: 0.0382 - acc: 0.9885
256/937 [=======>......................] - ETA: 5s - loss: 0.0380 - acc: 0.9885
263/937 [=======>......................] - ETA: 5s - loss: 0.0389 - acc: 0.9883
270/937 [=======>......................] - ETA: 5s - loss: 0.0385 - acc: 0.9884
277/937 [=======>......................] - ETA: 5s - loss: 0.0394 - acc: 0.9880
284/937 [========>.....................] - ETA: 5s - loss: 0.0390 - acc: 0.9881
291/937 [========>.....................] - ETA: 5s - loss: 0.0389 - acc: 0.9882
298/937 [========>.....................] - ETA: 5s - loss: 0.0385 - acc: 0.9883
305/937 [========>.....................] - ETA: 4s - loss: 0.0387 - acc: 0.9883
312/937 [========>.....................] - ETA: 4s - loss: 0.0389 - acc: 0.9883
319/937 [=========>....................] - ETA: 4s - loss: 0.0395 - acc: 0.9881
326/937 [=========>....................] - ETA: 4s - loss: 0.0397 - acc: 0.9881
333/937 [=========>....................] - ETA: 4s - loss: 0.0394 - acc: 0.9881
340/937 [=========>....................] - ETA: 4s - loss: 0.0395 - acc: 0.9881
347/937 [==========>...................] - ETA: 4s - loss: 0.0393 - acc: 0.9882
354/937 [==========>...................] - ETA: 4s - loss: 0.0395 - acc: 0.9882
361/937 [==========>...................] - ETA: 4s - loss: 0.0394 - acc: 0.9882
368/937 [==========>...................] - ETA: 4s - loss: 0.0393 - acc: 0.9882
375/937 [===========>..................] - ETA: 4s - loss: 0.0390 - acc: 0.9883
382/937 [===========>..................] - ETA: 4s - loss: 0.0389 - acc: 0.9884
389/937 [===========>..................] - ETA: 4s - loss: 0.0392 - acc: 0.9883
396/937 [===========>..................] - ETA: 4s - loss: 0.0398 - acc: 0.9882
403/937 [===========>..................] - ETA: 4s - loss: 0.0400 - acc: 0.9880
410/937 [============>.................] - ETA: 4s - loss: 0.0396 - acc: 0.9881
417/937 [============>.................] - ETA: 4s - loss: 0.0401 - acc: 0.9882
424/937 [============>.................] - ETA: 3s - loss: 0.0400 - acc: 0.9881
431/937 [============>.................] - ETA: 3s - loss: 0.0398 - acc: 0.9881
438/937 [=============>................] - ETA: 3s - loss: 0.0401 - acc: 0.9880
445/937 [=============>................] - ETA: 3s - loss: 0.0399 - acc: 0.9880
452/937 [=============>................] - ETA: 3s - loss: 0.0397 - acc: 0.9881
459/937 [=============>................] - ETA: 3s - loss: 0.0394 - acc: 0.9882
465/937 [=============>................] - ETA: 3s - loss: 0.0393 - acc: 0.9882
471/937 [==============>...............] - ETA: 3s - loss: 0.0392 - acc: 0.9883
478/937 [==============>...............] - ETA: 3s - loss: 0.0395 - acc: 0.9882
485/937 [==============>...............] - ETA: 3s - loss: 0.0399 - acc: 0.9881
493/937 [==============>...............] - ETA: 3s - loss: 0.0401 - acc: 0.9881
500/937 [===============>..............] - ETA: 3s - loss: 0.0401 - acc: 0.9880
507/937 [===============>..............] - ETA: 3s - loss: 0.0400 - acc: 0.9880
514/937 [===============>..............] - ETA: 3s - loss: 0.0398 - acc: 0.9880
521/937 [===============>..............] - ETA: 3s - loss: 0.0399 - acc: 0.9880
528/937 [===============>..............] - ETA: 3s - loss: 0.0394 - acc: 0.9881
535/937 [================>.............] - ETA: 3s - loss: 0.0396 - acc: 0.9881
542/937 [================>.............] - ETA: 3s - loss: 0.0404 - acc: 0.9879
549/937 [================>.............] - ETA: 3s - loss: 0.0409 - acc: 0.9879
556/937 [================>.............] - ETA: 2s - loss: 0.0407 - acc: 0.9879
563/937 [=================>............] - ETA: 2s - loss: 0.0407 - acc: 0.9879
570/937 [=================>............] - ETA: 2s - loss: 0.0406 - acc: 0.9879
578/937 [=================>............] - ETA: 2s - loss: 0.0402 - acc: 0.9880
585/937 [=================>............] - ETA: 2s - loss: 0.0400 - acc: 0.9881
592/937 [=================>............] - ETA: 2s - loss: 0.0403 - acc: 0.9880
599/937 [==================>...........] - ETA: 2s - loss: 0.0405 - acc: 0.9880
606/937 [==================>...........] - ETA: 2s - loss: 0.0407 - acc: 0.9880
613/937 [==================>...........] - ETA: 2s - loss: 0.0403 - acc: 0.9881
620/937 [==================>...........] - ETA: 2s - loss: 0.0401 - acc: 0.9881
628/937 [===================>..........] - ETA: 2s - loss: 0.0398 - acc: 0.9882
635/937 [===================>..........] - ETA: 2s - loss: 0.0396 - acc: 0.9882
642/937 [===================>..........] - ETA: 2s - loss: 0.0395 - acc: 0.9883
649/937 [===================>..........] - ETA: 2s - loss: 0.0395 - acc: 0.9882
656/937 [====================>.........] - ETA: 2s - loss: 0.0395 - acc: 0.9882
663/937 [====================>.........] - ETA: 2s - loss: 0.0395 - acc: 0.9882
670/937 [====================>.........] - ETA: 2s - loss: 0.0392 - acc: 0.9883
677/937 [====================>.........] - ETA: 1s - loss: 0.0392 - acc: 0.9883
684/937 [====================>.........] - ETA: 1s - loss: 0.0391 - acc: 0.9883
691/937 [=====================>........] - ETA: 1s - loss: 0.0389 - acc: 0.9884
698/937 [=====================>........] - ETA: 1s - loss: 0.0391 - acc: 0.9883
705/937 [=====================>........] - ETA: 1s - loss: 0.0390 - acc: 0.9883
712/937 [=====================>........] - ETA: 1s - loss: 0.0391 - acc: 0.9883
719/937 [======================>.......] - ETA: 1s - loss: 0.0390 - acc: 0.9883
726/937 [======================>.......] - ETA: 1s - loss: 0.0389 - acc: 0.9883
733/937 [======================>.......] - ETA: 1s - loss: 0.0389 - acc: 0.9883
740/937 [======================>.......] - ETA: 1s - loss: 0.0388 - acc: 0.9883
748/937 [======================>.......] - ETA: 1s - loss: 0.0388 - acc: 0.9883
755/937 [=======================>......] - ETA: 1s - loss: 0.0389 - acc: 0.9882
762/937 [=======================>......] - ETA: 1s - loss: 0.0387 - acc: 0.9883
769/937 [=======================>......] - ETA: 1s - loss: 0.0388 - acc: 0.9883
776/937 [=======================>......] - ETA: 1s - loss: 0.0390 - acc: 0.9882
783/937 [========================>.....] - ETA: 1s - loss: 0.0389 - acc: 0.9882
790/937 [========================>.....] - ETA: 1s - loss: 0.0391 - acc: 0.9882
797/937 [========================>.....] - ETA: 1s - loss: 0.0392 - acc: 0.9881
804/937 [========================>.....] - ETA: 1s - loss: 0.0392 - acc: 0.9881
811/937 [========================>.....] - ETA: 0s - loss: 0.0393 - acc: 0.9881
818/937 [=========================>....] - ETA: 0s - loss: 0.0392 - acc: 0.9882
825/937 [=========================>....] - ETA: 0s - loss: 0.0393 - acc: 0.9882
832/937 [=========================>....] - ETA: 0s - loss: 0.0391 - acc: 0.9882
836/937 [=========================>....] - ETA: 0s - loss: 0.0391 - acc: 0.9882
844/937 [==========================>...] - ETA: 0s - loss: 0.0390 - acc: 0.9882
851/937 [==========================>...] - ETA: 0s - loss: 0.0392 - acc: 0.9882
858/937 [==========================>...] - ETA: 0s - loss: 0.0393 - acc: 0.9881
865/937 [==========================>...] - ETA: 0s - loss: 0.0392 - acc: 0.9881
872/937 [==========================>...] - ETA: 0s - loss: 0.0393 - acc: 0.9881
879/937 [===========================>..] - ETA: 0s - loss: 0.0391 - acc: 0.9882
886/937 [===========================>..] - ETA: 0s - loss: 0.0390 - acc: 0.9882
893/937 [===========================>..] - ETA: 0s - loss: 0.0390 - acc: 0.9882
900/937 [===========================>..] - ETA: 0s - loss: 0.0390 - acc: 0.9882
907/937 [============================>.] - ETA: 0s - loss: 0.0390 - acc: 0.9882
914/937 [============================>.] - ETA: 0s - loss: 0.0388 - acc: 0.9882
921/937 [============================>.] - ETA: 0s - loss: 0.0386 - acc: 0.9883
928/937 [============================>.] - ETA: 0s - loss: 0.0386 - acc: 0.9883
935/937 [============================>.] - ETA: 0s - loss: 0.0385 - acc: 0.9883
937/937 [==============================] - 8s 9ms/step - loss: 0.0385 - acc: 0.9883 - val_loss: 0.0360 - val_acc: 0.9886
Epoch 00004: val_acc did not improve
Epoch 5/30
1/937 [..............................] - ETA: 5s - loss: 0.0497 - acc: 0.9844
8/937 [..............................] - ETA: 7s - loss: 0.0597 - acc: 0.9922
15/937 [..............................] - ETA: 7s - loss: 0.0501 - acc: 0.9896
22/937 [..............................] - ETA: 7s - loss: 0.0453 - acc: 0.9893
29/937 [..............................] - ETA: 6s - loss: 0.0444 - acc: 0.9892
36/937 [>.............................] - ETA: 6s - loss: 0.0475 - acc: 0.9878
43/937 [>.............................] - ETA: 6s - loss: 0.0441 - acc: 0.9884
50/937 [>.............................] - ETA: 6s - loss: 0.0464 - acc: 0.9875
57/937 [>.............................] - ETA: 6s - loss: 0.0436 - acc: 0.9882
64/937 [=>............................] - ETA: 6s - loss: 0.0451 - acc: 0.9866
71/937 [=>............................] - ETA: 6s - loss: 0.0438 - acc: 0.9866
78/937 [=>............................] - ETA: 6s - loss: 0.0437 - acc: 0.9868
85/937 [=>............................] - ETA: 6s - loss: 0.0426 - acc: 0.9871
92/937 [=>............................] - ETA: 6s - loss: 0.0408 - acc: 0.9876
99/937 [==>...........................] - ETA: 6s - loss: 0.0403 - acc: 0.9880
106/937 [==>...........................] - ETA: 6s - loss: 0.0384 - acc: 0.9885
113/937 [==>...........................] - ETA: 6s - loss: 0.0398 - acc: 0.9878
120/937 [==>...........................] - ETA: 6s - loss: 0.0403 - acc: 0.9875
127/937 [===>..........................] - ETA: 6s - loss: 0.0411 - acc: 0.9872
134/937 [===>..........................] - ETA: 6s - loss: 0.0408 - acc: 0.9873
140/937 [===>..........................] - ETA: 6s - loss: 0.0406 - acc: 0.9873
147/937 [===>..........................] - ETA: 5s - loss: 0.0417 - acc: 0.9871
155/937 [===>..........................] - ETA: 5s - loss: 0.0409 - acc: 0.9872
162/937 [====>.........................] - ETA: 5s - loss: 0.0413 - acc: 0.9871
169/937 [====>.........................] - ETA: 5s - loss: 0.0410 - acc: 0.9871
176/937 [====>.........................] - ETA: 5s - loss: 0.0410 - acc: 0.9872
183/937 [====>.........................] - ETA: 5s - loss: 0.0409 - acc: 0.9873
191/937 [=====>........................] - ETA: 5s - loss: 0.0410 - acc: 0.9871
198/937 [=====>........................] - ETA: 5s - loss: 0.0403 - acc: 0.9872
205/937 [=====>........................] - ETA: 5s - loss: 0.0396 - acc: 0.9874
212/937 [=====>........................] - ETA: 5s - loss: 0.0395 - acc: 0.9872
219/937 [======>.......................] - ETA: 5s - loss: 0.0395 - acc: 0.9872
226/937 [======>.......................] - ETA: 5s - loss: 0.0394 - acc: 0.9873
233/937 [======>.......................] - ETA: 5s - loss: 0.0399 - acc: 0.9871
240/937 [======>.......................] - ETA: 5s - loss: 0.0396 - acc: 0.9871
247/937 [======>.......................] - ETA: 5s - loss: 0.0391 - acc: 0.9872
254/937 [=======>......................] - ETA: 5s - loss: 0.0388 - acc: 0.9873
261/937 [=======>......................] - ETA: 5s - loss: 0.0382 - acc: 0.9875
268/937 [=======>......................] - ETA: 5s - loss: 0.0377 - acc: 0.9877
275/937 [=======>......................] - ETA: 5s - loss: 0.0387 - acc: 0.9872
283/937 [========>.....................] - ETA: 4s - loss: 0.0389 - acc: 0.9872
291/937 [========>.....................] - ETA: 4s - loss: 0.0393 - acc: 0.9871
299/937 [========>.....................] - ETA: 4s - loss: 0.0395 - acc: 0.9869
306/937 [========>.....................] - ETA: 4s - loss: 0.0395 - acc: 0.9869
313/937 [=========>....................] - ETA: 4s - loss: 0.0392 - acc: 0.9870
320/937 [=========>....................] - ETA: 4s - loss: 0.0398 - acc: 0.9869
327/937 [=========>....................] - ETA: 4s - loss: 0.0393 - acc: 0.9871
335/937 [=========>....................] - ETA: 4s - loss: 0.0401 - acc: 0.9871
342/937 [=========>....................] - ETA: 4s - loss: 0.0401 - acc: 0.9870
349/937 [==========>...................] - ETA: 4s - loss: 0.0411 - acc: 0.9868
356/937 [==========>...................] - ETA: 4s - loss: 0.0413 - acc: 0.9868
363/937 [==========>...................] - ETA: 4s - loss: 0.0409 - acc: 0.9870
370/937 [==========>...................] - ETA: 4s - loss: 0.0417 - acc: 0.9866
377/937 [===========>..................] - ETA: 4s - loss: 0.0417 - acc: 0.9867
384/937 [===========>..................] - ETA: 4s - loss: 0.0415 - acc: 0.9867
391/937 [===========>..................] - ETA: 4s - loss: 0.0411 - acc: 0.9869
398/937 [===========>..................] - ETA: 4s - loss: 0.0406 - acc: 0.9870
405/937 [===========>..................] - ETA: 3s - loss: 0.0401 - acc: 0.9872
412/937 [============>.................] - ETA: 3s - loss: 0.0401 - acc: 0.9872
419/937 [============>.................] - ETA: 3s - loss: 0.0400 - acc: 0.9872
426/937 [============>.................] - ETA: 3s - loss: 0.0398 - acc: 0.9873
433/937 [============>.................] - ETA: 3s - loss: 0.0395 - acc: 0.9873
440/937 [=============>................] - ETA: 3s - loss: 0.0395 - acc: 0.9874
447/937 [=============>................] - ETA: 3s - loss: 0.0393 - acc: 0.9874
454/937 [=============>................] - ETA: 3s - loss: 0.0390 - acc: 0.9875
461/937 [=============>................] - ETA: 3s - loss: 0.0393 - acc: 0.9874
468/937 [=============>................] - ETA: 3s - loss: 0.0393 - acc: 0.9873
475/937 [==============>...............] - ETA: 3s - loss: 0.0392 - acc: 0.9873
482/937 [==============>...............] - ETA: 3s - loss: 0.0391 - acc: 0.9872
489/937 [==============>...............] - ETA: 3s - loss: 0.0387 - acc: 0.9873
496/937 [==============>...............] - ETA: 3s - loss: 0.0387 - acc: 0.9874
503/937 [===============>..............] - ETA: 3s - loss: 0.0383 - acc: 0.9875
510/937 [===============>..............] - ETA: 3s - loss: 0.0383 - acc: 0.9875
517/937 [===============>..............] - ETA: 3s - loss: 0.0386 - acc: 0.9874
524/937 [===============>..............] - ETA: 3s - loss: 0.0389 - acc: 0.9874
531/937 [================>.............] - ETA: 3s - loss: 0.0387 - acc: 0.9875
538/937 [================>.............] - ETA: 3s - loss: 0.0388 - acc: 0.9875
545/937 [================>.............] - ETA: 2s - loss: 0.0389 - acc: 0.9874
552/937 [================>.............] - ETA: 2s - loss: 0.0389 - acc: 0.9875
559/937 [================>.............] - ETA: 2s - loss: 0.0388 - acc: 0.9875
566/937 [=================>............] - ETA: 2s - loss: 0.0388 - acc: 0.9874
573/937 [=================>............] - ETA: 2s - loss: 0.0385 - acc: 0.9875
581/937 [=================>............] - ETA: 2s - loss: 0.0382 - acc: 0.9876
588/937 [=================>............] - ETA: 2s - loss: 0.0381 - acc: 0.9876
595/937 [==================>...........] - ETA: 2s - loss: 0.0378 - acc: 0.9877
602/937 [==================>...........] - ETA: 2s - loss: 0.0377 - acc: 0.9877
609/937 [==================>...........] - ETA: 2s - loss: 0.0377 - acc: 0.9877
616/937 [==================>...........] - ETA: 2s - loss: 0.0375 - acc: 0.9878
623/937 [==================>...........] - ETA: 2s - loss: 0.0374 - acc: 0.9879
630/937 [===================>..........] - ETA: 2s - loss: 0.0374 - acc: 0.9879
637/937 [===================>..........] - ETA: 2s - loss: 0.0372 - acc: 0.9880
644/937 [===================>..........] - ETA: 2s - loss: 0.0373 - acc: 0.9879
651/937 [===================>..........] - ETA: 2s - loss: 0.0376 - acc: 0.9879
658/937 [====================>.........] - ETA: 2s - loss: 0.0376 - acc: 0.9878
665/937 [====================>.........] - ETA: 2s - loss: 0.0374 - acc: 0.9879
672/937 [====================>.........] - ETA: 1s - loss: 0.0374 - acc: 0.9879
679/937 [====================>.........] - ETA: 1s - loss: 0.0373 - acc: 0.9880
686/937 [====================>.........] - ETA: 1s - loss: 0.0371 - acc: 0.9880
693/937 [=====================>........] - ETA: 1s - loss: 0.0368 - acc: 0.9881
700/937 [=====================>........] - ETA: 1s - loss: 0.0367 - acc: 0.9881
707/937 [=====================>........] - ETA: 1s - loss: 0.0367 - acc: 0.9881
715/937 [=====================>........] - ETA: 1s - loss: 0.0369 - acc: 0.9881
723/937 [======================>.......] - ETA: 1s - loss: 0.0367 - acc: 0.9882
731/937 [======================>.......] - ETA: 1s - loss: 0.0366 - acc: 0.9882
738/937 [======================>.......] - ETA: 1s - loss: 0.0366 - acc: 0.9882
745/937 [======================>.......] - ETA: 1s - loss: 0.0369 - acc: 0.9882
752/937 [=======================>......] - ETA: 1s - loss: 0.0369 - acc: 0.9882
760/937 [=======================>......] - ETA: 1s - loss: 0.0369 - acc: 0.9882
767/937 [=======================>......] - ETA: 1s - loss: 0.0370 - acc: 0.9882
774/937 [=======================>......] - ETA: 1s - loss: 0.0369 - acc: 0.9882
781/937 [========================>.....] - ETA: 1s - loss: 0.0368 - acc: 0.9883
788/937 [========================>.....] - ETA: 1s - loss: 0.0369 - acc: 0.9883
795/937 [========================>.....] - ETA: 1s - loss: 0.0369 - acc: 0.9883
802/937 [========================>.....] - ETA: 1s - loss: 0.0367 - acc: 0.9883
809/937 [========================>.....] - ETA: 0s - loss: 0.0366 - acc: 0.9884
816/937 [=========================>....] - ETA: 0s - loss: 0.0365 - acc: 0.9884
823/937 [=========================>....] - ETA: 0s - loss: 0.0363 - acc: 0.9885
830/937 [=========================>....] - ETA: 0s - loss: 0.0364 - acc: 0.9885
837/937 [=========================>....] - ETA: 0s - loss: 0.0362 - acc: 0.9885
844/937 [==========================>...] - ETA: 0s - loss: 0.0363 - acc: 0.9885
851/937 [==========================>...] - ETA: 0s - loss: 0.0363 - acc: 0.9885
858/937 [==========================>...] - ETA: 0s - loss: 0.0363 - acc: 0.9885
865/937 [==========================>...] - ETA: 0s - loss: 0.0362 - acc: 0.9885
873/937 [==========================>...] - ETA: 0s - loss: 0.0363 - acc: 0.9885
880/937 [===========================>..] - ETA: 0s - loss: 0.0362 - acc: 0.9886
887/937 [===========================>..] - ETA: 0s - loss: 0.0361 - acc: 0.9886
894/937 [===========================>..] - ETA: 0s - loss: 0.0360 - acc: 0.9887
901/937 [===========================>..] - ETA: 0s - loss: 0.0360 - acc: 0.9886
908/937 [============================>.] - ETA: 0s - loss: 0.0360 - acc: 0.9886
915/937 [============================>.] - ETA: 0s - loss: 0.0360 - acc: 0.9887
922/937 [============================>.] - ETA: 0s - loss: 0.0360 - acc: 0.9887
929/937 [============================>.] - ETA: 0s - loss: 0.0362 - acc: 0.9886
937/937 [==============================] - 8s 9ms/step - loss: 0.0361 - acc: 0.9887 - val_loss: 0.0258 - val_acc: 0.9912
Epoch 00005: val_acc improved from 0.98858 to 0.99119, saving model to mnist.h5
Epoch 6/30
1/937 [..............................] - ETA: 6s - loss: 0.0199 - acc: 0.9844
6/937 [..............................] - ETA: 20s - loss: 0.0559 - acc: 0.9844
11/937 [..............................] - ETA: 15s - loss: 0.0360 - acc: 0.9886
19/937 [..............................] - ETA: 11s - loss: 0.0357 - acc: 0.9893
26/937 [..............................] - ETA: 10s - loss: 0.0305 - acc: 0.9910
34/937 [>.............................] - ETA: 9s - loss: 0.0274 - acc: 0.9922
42/937 [>.............................] - ETA: 8s - loss: 0.0252 - acc: 0.9926
50/937 [>.............................] - ETA: 8s - loss: 0.0244 - acc: 0.9925
57/937 [>.............................] - ETA: 8s - loss: 0.0238 - acc: 0.9929
64/937 [=>............................] - ETA: 7s - loss: 0.0234 - acc: 0.9929
71/937 [=>............................] - ETA: 7s - loss: 0.0262 - acc: 0.9923
78/937 [=>............................] - ETA: 7s - loss: 0.0257 - acc: 0.9922
85/937 [=>............................] - ETA: 7s - loss: 0.0266 - acc: 0.9919
92/937 [=>............................] - ETA: 7s - loss: 0.0255 - acc: 0.9924
99/937 [==>...........................] - ETA: 7s - loss: 0.0265 - acc: 0.9920
106/937 [==>...........................] - ETA: 6s - loss: 0.0257 - acc: 0.9922
113/937 [==>...........................] - ETA: 6s - loss: 0.0255 - acc: 0.9921
120/937 [==>...........................] - ETA: 6s - loss: 0.0256 - acc: 0.9919
127/937 [===>..........................] - ETA: 6s - loss: 0.0273 - acc: 0.9914
135/937 [===>..........................] - ETA: 6s - loss: 0.0290 - acc: 0.9912
142/937 [===>..........................] - ETA: 6s - loss: 0.0292 - acc: 0.9911
149/937 [===>..........................] - ETA: 6s - loss: 0.0286 - acc: 0.9913
156/937 [===>..........................] - ETA: 6s - loss: 0.0302 - acc: 0.9907
164/937 [====>.........................] - ETA: 6s - loss: 0.0318 - acc: 0.9906
171/937 [====>.........................] - ETA: 6s - loss: 0.0323 - acc: 0.9905
178/937 [====>.........................] - ETA: 6s - loss: 0.0314 - acc: 0.9909
185/937 [====>.........................] - ETA: 5s - loss: 0.0310 - acc: 0.9909
192/937 [=====>........................] - ETA: 5s - loss: 0.0305 - acc: 0.9910
199/937 [=====>........................] - ETA: 5s - loss: 0.0302 - acc: 0.9911
206/937 [=====>........................] - ETA: 5s - loss: 0.0297 - acc: 0.9913
213/937 [=====>........................] - ETA: 5s - loss: 0.0302 - acc: 0.9911
220/937 [======>.......................] - ETA: 5s - loss: 0.0302 - acc: 0.9910
227/937 [======>.......................] - ETA: 5s - loss: 0.0302 - acc: 0.9910
235/937 [======>.......................] - ETA: 5s - loss: 0.0308 - acc: 0.9908
242/937 [======>.......................] - ETA: 5s - loss: 0.0309 - acc: 0.9908
249/937 [======>.......................] - ETA: 5s - loss: 0.0314 - acc: 0.9908
256/937 [=======>......................] - ETA: 5s - loss: 0.0331 - acc: 0.9905
263/937 [=======>......................] - ETA: 5s - loss: 0.0332 - acc: 0.9905
270/937 [=======>......................] - ETA: 5s - loss: 0.0331 - acc: 0.9905
277/937 [=======>......................] - ETA: 5s - loss: 0.0330 - acc: 0.9905
284/937 [========>.....................] - ETA: 5s - loss: 0.0327 - acc: 0.9906
291/937 [========>.....................] - ETA: 5s - loss: 0.0325 - acc: 0.9905
299/937 [========>.....................] - ETA: 4s - loss: 0.0328 - acc: 0.9905
306/937 [========>.....................] - ETA: 4s - loss: 0.0327 - acc: 0.9905
313/937 [=========>....................] - ETA: 4s - loss: 0.0323 - acc: 0.9906
320/937 [=========>....................] - ETA: 4s - loss: 0.0324 - acc: 0.9906
327/937 [=========>....................] - ETA: 4s - loss: 0.0327 - acc: 0.9905
334/937 [=========>....................] - ETA: 4s - loss: 0.0327 - acc: 0.9905
341/937 [=========>....................] - ETA: 4s - loss: 0.0326 - acc: 0.9904
348/937 [==========>...................] - ETA: 4s - loss: 0.0323 - acc: 0.9906
355/937 [==========>...................] - ETA: 4s - loss: 0.0323 - acc: 0.9906
362/937 [==========>...................] - ETA: 4s - loss: 0.0326 - acc: 0.9904
369/937 [==========>...................] - ETA: 4s - loss: 0.0323 - acc: 0.9906
377/937 [===========>..................] - ETA: 4s - loss: 0.0323 - acc: 0.9906
384/937 [===========>..................] - ETA: 4s - loss: 0.0318 - acc: 0.9908
391/937 [===========>..................] - ETA: 4s - loss: 0.0314 - acc: 0.9909
398/937 [===========>..................] - ETA: 4s - loss: 0.0312 - acc: 0.9910
405/937 [===========>..................] - ETA: 4s - loss: 0.0313 - acc: 0.9909
412/937 [============>.................] - ETA: 4s - loss: 0.0316 - acc: 0.9908
419/937 [============>.................] - ETA: 3s - loss: 0.0317 - acc: 0.9907
426/937 [============>.................] - ETA: 3s - loss: 0.0318 - acc: 0.9907
433/937 [============>.................] - ETA: 3s - loss: 0.0316 - acc: 0.9908
440/937 [=============>................] - ETA: 3s - loss: 0.0313 - acc: 0.9909
447/937 [=============>................] - ETA: 3s - loss: 0.0313 - acc: 0.9909
454/937 [=============>................] - ETA: 3s - loss: 0.0314 - acc: 0.9909
461/937 [=============>................] - ETA: 3s - loss: 0.0313 - acc: 0.9910
468/937 [=============>................] - ETA: 3s - loss: 0.0315 - acc: 0.9910
475/937 [==============>...............] - ETA: 3s - loss: 0.0315 - acc: 0.9910
482/937 [==============>...............] - ETA: 3s - loss: 0.0318 - acc: 0.9910
490/937 [==============>...............] - ETA: 3s - loss: 0.0319 - acc: 0.9909
497/937 [==============>...............] - ETA: 3s - loss: 0.0322 - acc: 0.9908
505/937 [===============>..............] - ETA: 3s - loss: 0.0321 - acc: 0.9909
512/937 [===============>..............] - ETA: 3s - loss: 0.0323 - acc: 0.9908
519/937 [===============>..............] - ETA: 3s - loss: 0.0324 - acc: 0.9908
526/937 [===============>..............] - ETA: 3s - loss: 0.0326 - acc: 0.9907
533/937 [================>.............] - ETA: 3s - loss: 0.0326 - acc: 0.9907
540/937 [================>.............] - ETA: 3s - loss: 0.0331 - acc: 0.9906
547/937 [================>.............] - ETA: 2s - loss: 0.0331 - acc: 0.9906
554/937 [================>.............] - ETA: 2s - loss: 0.0331 - acc: 0.9906
561/937 [================>.............] - ETA: 2s - loss: 0.0329 - acc: 0.9907
568/937 [=================>............] - ETA: 2s - loss: 0.0332 - acc: 0.9906
575/937 [=================>............] - ETA: 2s - loss: 0.0330 - acc: 0.9907
582/937 [=================>............] - ETA: 2s - loss: 0.0329 - acc: 0.9907
589/937 [=================>............] - ETA: 2s - loss: 0.0329 - acc: 0.9906
596/937 [==================>...........] - ETA: 2s - loss: 0.0329 - acc: 0.9906
604/937 [==================>...........] - ETA: 2s - loss: 0.0329 - acc: 0.9905
611/937 [==================>...........] - ETA: 2s - loss: 0.0329 - acc: 0.9905
618/937 [==================>...........] - ETA: 2s - loss: 0.0329 - acc: 0.9905
625/937 [===================>..........] - ETA: 2s - loss: 0.0327 - acc: 0.9905
633/937 [===================>..........] - ETA: 2s - loss: 0.0324 - acc: 0.9906
640/937 [===================>..........] - ETA: 2s - loss: 0.0322 - acc: 0.9906
647/937 [===================>..........] - ETA: 2s - loss: 0.0322 - acc: 0.9906
654/937 [===================>..........] - ETA: 2s - loss: 0.0321 - acc: 0.9906
661/937 [====================>.........] - ETA: 2s - loss: 0.0323 - acc: 0.9905
668/937 [====================>.........] - ETA: 2s - loss: 0.0327 - acc: 0.9905
675/937 [====================>.........] - ETA: 1s - loss: 0.0327 - acc: 0.9905
682/937 [====================>.........] - ETA: 1s - loss: 0.0326 - acc: 0.9905
689/937 [=====================>........] - ETA: 1s - loss: 0.0326 - acc: 0.9905
696/937 [=====================>........] - ETA: 1s - loss: 0.0325 - acc: 0.9905
703/937 [=====================>........] - ETA: 1s - loss: 0.0326 - acc: 0.9905
710/937 [=====================>........] - ETA: 1s - loss: 0.0326 - acc: 0.9905
717/937 [=====================>........] - ETA: 1s - loss: 0.0325 - acc: 0.9905
725/937 [======================>.......] - ETA: 1s - loss: 0.0326 - acc: 0.9905
732/937 [======================>.......] - ETA: 1s - loss: 0.0326 - acc: 0.9904
739/937 [======================>.......] - ETA: 1s - loss: 0.0324 - acc: 0.9905
746/937 [======================>.......] - ETA: 1s - loss: 0.0324 - acc: 0.9905
753/937 [=======================>......] - ETA: 1s - loss: 0.0323 - acc: 0.9906
760/937 [=======================>......] - ETA: 1s - loss: 0.0324 - acc: 0.9905
768/937 [=======================>......] - ETA: 1s - loss: 0.0326 - acc: 0.9904
775/937 [=======================>......] - ETA: 1s - loss: 0.0326 - acc: 0.9904
782/937 [========================>.....] - ETA: 1s - loss: 0.0325 - acc: 0.9905
789/937 [========================>.....] - ETA: 1s - loss: 0.0324 - acc: 0.9905
796/937 [========================>.....] - ETA: 1s - loss: 0.0325 - acc: 0.9904
803/937 [========================>.....] - ETA: 1s - loss: 0.0325 - acc: 0.9904
810/937 [========================>.....] - ETA: 0s - loss: 0.0326 - acc: 0.9904
817/937 [=========================>....] - ETA: 0s - loss: 0.0326 - acc: 0.9904
825/937 [=========================>....] - ETA: 0s - loss: 0.0326 - acc: 0.9903
832/937 [=========================>....] - ETA: 0s - loss: 0.0325 - acc: 0.9903
839/937 [=========================>....] - ETA: 0s - loss: 0.0326 - acc: 0.9903
846/937 [==========================>...] - ETA: 0s - loss: 0.0326 - acc: 0.9903
853/937 [==========================>...] - ETA: 0s - loss: 0.0326 - acc: 0.9903
860/937 [==========================>...] - ETA: 0s - loss: 0.0326 - acc: 0.9903
867/937 [==========================>...] - ETA: 0s - loss: 0.0328 - acc: 0.9902
874/937 [==========================>...] - ETA: 0s - loss: 0.0327 - acc: 0.9902
881/937 [===========================>..] - ETA: 0s - loss: 0.0326 - acc: 0.9903
889/937 [===========================>..] - ETA: 0s - loss: 0.0328 - acc: 0.9902
896/937 [===========================>..] - ETA: 0s - loss: 0.0327 - acc: 0.9903
903/937 [===========================>..] - ETA: 0s - loss: 0.0328 - acc: 0.9902
910/937 [============================>.] - ETA: 0s - loss: 0.0327 - acc: 0.9903
917/937 [============================>.] - ETA: 0s - loss: 0.0326 - acc: 0.9903
924/937 [============================>.] - ETA: 0s - loss: 0.0327 - acc: 0.9903
931/937 [============================>.] - ETA: 0s - loss: 0.0326 - acc: 0.9903
937/937 [==============================] - 8s 9ms/step - loss: 0.0326 - acc: 0.9903 - val_loss: 0.0377 - val_acc: 0.9875
Epoch 00006: val_acc did not improve
Epoch 7/30
1/937 [..............................] - ETA: 5s - loss: 0.0318 - acc: 0.9844
8/937 [..............................] - ETA: 7s - loss: 0.0358 - acc: 0.9902
13/937 [..............................] - ETA: 8s - loss: 0.0294 - acc: 0.9904
20/937 [..............................] - ETA: 7s - loss: 0.0472 - acc: 0.9859
28/937 [..............................] - ETA: 7s - loss: 0.0397 - acc: 0.9872
35/937 [>.............................] - ETA: 7s - loss: 0.0363 - acc: 0.9879
42/937 [>.............................] - ETA: 7s - loss: 0.0340 - acc: 0.9881
49/937 [>.............................] - ETA: 6s - loss: 0.0333 - acc: 0.9882
56/937 [>.............................] - ETA: 6s - loss: 0.0343 - acc: 0.9877
63/937 [=>............................] - ETA: 6s - loss: 0.0316 - acc: 0.9888
70/937 [=>............................] - ETA: 6s - loss: 0.0309 - acc: 0.9891
77/937 [=>............................] - ETA: 6s - loss: 0.0318 - acc: 0.9892
84/937 [=>............................] - ETA: 6s - loss: 0.0301 - acc: 0.9901
91/937 [=>............................] - ETA: 6s - loss: 0.0287 - acc: 0.9907
98/937 [==>...........................] - ETA: 6s - loss: 0.0285 - acc: 0.9909
105/937 [==>...........................] - ETA: 6s - loss: 0.0287 - acc: 0.9908
112/937 [==>...........................] - ETA: 6s - loss: 0.0286 - acc: 0.9909
119/937 [==>...........................] - ETA: 6s - loss: 0.0305 - acc: 0.9905
126/937 [===>..........................] - ETA: 6s - loss: 0.0309 - acc: 0.9903
133/937 [===>..........................] - ETA: 6s - loss: 0.0300 - acc: 0.9905
140/937 [===>..........................] - ETA: 6s - loss: 0.0300 - acc: 0.9902
147/937 [===>..........................] - ETA: 6s - loss: 0.0300 - acc: 0.9901
154/937 [===>..........................] - ETA: 5s - loss: 0.0296 - acc: 0.9903
161/937 [====>.........................] - ETA: 5s - loss: 0.0300 - acc: 0.9900
168/937 [====>.........................] - ETA: 5s - loss: 0.0309 - acc: 0.9899
175/937 [====>.........................] - ETA: 5s - loss: 0.0322 - acc: 0.9896
182/937 [====>.........................] - ETA: 5s - loss: 0.0316 - acc: 0.9900
189/937 [=====>........................] - ETA: 5s - loss: 0.0325 - acc: 0.9898
196/937 [=====>........................] - ETA: 5s - loss: 0.0320 - acc: 0.9900
203/937 [=====>........................] - ETA: 5s - loss: 0.0327 - acc: 0.9898
211/937 [=====>........................] - ETA: 5s - loss: 0.0323 - acc: 0.9898
218/937 [=====>........................] - ETA: 5s - loss: 0.0324 - acc: 0.9897
224/937 [======>.......................] - ETA: 5s - loss: 0.0327 - acc: 0.9897
231/937 [======>.......................] - ETA: 5s - loss: 0.0325 - acc: 0.9898
238/937 [======>.......................] - ETA: 5s - loss: 0.0321 - acc: 0.9900
245/937 [======>.......................] - ETA: 5s - loss: 0.0313 - acc: 0.9902
252/937 [=======>......................] - ETA: 5s - loss: 0.0310 - acc: 0.9904
259/937 [=======>......................] - ETA: 5s - loss: 0.0304 - acc: 0.9906
266/937 [=======>......................] - ETA: 5s - loss: 0.0298 - acc: 0.9908
273/937 [=======>......................] - ETA: 5s - loss: 0.0295 - acc: 0.9908
280/937 [=======>......................] - ETA: 4s - loss: 0.0293 - acc: 0.9908
287/937 [========>.....................] - ETA: 4s - loss: 0.0288 - acc: 0.9910
294/937 [========>.....................] - ETA: 4s - loss: 0.0286 - acc: 0.9911
301/937 [========>.....................] - ETA: 4s - loss: 0.0285 - acc: 0.9910
308/937 [========>.....................] - ETA: 4s - loss: 0.0287 - acc: 0.9911
315/937 [=========>....................] - ETA: 4s - loss: 0.0291 - acc: 0.9909
322/937 [=========>....................] - ETA: 4s - loss: 0.0294 - acc: 0.9909
329/937 [=========>....................] - ETA: 4s - loss: 0.0296 - acc: 0.9908
336/937 [=========>....................] - ETA: 4s - loss: 0.0293 - acc: 0.9910
343/937 [=========>....................] - ETA: 4s - loss: 0.0297 - acc: 0.9909
350/937 [==========>...................] - ETA: 4s - loss: 0.0302 - acc: 0.9908
357/937 [==========>...................] - ETA: 4s - loss: 0.0304 - acc: 0.9906
364/937 [==========>...................] - ETA: 4s - loss: 0.0307 - acc: 0.9906
371/937 [==========>...................] - ETA: 4s - loss: 0.0304 - acc: 0.9907
378/937 [===========>..................] - ETA: 4s - loss: 0.0304 - acc: 0.9907
385/937 [===========>..................] - ETA: 4s - loss: 0.0301 - acc: 0.9907
392/937 [===========>..................] - ETA: 4s - loss: 0.0299 - acc: 0.9908
399/937 [===========>..................] - ETA: 4s - loss: 0.0299 - acc: 0.9907
405/937 [===========>..................] - ETA: 4s - loss: 0.0299 - acc: 0.9907
412/937 [============>.................] - ETA: 3s - loss: 0.0303 - acc: 0.9907
419/937 [============>.................] - ETA: 3s - loss: 0.0304 - acc: 0.9908
426/937 [============>.................] - ETA: 3s - loss: 0.0301 - acc: 0.9909
433/937 [============>.................] - ETA: 3s - loss: 0.0306 - acc: 0.9908
440/937 [=============>................] - ETA: 3s - loss: 0.0308 - acc: 0.9908
447/937 [=============>................] - ETA: 3s - loss: 0.0309 - acc: 0.9907
454/937 [=============>................] - ETA: 3s - loss: 0.0306 - acc: 0.9908
461/937 [=============>................] - ETA: 3s - loss: 0.0303 - acc: 0.9909
468/937 [=============>................] - ETA: 3s - loss: 0.0304 - acc: 0.9909
475/937 [==============>...............] - ETA: 3s - loss: 0.0301 - acc: 0.9910
482/937 [==============>...............] - ETA: 3s - loss: 0.0304 - acc: 0.9909
489/937 [==============>...............] - ETA: 3s - loss: 0.0302 - acc: 0.9910
496/937 [==============>...............] - ETA: 3s - loss: 0.0301 - acc: 0.9909
503/937 [===============>..............] - ETA: 3s - loss: 0.0302 - acc: 0.9909
510/937 [===============>..............] - ETA: 3s - loss: 0.0301 - acc: 0.9909
517/937 [===============>..............] - ETA: 3s - loss: 0.0299 - acc: 0.9909
524/937 [===============>..............] - ETA: 3s - loss: 0.0301 - acc: 0.9908
531/937 [================>.............] - ETA: 3s - loss: 0.0303 - acc: 0.9908
538/937 [================>.............] - ETA: 3s - loss: 0.0304 - acc: 0.9907
545/937 [================>.............] - ETA: 2s - loss: 0.0302 - acc: 0.9908
552/937 [================>.............] - ETA: 2s - loss: 0.0302 - acc: 0.9908
559/937 [================>.............] - ETA: 2s - loss: 0.0301 - acc: 0.9908
566/937 [=================>............] - ETA: 2s - loss: 0.0305 - acc: 0.9907
573/937 [=================>............] - ETA: 2s - loss: 0.0306 - acc: 0.9907
580/937 [=================>............] - ETA: 2s - loss: 0.0304 - acc: 0.9908
587/937 [=================>............] - ETA: 2s - loss: 0.0304 - acc: 0.9907
594/937 [==================>...........] - ETA: 2s - loss: 0.0303 - acc: 0.9907
601/937 [==================>...........] - ETA: 2s - loss: 0.0302 - acc: 0.9908
608/937 [==================>...........] - ETA: 2s - loss: 0.0300 - acc: 0.9909
615/937 [==================>...........] - ETA: 2s - loss: 0.0299 - acc: 0.9909
622/937 [==================>...........] - ETA: 2s - loss: 0.0298 - acc: 0.9909
629/937 [===================>..........] - ETA: 2s - loss: 0.0299 - acc: 0.9910
636/937 [===================>..........] - ETA: 2s - loss: 0.0297 - acc: 0.9910
644/937 [===================>..........] - ETA: 2s - loss: 0.0298 - acc: 0.9910
651/937 [===================>..........] - ETA: 2s - loss: 0.0299 - acc: 0.9910
658/937 [====================>.........] - ETA: 2s - loss: 0.0298 - acc: 0.9910
665/937 [====================>.........] - ETA: 2s - loss: 0.0297 - acc: 0.9910
672/937 [====================>.........] - ETA: 1s - loss: 0.0297 - acc: 0.9910
679/937 [====================>.........] - ETA: 1s - loss: 0.0300 - acc: 0.9910
687/937 [====================>.........] - ETA: 1s - loss: 0.0298 - acc: 0.9910
695/937 [=====================>........] - ETA: 1s - loss: 0.0297 - acc: 0.9910
702/937 [=====================>........] - ETA: 1s - loss: 0.0296 - acc: 0.9911
709/937 [=====================>........] - ETA: 1s - loss: 0.0296 - acc: 0.9910
716/937 [=====================>........] - ETA: 1s - loss: 0.0298 - acc: 0.9910
723/937 [======================>.......] - ETA: 1s - loss: 0.0298 - acc: 0.9909
730/937 [======================>.......] - ETA: 1s - loss: 0.0296 - acc: 0.9910
738/937 [======================>.......] - ETA: 1s - loss: 0.0297 - acc: 0.9910
745/937 [======================>.......] - ETA: 1s - loss: 0.0298 - acc: 0.9910
752/937 [=======================>......] - ETA: 1s - loss: 0.0304 - acc: 0.9908
759/937 [=======================>......] - ETA: 1s - loss: 0.0305 - acc: 0.9908
766/937 [=======================>......] - ETA: 1s - loss: 0.0305 - acc: 0.9908
773/937 [=======================>......] - ETA: 1s - loss: 0.0304 - acc: 0.9908
780/937 [=======================>......] - ETA: 1s - loss: 0.0305 - acc: 0.9908
787/937 [========================>.....] - ETA: 1s - loss: 0.0305 - acc: 0.9908
794/937 [========================>.....] - ETA: 1s - loss: 0.0304 - acc: 0.9908
801/937 [========================>.....] - ETA: 1s - loss: 0.0304 - acc: 0.9909
808/937 [========================>.....] - ETA: 0s - loss: 0.0303 - acc: 0.9909
815/937 [=========================>....] - ETA: 0s - loss: 0.0303 - acc: 0.9908
822/937 [=========================>....] - ETA: 0s - loss: 0.0303 - acc: 0.9909
829/937 [=========================>....] - ETA: 0s - loss: 0.0302 - acc: 0.9909