-
Notifications
You must be signed in to change notification settings - Fork 0
/
Copy pathresult.txt
3638 lines (3398 loc) · 513 KB
/
result.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
Train on 5751 samples
Epoch 1/20
50/5751 [..............................] - ETA: 42s - loss: 0.6808 - accuracy: 0.52001650/5751 [=======>......................] - ETA: 1s - loss: 0.5277 - accuracy: 0.8285 3250/5751 [===============>..............] - ETA: 0s - loss: 0.3898 - accuracy: 0.87054900/5751 [========================>.....] - ETA: 0s - loss: 0.3227 - accuracy: 0.89105751/5751 [==============================] - 1s 97us/sample - loss: 0.2991 - accuracy: 0.8974
Epoch 2/20
50/5751 [..............................] - ETA: 0s - loss: 0.1828 - accuracy: 0.94001700/5751 [=======>......................] - ETA: 0s - loss: 0.1503 - accuracy: 0.94653350/5751 [================>.............] - ETA: 0s - loss: 0.1615 - accuracy: 0.93855000/5751 [=========================>....] - ETA: 0s - loss: 0.1551 - accuracy: 0.94145751/5751 [==============================] - 0s 31us/sample - loss: 0.1499 - accuracy: 0.9442
Epoch 3/20
50/5751 [..............................] - ETA: 0s - loss: 0.1948 - accuracy: 0.92001700/5751 [=======>......................] - ETA: 0s - loss: 0.1346 - accuracy: 0.95123350/5751 [================>.............] - ETA: 0s - loss: 0.1262 - accuracy: 0.95585000/5751 [=========================>....] - ETA: 0s - loss: 0.1212 - accuracy: 0.95585751/5751 [==============================] - 0s 31us/sample - loss: 0.1209 - accuracy: 0.9546
Epoch 4/20
50/5751 [..............................] - ETA: 0s - loss: 0.0534 - accuracy: 0.98001700/5751 [=======>......................] - ETA: 0s - loss: 0.1139 - accuracy: 0.95763300/5751 [================>.............] - ETA: 0s - loss: 0.1139 - accuracy: 0.96064950/5751 [========================>.....] - ETA: 0s - loss: 0.1102 - accuracy: 0.96185751/5751 [==============================] - 0s 32us/sample - loss: 0.1065 - accuracy: 0.9633
Epoch 5/20
50/5751 [..............................] - ETA: 0s - loss: 0.0231 - accuracy: 1.00001700/5751 [=======>......................] - ETA: 0s - loss: 0.0821 - accuracy: 0.97063350/5751 [================>.............] - ETA: 0s - loss: 0.0886 - accuracy: 0.96904900/5751 [========================>.....] - ETA: 0s - loss: 0.0882 - accuracy: 0.96865751/5751 [==============================] - 0s 32us/sample - loss: 0.0928 - accuracy: 0.9670
Epoch 6/20
50/5751 [..............................] - ETA: 0s - loss: 0.0523 - accuracy: 1.00001700/5751 [=======>......................] - ETA: 0s - loss: 0.0788 - accuracy: 0.97473400/5751 [================>.............] - ETA: 0s - loss: 0.0809 - accuracy: 0.97265050/5751 [=========================>....] - ETA: 0s - loss: 0.0881 - accuracy: 0.96975751/5751 [==============================] - 0s 31us/sample - loss: 0.0887 - accuracy: 0.9694
Epoch 7/20
50/5751 [..............................] - ETA: 0s - loss: 0.0834 - accuracy: 0.98001700/5751 [=======>......................] - ETA: 0s - loss: 0.0851 - accuracy: 0.97003350/5751 [================>.............] - ETA: 0s - loss: 0.0828 - accuracy: 0.96875050/5751 [=========================>....] - ETA: 0s - loss: 0.0824 - accuracy: 0.97035751/5751 [==============================] - 0s 31us/sample - loss: 0.0828 - accuracy: 0.9697
Epoch 8/20
50/5751 [..............................] - ETA: 0s - loss: 0.0214 - accuracy: 1.00001650/5751 [=======>......................] - ETA: 0s - loss: 0.0894 - accuracy: 0.96973300/5751 [================>.............] - ETA: 0s - loss: 0.0774 - accuracy: 0.97364900/5751 [========================>.....] - ETA: 0s - loss: 0.0711 - accuracy: 0.97595751/5751 [==============================] - 0s 31us/sample - loss: 0.0773 - accuracy: 0.9736
Epoch 9/20
50/5751 [..............................] - ETA: 0s - loss: 0.0200 - accuracy: 1.00001650/5751 [=======>......................] - ETA: 0s - loss: 0.0789 - accuracy: 0.97333250/5751 [===============>..............] - ETA: 0s - loss: 0.0796 - accuracy: 0.97234900/5751 [========================>.....] - ETA: 0s - loss: 0.0769 - accuracy: 0.97355751/5751 [==============================] - 0s 32us/sample - loss: 0.0796 - accuracy: 0.9710
Epoch 10/20
50/5751 [..............................] - ETA: 0s - loss: 0.0116 - accuracy: 1.00001700/5751 [=======>......................] - ETA: 0s - loss: 0.1574 - accuracy: 0.94653350/5751 [================>.............] - ETA: 0s - loss: 0.1184 - accuracy: 0.95945000/5751 [=========================>....] - ETA: 0s - loss: 0.1080 - accuracy: 0.96265751/5751 [==============================] - 0s 31us/sample - loss: 0.1089 - accuracy: 0.9616
Epoch 11/20
50/5751 [..............................] - ETA: 0s - loss: 0.1236 - accuracy: 0.96001700/5751 [=======>......................] - ETA: 0s - loss: 0.1275 - accuracy: 0.95823300/5751 [================>.............] - ETA: 0s - loss: 0.1078 - accuracy: 0.96424950/5751 [========================>.....] - ETA: 0s - loss: 0.0949 - accuracy: 0.96775751/5751 [==============================] - 0s 31us/sample - loss: 0.0944 - accuracy: 0.9673
Epoch 12/20
50/5751 [..............................] - ETA: 0s - loss: 0.0751 - accuracy: 0.96001700/5751 [=======>......................] - ETA: 0s - loss: 0.0571 - accuracy: 0.97943350/5751 [================>.............] - ETA: 0s - loss: 0.0665 - accuracy: 0.97735000/5751 [=========================>....] - ETA: 0s - loss: 0.0715 - accuracy: 0.97485751/5751 [==============================] - 0s 31us/sample - loss: 0.0730 - accuracy: 0.9741
Epoch 13/20
50/5751 [..............................] - ETA: 0s - loss: 0.0859 - accuracy: 0.96001700/5751 [=======>......................] - ETA: 0s - loss: 0.0790 - accuracy: 0.97293350/5751 [================>.............] - ETA: 0s - loss: 0.0732 - accuracy: 0.97495000/5751 [=========================>....] - ETA: 0s - loss: 0.0689 - accuracy: 0.97705751/5751 [==============================] - 0s 31us/sample - loss: 0.0654 - accuracy: 0.9776
Epoch 14/20
50/5751 [..............................] - ETA: 0s - loss: 0.0972 - accuracy: 0.94001700/5751 [=======>......................] - ETA: 0s - loss: 0.0662 - accuracy: 0.97533350/5751 [================>.............] - ETA: 0s - loss: 0.0612 - accuracy: 0.97674950/5751 [========================>.....] - ETA: 0s - loss: 0.0654 - accuracy: 0.97765751/5751 [==============================] - 0s 31us/sample - loss: 0.0649 - accuracy: 0.9784
Epoch 15/20
50/5751 [..............................] - ETA: 0s - loss: 0.0313 - accuracy: 1.00001700/5751 [=======>......................] - ETA: 0s - loss: 0.0569 - accuracy: 0.98123350/5751 [================>.............] - ETA: 0s - loss: 0.0646 - accuracy: 0.97885000/5751 [=========================>....] - ETA: 0s - loss: 0.0598 - accuracy: 0.98045751/5751 [==============================] - 0s 31us/sample - loss: 0.0628 - accuracy: 0.9790
Epoch 16/20
50/5751 [..............................] - ETA: 0s - loss: 0.0389 - accuracy: 0.98001700/5751 [=======>......................] - ETA: 0s - loss: 0.0510 - accuracy: 0.97763350/5751 [================>.............] - ETA: 0s - loss: 0.0577 - accuracy: 0.97765000/5751 [=========================>....] - ETA: 0s - loss: 0.0606 - accuracy: 0.97785751/5751 [==============================] - 0s 31us/sample - loss: 0.0619 - accuracy: 0.9772
Epoch 17/20
50/5751 [..............................] - ETA: 0s - loss: 0.0721 - accuracy: 0.96001700/5751 [=======>......................] - ETA: 0s - loss: 0.0593 - accuracy: 0.97653350/5751 [================>.............] - ETA: 0s - loss: 0.0572 - accuracy: 0.97975000/5751 [=========================>....] - ETA: 0s - loss: 0.0586 - accuracy: 0.98005751/5751 [==============================] - 0s 31us/sample - loss: 0.0593 - accuracy: 0.9802
Epoch 18/20
50/5751 [..............................] - ETA: 0s - loss: 0.0128 - accuracy: 1.00001700/5751 [=======>......................] - ETA: 0s - loss: 0.0578 - accuracy: 0.97653350/5751 [================>.............] - ETA: 0s - loss: 0.0605 - accuracy: 0.97855000/5751 [=========================>....] - ETA: 0s - loss: 0.0589 - accuracy: 0.97885751/5751 [==============================] - 0s 31us/sample - loss: 0.0580 - accuracy: 0.9793
Epoch 19/20
50/5751 [..............................] - ETA: 0s - loss: 0.1084 - accuracy: 0.98001700/5751 [=======>......................] - ETA: 0s - loss: 0.0551 - accuracy: 0.98003350/5751 [================>.............] - ETA: 0s - loss: 0.0516 - accuracy: 0.98035050/5751 [=========================>....] - ETA: 0s - loss: 0.0531 - accuracy: 0.98045751/5751 [==============================] - 0s 31us/sample - loss: 0.0563 - accuracy: 0.9788
Epoch 20/20
50/5751 [..............................] - ETA: 0s - loss: 0.0464 - accuracy: 0.98001700/5751 [=======>......................] - ETA: 0s - loss: 0.0521 - accuracy: 0.97883350/5751 [================>.............] - ETA: 0s - loss: 0.0587 - accuracy: 0.97765000/5751 [=========================>....] - ETA: 0s - loss: 0.0578 - accuracy: 0.97885751/5751 [==============================] - 0s 31us/sample - loss: 0.0547 - accuracy: 0.9791
Test loss: 0.11789627867905747
Test accuracy: 0.957935
Train on 5751 samples
Epoch 1/20
50/5751 [..............................] - ETA: 39s - loss: 0.6835 - accuracy: 0.60001700/5751 [=======>......................] - ETA: 0s - loss: 0.5678 - accuracy: 0.7753 3300/5751 [================>.............] - ETA: 0s - loss: 0.4347 - accuracy: 0.84554900/5751 [========================>.....] - ETA: 0s - loss: 0.3532 - accuracy: 0.87535751/5751 [==============================] - 1s 93us/sample - loss: 0.3247 - accuracy: 0.8861
Epoch 2/20
50/5751 [..............................] - ETA: 0s - loss: 0.0583 - accuracy: 1.00001600/5751 [=======>......................] - ETA: 0s - loss: 0.1578 - accuracy: 0.94633100/5751 [===============>..............] - ETA: 0s - loss: 0.1501 - accuracy: 0.95004550/5751 [======================>.......] - ETA: 0s - loss: 0.1474 - accuracy: 0.94955751/5751 [==============================] - 0s 35us/sample - loss: 0.1438 - accuracy: 0.9508
Epoch 3/20
50/5751 [..............................] - ETA: 0s - loss: 0.0909 - accuracy: 0.98001500/5751 [======>.......................] - ETA: 0s - loss: 0.1176 - accuracy: 0.96073000/5751 [==============>...............] - ETA: 0s - loss: 0.1232 - accuracy: 0.95534500/5751 [======================>.......] - ETA: 0s - loss: 0.1284 - accuracy: 0.95365751/5751 [==============================] - 0s 35us/sample - loss: 0.1275 - accuracy: 0.9527
Epoch 4/20
50/5751 [..............................] - ETA: 0s - loss: 0.0179 - accuracy: 1.00001550/5751 [=======>......................] - ETA: 0s - loss: 0.1153 - accuracy: 0.95683050/5751 [==============>...............] - ETA: 0s - loss: 0.1137 - accuracy: 0.95484500/5751 [======================>.......] - ETA: 0s - loss: 0.1153 - accuracy: 0.95565751/5751 [==============================] - 0s 34us/sample - loss: 0.1100 - accuracy: 0.9574
Epoch 5/20
50/5751 [..............................] - ETA: 0s - loss: 0.1612 - accuracy: 0.92001600/5751 [=======>......................] - ETA: 0s - loss: 0.0864 - accuracy: 0.96883100/5751 [===============>..............] - ETA: 0s - loss: 0.0836 - accuracy: 0.97004600/5751 [======================>.......] - ETA: 0s - loss: 0.0909 - accuracy: 0.96675751/5751 [==============================] - 0s 34us/sample - loss: 0.0903 - accuracy: 0.9682
Epoch 6/20
50/5751 [..............................] - ETA: 0s - loss: 0.0456 - accuracy: 1.00001600/5751 [=======>......................] - ETA: 0s - loss: 0.0923 - accuracy: 0.96693200/5751 [===============>..............] - ETA: 0s - loss: 0.0879 - accuracy: 0.96914750/5751 [=======================>......] - ETA: 0s - loss: 0.0860 - accuracy: 0.96865751/5751 [==============================] - 0s 33us/sample - loss: 0.0895 - accuracy: 0.9663
Epoch 7/20
50/5751 [..............................] - ETA: 0s - loss: 0.0748 - accuracy: 0.98001600/5751 [=======>......................] - ETA: 0s - loss: 0.0836 - accuracy: 0.96633250/5751 [===============>..............] - ETA: 0s - loss: 0.0817 - accuracy: 0.96804900/5751 [========================>.....] - ETA: 0s - loss: 0.0808 - accuracy: 0.96945751/5751 [==============================] - 0s 32us/sample - loss: 0.0796 - accuracy: 0.9699
Epoch 8/20
50/5751 [..............................] - ETA: 0s - loss: 0.0397 - accuracy: 0.98001650/5751 [=======>......................] - ETA: 0s - loss: 0.0765 - accuracy: 0.97333200/5751 [===============>..............] - ETA: 0s - loss: 0.0751 - accuracy: 0.97254600/5751 [======================>.......] - ETA: 0s - loss: 0.0760 - accuracy: 0.97245550/5751 [===========================>..] - ETA: 0s - loss: 0.0721 - accuracy: 0.97425751/5751 [==============================] - 0s 37us/sample - loss: 0.0716 - accuracy: 0.9737
Epoch 9/20
50/5751 [..............................] - ETA: 0s - loss: 0.0858 - accuracy: 0.98001150/5751 [====>.........................] - ETA: 0s - loss: 0.0704 - accuracy: 0.97652300/5751 [==========>...................] - ETA: 0s - loss: 0.0744 - accuracy: 0.97653450/5751 [================>.............] - ETA: 0s - loss: 0.0699 - accuracy: 0.97514750/5751 [=======================>......] - ETA: 0s - loss: 0.0699 - accuracy: 0.97545751/5751 [==============================] - 0s 43us/sample - loss: 0.0731 - accuracy: 0.9734
Epoch 10/20
50/5751 [..............................] - ETA: 0s - loss: 0.0283 - accuracy: 1.00001650/5751 [=======>......................] - ETA: 0s - loss: 0.0788 - accuracy: 0.96733200/5751 [===============>..............] - ETA: 0s - loss: 0.0718 - accuracy: 0.97124800/5751 [========================>.....] - ETA: 0s - loss: 0.0685 - accuracy: 0.97295751/5751 [==============================] - 0s 32us/sample - loss: 0.0678 - accuracy: 0.9737
Epoch 11/20
50/5751 [..............................] - ETA: 0s - loss: 0.1836 - accuracy: 0.88001550/5751 [=======>......................] - ETA: 0s - loss: 0.0704 - accuracy: 0.96903000/5751 [==============>...............] - ETA: 0s - loss: 0.0657 - accuracy: 0.97234500/5751 [======================>.......] - ETA: 0s - loss: 0.0668 - accuracy: 0.97385751/5751 [==============================] - 0s 35us/sample - loss: 0.0660 - accuracy: 0.9744
Epoch 12/20
50/5751 [..............................] - ETA: 0s - loss: 0.0184 - accuracy: 1.00001600/5751 [=======>......................] - ETA: 0s - loss: 0.0652 - accuracy: 0.97623250/5751 [===============>..............] - ETA: 0s - loss: 0.0601 - accuracy: 0.97944900/5751 [========================>.....] - ETA: 0s - loss: 0.0636 - accuracy: 0.97825751/5751 [==============================] - 0s 32us/sample - loss: 0.0631 - accuracy: 0.9781
Epoch 13/20
50/5751 [..............................] - ETA: 0s - loss: 0.0929 - accuracy: 0.96001650/5751 [=======>......................] - ETA: 0s - loss: 0.0666 - accuracy: 0.97453300/5751 [================>.............] - ETA: 0s - loss: 0.0670 - accuracy: 0.97734950/5751 [========================>.....] - ETA: 0s - loss: 0.0635 - accuracy: 0.97865751/5751 [==============================] - 0s 32us/sample - loss: 0.0633 - accuracy: 0.9783
Epoch 14/20
50/5751 [..............................] - ETA: 0s - loss: 0.0162 - accuracy: 1.00001700/5751 [=======>......................] - ETA: 0s - loss: 0.0575 - accuracy: 0.97593350/5751 [================>.............] - ETA: 0s - loss: 0.0616 - accuracy: 0.97674950/5751 [========================>.....] - ETA: 0s - loss: 0.0612 - accuracy: 0.97725751/5751 [==============================] - 0s 31us/sample - loss: 0.0637 - accuracy: 0.9770
Epoch 15/20
50/5751 [..............................] - ETA: 0s - loss: 0.0274 - accuracy: 1.00001700/5751 [=======>......................] - ETA: 0s - loss: 0.0685 - accuracy: 0.97593350/5751 [================>.............] - ETA: 0s - loss: 0.0610 - accuracy: 0.97765000/5751 [=========================>....] - ETA: 0s - loss: 0.0613 - accuracy: 0.97765751/5751 [==============================] - 0s 32us/sample - loss: 0.0603 - accuracy: 0.9784
Epoch 16/20
50/5751 [..............................] - ETA: 0s - loss: 0.1060 - accuracy: 0.94001700/5751 [=======>......................] - ETA: 0s - loss: 0.0629 - accuracy: 0.97473300/5751 [================>.............] - ETA: 0s - loss: 0.0638 - accuracy: 0.97364950/5751 [========================>.....] - ETA: 0s - loss: 0.0591 - accuracy: 0.97685751/5751 [==============================] - 0s 31us/sample - loss: 0.0577 - accuracy: 0.9777
Epoch 17/20
50/5751 [..............................] - ETA: 0s - loss: 0.0363 - accuracy: 0.98001700/5751 [=======>......................] - ETA: 0s - loss: 0.0496 - accuracy: 0.98183300/5751 [================>.............] - ETA: 0s - loss: 0.0452 - accuracy: 0.98244950/5751 [========================>.....] - ETA: 0s - loss: 0.0547 - accuracy: 0.98005751/5751 [==============================] - 0s 32us/sample - loss: 0.0559 - accuracy: 0.9798
Epoch 18/20
50/5751 [..............................] - ETA: 0s - loss: 0.0078 - accuracy: 1.00001600/5751 [=======>......................] - ETA: 0s - loss: 0.0492 - accuracy: 0.97943250/5751 [===============>..............] - ETA: 0s - loss: 0.0527 - accuracy: 0.97754900/5751 [========================>.....] - ETA: 0s - loss: 0.0539 - accuracy: 0.97735751/5751 [==============================] - 0s 32us/sample - loss: 0.0517 - accuracy: 0.9788
Epoch 19/20
50/5751 [..............................] - ETA: 0s - loss: 0.1560 - accuracy: 0.94001650/5751 [=======>......................] - ETA: 0s - loss: 0.0491 - accuracy: 0.98183300/5751 [================>.............] - ETA: 0s - loss: 0.0534 - accuracy: 0.97884900/5751 [========================>.....] - ETA: 0s - loss: 0.0539 - accuracy: 0.97885751/5751 [==============================] - 0s 32us/sample - loss: 0.0537 - accuracy: 0.9788
Epoch 20/20
50/5751 [..............................] - ETA: 0s - loss: 0.0083 - accuracy: 1.00001700/5751 [=======>......................] - ETA: 0s - loss: 0.0616 - accuracy: 0.97763400/5751 [================>.............] - ETA: 0s - loss: 0.0533 - accuracy: 0.98095000/5751 [=========================>....] - ETA: 0s - loss: 0.0552 - accuracy: 0.97945751/5751 [==============================] - 0s 31us/sample - loss: 0.0539 - accuracy: 0.9795
Test loss: 0.08013820207996533
Test accuracy: 0.9827916
Train on 5751 samples
Epoch 1/20
50/5751 [..............................] - ETA: 40s - loss: 0.6831 - accuracy: 0.58001650/5751 [=======>......................] - ETA: 1s - loss: 0.5071 - accuracy: 0.7715 3250/5751 [===============>..............] - ETA: 0s - loss: 0.3739 - accuracy: 0.83884850/5751 [========================>.....] - ETA: 0s - loss: 0.3131 - accuracy: 0.86975751/5751 [==============================] - 1s 93us/sample - loss: 0.2861 - accuracy: 0.8821
Epoch 2/20
50/5751 [..............................] - ETA: 0s - loss: 0.1772 - accuracy: 0.96001700/5751 [=======>......................] - ETA: 0s - loss: 0.1502 - accuracy: 0.94183350/5751 [================>.............] - ETA: 0s - loss: 0.1411 - accuracy: 0.94875000/5751 [=========================>....] - ETA: 0s - loss: 0.1376 - accuracy: 0.94785751/5751 [==============================] - 0s 31us/sample - loss: 0.1388 - accuracy: 0.9470
Epoch 3/20
50/5751 [..............................] - ETA: 0s - loss: 0.0819 - accuracy: 0.98001650/5751 [=======>......................] - ETA: 0s - loss: 0.1432 - accuracy: 0.94673300/5751 [================>.............] - ETA: 0s - loss: 0.1245 - accuracy: 0.95394950/5751 [========================>.....] - ETA: 0s - loss: 0.1211 - accuracy: 0.95665751/5751 [==============================] - 0s 31us/sample - loss: 0.1212 - accuracy: 0.9565
Epoch 4/20
50/5751 [..............................] - ETA: 0s - loss: 0.1002 - accuracy: 0.94001700/5751 [=======>......................] - ETA: 0s - loss: 0.0976 - accuracy: 0.96653300/5751 [================>.............] - ETA: 0s - loss: 0.1054 - accuracy: 0.96274950/5751 [========================>.....] - ETA: 0s - loss: 0.1054 - accuracy: 0.96425751/5751 [==============================] - 0s 31us/sample - loss: 0.1036 - accuracy: 0.9644
Epoch 5/20
50/5751 [..............................] - ETA: 0s - loss: 0.1231 - accuracy: 0.94001700/5751 [=======>......................] - ETA: 0s - loss: 0.0886 - accuracy: 0.96533350/5751 [================>.............] - ETA: 0s - loss: 0.0866 - accuracy: 0.96785000/5751 [=========================>....] - ETA: 0s - loss: 0.0855 - accuracy: 0.96905751/5751 [==============================] - 0s 31us/sample - loss: 0.0877 - accuracy: 0.9690
Epoch 6/20
50/5751 [..............................] - ETA: 0s - loss: 0.1307 - accuracy: 0.96001700/5751 [=======>......................] - ETA: 0s - loss: 0.0928 - accuracy: 0.96763350/5751 [================>.............] - ETA: 0s - loss: 0.0838 - accuracy: 0.96995000/5751 [=========================>....] - ETA: 0s - loss: 0.0794 - accuracy: 0.97225751/5751 [==============================] - 0s 31us/sample - loss: 0.0816 - accuracy: 0.9720
Epoch 7/20
50/5751 [..............................] - ETA: 0s - loss: 0.0413 - accuracy: 0.98001700/5751 [=======>......................] - ETA: 0s - loss: 0.0855 - accuracy: 0.97243350/5751 [================>.............] - ETA: 0s - loss: 0.0820 - accuracy: 0.97195000/5751 [=========================>....] - ETA: 0s - loss: 0.0813 - accuracy: 0.97085751/5751 [==============================] - 0s 31us/sample - loss: 0.0775 - accuracy: 0.9724
Epoch 8/20
50/5751 [..............................] - ETA: 0s - loss: 0.1087 - accuracy: 0.94001700/5751 [=======>......................] - ETA: 0s - loss: 0.0838 - accuracy: 0.96763050/5751 [==============>...............] - ETA: 0s - loss: 0.0808 - accuracy: 0.96984250/5751 [=====================>........] - ETA: 0s - loss: 0.0759 - accuracy: 0.97155000/5751 [=========================>....] - ETA: 0s - loss: 0.0782 - accuracy: 0.97185450/5751 [===========================>..] - ETA: 0s - loss: 0.0768 - accuracy: 0.97255751/5751 [==============================] - 0s 49us/sample - loss: 0.0783 - accuracy: 0.9722
Epoch 9/20
50/5751 [..............................] - ETA: 0s - loss: 0.0301 - accuracy: 1.00001300/5751 [=====>........................] - ETA: 0s - loss: 0.0646 - accuracy: 0.97542500/5751 [============>.................] - ETA: 0s - loss: 0.0645 - accuracy: 0.97443800/5751 [==================>...........] - ETA: 0s - loss: 0.0763 - accuracy: 0.97265150/5751 [=========================>....] - ETA: 0s - loss: 0.0724 - accuracy: 0.97385751/5751 [==============================] - 0s 41us/sample - loss: 0.0700 - accuracy: 0.9751
Epoch 10/20
50/5751 [..............................] - ETA: 0s - loss: 0.0371 - accuracy: 0.98001450/5751 [======>.......................] - ETA: 0s - loss: 0.0640 - accuracy: 0.97662650/5751 [============>.................] - ETA: 0s - loss: 0.0646 - accuracy: 0.97773900/5751 [===================>..........] - ETA: 0s - loss: 0.0686 - accuracy: 0.97545050/5751 [=========================>....] - ETA: 0s - loss: 0.0670 - accuracy: 0.97625751/5751 [==============================] - 0s 42us/sample - loss: 0.0656 - accuracy: 0.9765
Epoch 11/20
50/5751 [..............................] - ETA: 0s - loss: 0.0373 - accuracy: 0.98001200/5751 [=====>........................] - ETA: 0s - loss: 0.0513 - accuracy: 0.98172300/5751 [==========>...................] - ETA: 0s - loss: 0.0643 - accuracy: 0.97653500/5751 [=================>............] - ETA: 0s - loss: 0.0616 - accuracy: 0.97864650/5751 [=======================>......] - ETA: 0s - loss: 0.0636 - accuracy: 0.97705751/5751 [==============================] - 0s 45us/sample - loss: 0.0655 - accuracy: 0.9774
Epoch 12/20
50/5751 [..............................] - ETA: 0s - loss: 0.0334 - accuracy: 0.98001150/5751 [====>.........................] - ETA: 0s - loss: 0.0699 - accuracy: 0.97042250/5751 [==========>...................] - ETA: 0s - loss: 0.0745 - accuracy: 0.97113350/5751 [================>.............] - ETA: 0s - loss: 0.0691 - accuracy: 0.97254550/5751 [======================>.......] - ETA: 0s - loss: 0.0652 - accuracy: 0.97495700/5751 [============================>.] - ETA: 0s - loss: 0.0672 - accuracy: 0.97475751/5751 [==============================] - 0s 45us/sample - loss: 0.0673 - accuracy: 0.9746
Epoch 13/20
50/5751 [..............................] - ETA: 0s - loss: 0.0104 - accuracy: 1.00001250/5751 [=====>........................] - ETA: 0s - loss: 0.0558 - accuracy: 0.98162500/5751 [============>.................] - ETA: 0s - loss: 0.0586 - accuracy: 0.97963750/5751 [==================>...........] - ETA: 0s - loss: 0.0646 - accuracy: 0.97734900/5751 [========================>.....] - ETA: 0s - loss: 0.0641 - accuracy: 0.97825751/5751 [==============================] - 0s 43us/sample - loss: 0.0638 - accuracy: 0.9783
Epoch 14/20
50/5751 [..............................] - ETA: 0s - loss: 0.0451 - accuracy: 0.96001150/5751 [====>.........................] - ETA: 0s - loss: 0.0675 - accuracy: 0.97302350/5751 [===========>..................] - ETA: 0s - loss: 0.0703 - accuracy: 0.97493650/5751 [==================>...........] - ETA: 0s - loss: 0.0651 - accuracy: 0.97674850/5751 [========================>.....] - ETA: 0s - loss: 0.0609 - accuracy: 0.97815751/5751 [==============================] - 0s 44us/sample - loss: 0.0593 - accuracy: 0.9790
Epoch 15/20
50/5751 [..............................] - ETA: 0s - loss: 0.1305 - accuracy: 0.98001250/5751 [=====>........................] - ETA: 0s - loss: 0.0551 - accuracy: 0.98322450/5751 [===========>..................] - ETA: 0s - loss: 0.0566 - accuracy: 0.98333700/5751 [==================>...........] - ETA: 0s - loss: 0.0584 - accuracy: 0.98164900/5751 [========================>.....] - ETA: 0s - loss: 0.0601 - accuracy: 0.97985751/5751 [==============================] - 0s 42us/sample - loss: 0.0601 - accuracy: 0.9798
Epoch 16/20
50/5751 [..............................] - ETA: 0s - loss: 0.0491 - accuracy: 0.98001300/5751 [=====>........................] - ETA: 0s - loss: 0.0612 - accuracy: 0.97772550/5751 [============>.................] - ETA: 0s - loss: 0.0533 - accuracy: 0.98083750/5751 [==================>...........] - ETA: 0s - loss: 0.0493 - accuracy: 0.98244950/5751 [========================>.....] - ETA: 0s - loss: 0.0605 - accuracy: 0.97945751/5751 [==============================] - 0s 43us/sample - loss: 0.0616 - accuracy: 0.9795
Epoch 17/20
50/5751 [..............................] - ETA: 0s - loss: 0.1416 - accuracy: 0.96001300/5751 [=====>........................] - ETA: 0s - loss: 0.0498 - accuracy: 0.98382500/5751 [============>.................] - ETA: 0s - loss: 0.0492 - accuracy: 0.98403800/5751 [==================>...........] - ETA: 0s - loss: 0.0613 - accuracy: 0.98085050/5751 [=========================>....] - ETA: 0s - loss: 0.0549 - accuracy: 0.98265751/5751 [==============================] - 0s 42us/sample - loss: 0.0543 - accuracy: 0.9824
Epoch 18/20
50/5751 [..............................] - ETA: 0s - loss: 0.0052 - accuracy: 1.00001200/5751 [=====>........................] - ETA: 0s - loss: 0.0544 - accuracy: 0.98172350/5751 [===========>..................] - ETA: 0s - loss: 0.0473 - accuracy: 0.98383500/5751 [=================>............] - ETA: 0s - loss: 0.0486 - accuracy: 0.98494600/5751 [======================>.......] - ETA: 0s - loss: 0.0532 - accuracy: 0.98205700/5751 [============================>.] - ETA: 0s - loss: 0.0541 - accuracy: 0.98095751/5751 [==============================] - 0s 46us/sample - loss: 0.0548 - accuracy: 0.9805
Epoch 19/20
50/5751 [..............................] - ETA: 0s - loss: 0.0085 - accuracy: 1.00001150/5751 [====>.........................] - ETA: 0s - loss: 0.0440 - accuracy: 0.98432250/5751 [==========>...................] - ETA: 0s - loss: 0.0434 - accuracy: 0.98533450/5751 [================>.............] - ETA: 0s - loss: 0.0487 - accuracy: 0.98174550/5751 [======================>.......] - ETA: 0s - loss: 0.0499 - accuracy: 0.98205751/5751 [==============================] - 0s 45us/sample - loss: 0.0540 - accuracy: 0.9804
Epoch 20/20
50/5751 [..............................] - ETA: 0s - loss: 0.0185 - accuracy: 1.00001350/5751 [======>.......................] - ETA: 0s - loss: 0.0482 - accuracy: 0.98152500/5751 [============>.................] - ETA: 0s - loss: 0.0420 - accuracy: 0.98523650/5751 [==================>...........] - ETA: 0s - loss: 0.0450 - accuracy: 0.98254750/5751 [=======================>......] - ETA: 0s - loss: 0.0467 - accuracy: 0.98215751/5751 [==============================] - 0s 44us/sample - loss: 0.0483 - accuracy: 0.9823
Test loss: 0.07159701052404954
Test accuracy: 0.9674952
Train on 5751 samples
Epoch 1/20
50/5751 [..............................] - ETA: 53s - loss: 0.7214 - accuracy: 0.50001250/5751 [=====>........................] - ETA: 1s - loss: 0.6021 - accuracy: 0.7328 2500/5751 [============>.................] - ETA: 0s - loss: 0.4733 - accuracy: 0.81283700/5751 [==================>...........] - ETA: 0s - loss: 0.3921 - accuracy: 0.84894900/5751 [========================>.....] - ETA: 0s - loss: 0.3397 - accuracy: 0.87125751/5751 [==============================] - 1s 124us/sample - loss: 0.3167 - accuracy: 0.8797
Epoch 2/20
50/5751 [..............................] - ETA: 0s - loss: 0.2124 - accuracy: 0.92001100/5751 [====>.........................] - ETA: 0s - loss: 0.1895 - accuracy: 0.92182150/5751 [==========>...................] - ETA: 0s - loss: 0.1872 - accuracy: 0.92653250/5751 [===============>..............] - ETA: 0s - loss: 0.1632 - accuracy: 0.93754300/5751 [=====================>........] - ETA: 0s - loss: 0.1605 - accuracy: 0.93935400/5751 [===========================>..] - ETA: 0s - loss: 0.1593 - accuracy: 0.93945751/5751 [==============================] - 0s 49us/sample - loss: 0.1562 - accuracy: 0.9404
Epoch 3/20
50/5751 [..............................] - ETA: 0s - loss: 0.1640 - accuracy: 0.92001150/5751 [====>.........................] - ETA: 0s - loss: 0.1315 - accuracy: 0.94782250/5751 [==========>...................] - ETA: 0s - loss: 0.1151 - accuracy: 0.95603350/5751 [================>.............] - ETA: 0s - loss: 0.1206 - accuracy: 0.95284450/5751 [======================>.......] - ETA: 0s - loss: 0.1181 - accuracy: 0.95485500/5751 [===========================>..] - ETA: 0s - loss: 0.1160 - accuracy: 0.95715751/5751 [==============================] - 0s 47us/sample - loss: 0.1164 - accuracy: 0.9567
Epoch 4/20
50/5751 [..............................] - ETA: 0s - loss: 0.0538 - accuracy: 0.98001150/5751 [====>.........................] - ETA: 0s - loss: 0.1093 - accuracy: 0.96002250/5751 [==========>...................] - ETA: 0s - loss: 0.1109 - accuracy: 0.95783350/5751 [================>.............] - ETA: 0s - loss: 0.1146 - accuracy: 0.95644500/5751 [======================>.......] - ETA: 0s - loss: 0.1075 - accuracy: 0.95935650/5751 [============================>.] - ETA: 0s - loss: 0.1044 - accuracy: 0.96075751/5751 [==============================] - 0s 47us/sample - loss: 0.1043 - accuracy: 0.9609
Epoch 5/20
50/5751 [..............................] - ETA: 0s - loss: 0.0993 - accuracy: 0.98001050/5751 [====>.........................] - ETA: 0s - loss: 0.0839 - accuracy: 0.96672100/5751 [=========>....................] - ETA: 0s - loss: 0.0972 - accuracy: 0.96293050/5751 [==============>...............] - ETA: 0s - loss: 0.0944 - accuracy: 0.96464200/5751 [====================>.........] - ETA: 0s - loss: 0.0948 - accuracy: 0.96525300/5751 [==========================>...] - ETA: 0s - loss: 0.0960 - accuracy: 0.96425751/5751 [==============================] - 0s 50us/sample - loss: 0.0964 - accuracy: 0.9638
Epoch 6/20
50/5751 [..............................] - ETA: 0s - loss: 0.0450 - accuracy: 1.00001150/5751 [====>.........................] - ETA: 0s - loss: 0.0872 - accuracy: 0.97132250/5751 [==========>...................] - ETA: 0s - loss: 0.0791 - accuracy: 0.97423350/5751 [================>.............] - ETA: 0s - loss: 0.0875 - accuracy: 0.96964400/5751 [=====================>........] - ETA: 0s - loss: 0.0870 - accuracy: 0.96985500/5751 [===========================>..] - ETA: 0s - loss: 0.0899 - accuracy: 0.96825751/5751 [==============================] - 0s 48us/sample - loss: 0.0898 - accuracy: 0.9677
Epoch 7/20
50/5751 [..............................] - ETA: 0s - loss: 0.0368 - accuracy: 1.00001100/5751 [====>.........................] - ETA: 0s - loss: 0.0763 - accuracy: 0.96642150/5751 [==========>...................] - ETA: 0s - loss: 0.0858 - accuracy: 0.96933250/5751 [===============>..............] - ETA: 0s - loss: 0.0760 - accuracy: 0.97484400/5751 [=====================>........] - ETA: 0s - loss: 0.0770 - accuracy: 0.97435550/5751 [===========================>..] - ETA: 0s - loss: 0.0809 - accuracy: 0.97285751/5751 [==============================] - 0s 47us/sample - loss: 0.0805 - accuracy: 0.9730
Epoch 8/20
50/5751 [..............................] - ETA: 0s - loss: 0.1452 - accuracy: 0.94001150/5751 [====>.........................] - ETA: 0s - loss: 0.0790 - accuracy: 0.96872250/5751 [==========>...................] - ETA: 0s - loss: 0.0797 - accuracy: 0.96983250/5751 [===============>..............] - ETA: 0s - loss: 0.0802 - accuracy: 0.97024300/5751 [=====================>........] - ETA: 0s - loss: 0.0806 - accuracy: 0.97005350/5751 [==========================>...] - ETA: 0s - loss: 0.0763 - accuracy: 0.97165751/5751 [==============================] - 0s 48us/sample - loss: 0.0770 - accuracy: 0.9715
Epoch 9/20
50/5751 [..............................] - ETA: 0s - loss: 0.0809 - accuracy: 0.96001100/5751 [====>.........................] - ETA: 0s - loss: 0.0762 - accuracy: 0.96552200/5751 [==========>...................] - ETA: 0s - loss: 0.0775 - accuracy: 0.96953300/5751 [================>.............] - ETA: 0s - loss: 0.0808 - accuracy: 0.96974450/5751 [======================>.......] - ETA: 0s - loss: 0.0761 - accuracy: 0.97085600/5751 [============================>.] - ETA: 0s - loss: 0.0746 - accuracy: 0.97205751/5751 [==============================] - 0s 46us/sample - loss: 0.0744 - accuracy: 0.9720
Epoch 10/20
50/5751 [..............................] - ETA: 0s - loss: 0.1305 - accuracy: 0.96001150/5751 [====>.........................] - ETA: 0s - loss: 0.0630 - accuracy: 0.97742250/5751 [==========>...................] - ETA: 0s - loss: 0.0743 - accuracy: 0.97473250/5751 [===============>..............] - ETA: 0s - loss: 0.0725 - accuracy: 0.97484400/5751 [=====================>........] - ETA: 0s - loss: 0.0690 - accuracy: 0.97595450/5751 [===========================>..] - ETA: 0s - loss: 0.0674 - accuracy: 0.97655751/5751 [==============================] - 0s 48us/sample - loss: 0.0691 - accuracy: 0.9764
Epoch 11/20
50/5751 [..............................] - ETA: 0s - loss: 0.0727 - accuracy: 0.96001200/5751 [=====>........................] - ETA: 0s - loss: 0.0655 - accuracy: 0.97082250/5751 [==========>...................] - ETA: 0s - loss: 0.0616 - accuracy: 0.97643400/5751 [================>.............] - ETA: 0s - loss: 0.0603 - accuracy: 0.97624550/5751 [======================>.......] - ETA: 0s - loss: 0.0658 - accuracy: 0.97455650/5751 [============================>.] - ETA: 0s - loss: 0.0663 - accuracy: 0.97525751/5751 [==============================] - 0s 46us/sample - loss: 0.0663 - accuracy: 0.9755
Epoch 12/20
50/5751 [..............................] - ETA: 0s - loss: 0.1045 - accuracy: 0.96001150/5751 [====>.........................] - ETA: 0s - loss: 0.1803 - accuracy: 0.93222300/5751 [==========>...................] - ETA: 0s - loss: 0.1524 - accuracy: 0.94263400/5751 [================>.............] - ETA: 0s - loss: 0.1291 - accuracy: 0.95214500/5751 [======================>.......] - ETA: 0s - loss: 0.1117 - accuracy: 0.95935550/5751 [===========================>..] - ETA: 0s - loss: 0.1070 - accuracy: 0.96045751/5751 [==============================] - 0s 47us/sample - loss: 0.1057 - accuracy: 0.9609
Epoch 13/20
50/5751 [..............................] - ETA: 0s - loss: 0.0698 - accuracy: 0.98001100/5751 [====>.........................] - ETA: 0s - loss: 0.0731 - accuracy: 0.97002150/5751 [==========>...................] - ETA: 0s - loss: 0.0741 - accuracy: 0.97073250/5751 [===============>..............] - ETA: 0s - loss: 0.0693 - accuracy: 0.97204350/5751 [=====================>........] - ETA: 0s - loss: 0.0689 - accuracy: 0.97245400/5751 [===========================>..] - ETA: 0s - loss: 0.0651 - accuracy: 0.97335751/5751 [==============================] - 0s 48us/sample - loss: 0.0677 - accuracy: 0.9730
Epoch 14/20
50/5751 [..............................] - ETA: 0s - loss: 0.0874 - accuracy: 0.96001150/5751 [====>.........................] - ETA: 0s - loss: 0.0730 - accuracy: 0.97302250/5751 [==========>...................] - ETA: 0s - loss: 0.0586 - accuracy: 0.97873300/5751 [================>.............] - ETA: 0s - loss: 0.0591 - accuracy: 0.97794350/5751 [=====================>........] - ETA: 0s - loss: 0.0629 - accuracy: 0.97665500/5751 [===========================>..] - ETA: 0s - loss: 0.0621 - accuracy: 0.97755751/5751 [==============================] - 0s 48us/sample - loss: 0.0618 - accuracy: 0.9772
Epoch 15/20
50/5751 [..............................] - ETA: 0s - loss: 0.0509 - accuracy: 0.96001100/5751 [====>.........................] - ETA: 0s - loss: 0.0609 - accuracy: 0.97912150/5751 [==========>...................] - ETA: 0s - loss: 0.0587 - accuracy: 0.97863300/5751 [================>.............] - ETA: 0s - loss: 0.0529 - accuracy: 0.98124300/5751 [=====================>........] - ETA: 0s - loss: 0.0544 - accuracy: 0.98095300/5751 [==========================>...] - ETA: 0s - loss: 0.0577 - accuracy: 0.97925751/5751 [==============================] - 0s 49us/sample - loss: 0.0591 - accuracy: 0.9781
Epoch 16/20
50/5751 [..............................] - ETA: 0s - loss: 0.0435 - accuracy: 0.98001050/5751 [====>.........................] - ETA: 0s - loss: 0.0540 - accuracy: 0.98102050/5751 [=========>....................] - ETA: 0s - loss: 0.0527 - accuracy: 0.98053100/5751 [===============>..............] - ETA: 0s - loss: 0.0561 - accuracy: 0.97874150/5751 [====================>.........] - ETA: 0s - loss: 0.0578 - accuracy: 0.97815250/5751 [==========================>...] - ETA: 0s - loss: 0.0565 - accuracy: 0.97815751/5751 [==============================] - 0s 50us/sample - loss: 0.0571 - accuracy: 0.9774
Epoch 17/20
50/5751 [..............................] - ETA: 0s - loss: 0.0148 - accuracy: 1.00001150/5751 [====>.........................] - ETA: 0s - loss: 0.0454 - accuracy: 0.98522150/5751 [==========>...................] - ETA: 0s - loss: 0.0530 - accuracy: 0.98093200/5751 [===============>..............] - ETA: 0s - loss: 0.0580 - accuracy: 0.97944250/5751 [=====================>........] - ETA: 0s - loss: 0.0545 - accuracy: 0.98075350/5751 [==========================>...] - ETA: 0s - loss: 0.0563 - accuracy: 0.98025751/5751 [==============================] - 0s 49us/sample - loss: 0.0584 - accuracy: 0.9793
Epoch 18/20
50/5751 [..............................] - ETA: 0s - loss: 0.1288 - accuracy: 0.96001150/5751 [====>.........................] - ETA: 0s - loss: 0.0458 - accuracy: 0.98352200/5751 [==========>...................] - ETA: 0s - loss: 0.0539 - accuracy: 0.97913250/5751 [===============>..............] - ETA: 0s - loss: 0.0567 - accuracy: 0.97824350/5751 [=====================>........] - ETA: 0s - loss: 0.0552 - accuracy: 0.97935450/5751 [===========================>..] - ETA: 0s - loss: 0.0551 - accuracy: 0.97945751/5751 [==============================] - 0s 48us/sample - loss: 0.0543 - accuracy: 0.9795
Epoch 19/20
50/5751 [..............................] - ETA: 0s - loss: 0.0309 - accuracy: 0.98001150/5751 [====>.........................] - ETA: 0s - loss: 0.0421 - accuracy: 0.98262200/5751 [==========>...................] - ETA: 0s - loss: 0.0405 - accuracy: 0.98503350/5751 [================>.............] - ETA: 0s - loss: 0.0514 - accuracy: 0.98034450/5751 [======================>.......] - ETA: 0s - loss: 0.0536 - accuracy: 0.97985550/5751 [===========================>..] - ETA: 0s - loss: 0.0541 - accuracy: 0.97985751/5751 [==============================] - 0s 47us/sample - loss: 0.0550 - accuracy: 0.9795
Epoch 20/20
50/5751 [..............................] - ETA: 0s - loss: 0.0327 - accuracy: 1.00001150/5751 [====>.........................] - ETA: 0s - loss: 0.0552 - accuracy: 0.98002250/5751 [==========>...................] - ETA: 0s - loss: 0.0566 - accuracy: 0.97823400/5751 [================>.............] - ETA: 0s - loss: 0.0536 - accuracy: 0.97824550/5751 [======================>.......] - ETA: 0s - loss: 0.0515 - accuracy: 0.97985650/5751 [============================>.] - ETA: 0s - loss: 0.0530 - accuracy: 0.97895751/5751 [==============================] - 0s 47us/sample - loss: 0.0531 - accuracy: 0.9788
Test loss: 0.06957546257579532
Test accuracy: 0.9827916
Train on 5751 samples
Epoch 1/20
50/5751 [..............................] - ETA: 1:00 - loss: 0.6930 - accuracy: 0.54001100/5751 [====>.........................] - ETA: 2s - loss: 0.5497 - accuracy: 0.7673 2200/5751 [==========>...................] - ETA: 1s - loss: 0.4328 - accuracy: 0.83413250/5751 [===============>..............] - ETA: 0s - loss: 0.3625 - accuracy: 0.86284350/5751 [=====================>........] - ETA: 0s - loss: 0.3271 - accuracy: 0.87755400/5751 [===========================>..] - ETA: 0s - loss: 0.2966 - accuracy: 0.88935751/5751 [==============================] - 1s 140us/sample - loss: 0.2856 - accuracy: 0.8936
Epoch 2/20
50/5751 [..............................] - ETA: 0s - loss: 0.1470 - accuracy: 0.96001100/5751 [====>.........................] - ETA: 0s - loss: 0.1661 - accuracy: 0.94092150/5751 [==========>...................] - ETA: 0s - loss: 0.1507 - accuracy: 0.94793200/5751 [===============>..............] - ETA: 0s - loss: 0.1491 - accuracy: 0.94884150/5751 [====================>.........] - ETA: 0s - loss: 0.1499 - accuracy: 0.94655150/5751 [=========================>....] - ETA: 0s - loss: 0.1444 - accuracy: 0.94895751/5751 [==============================] - 0s 53us/sample - loss: 0.1423 - accuracy: 0.9492
Epoch 3/20
50/5751 [..............................] - ETA: 0s - loss: 0.1087 - accuracy: 0.96001050/5751 [====>.........................] - ETA: 0s - loss: 0.1334 - accuracy: 0.94571950/5751 [=========>....................] - ETA: 0s - loss: 0.1305 - accuracy: 0.94922950/5751 [==============>...............] - ETA: 0s - loss: 0.1237 - accuracy: 0.95193900/5751 [===================>..........] - ETA: 0s - loss: 0.1218 - accuracy: 0.95464950/5751 [========================>.....] - ETA: 0s - loss: 0.1137 - accuracy: 0.95765751/5751 [==============================] - 0s 53us/sample - loss: 0.1149 - accuracy: 0.9571
Epoch 4/20
50/5751 [..............................] - ETA: 0s - loss: 0.1875 - accuracy: 0.90001050/5751 [====>.........................] - ETA: 0s - loss: 0.1858 - accuracy: 0.92762150/5751 [==========>...................] - ETA: 0s - loss: 0.1509 - accuracy: 0.94423150/5751 [===============>..............] - ETA: 0s - loss: 0.1402 - accuracy: 0.94864100/5751 [====================>.........] - ETA: 0s - loss: 0.1353 - accuracy: 0.95055150/5751 [=========================>....] - ETA: 0s - loss: 0.1303 - accuracy: 0.95285751/5751 [==============================] - 0s 51us/sample - loss: 0.1275 - accuracy: 0.9536
Epoch 5/20
50/5751 [..............................] - ETA: 0s - loss: 0.0320 - accuracy: 1.00001050/5751 [====>.........................] - ETA: 0s - loss: 0.0977 - accuracy: 0.96762050/5751 [=========>....................] - ETA: 0s - loss: 0.0985 - accuracy: 0.96443050/5751 [==============>...............] - ETA: 0s - loss: 0.0941 - accuracy: 0.96523900/5751 [===================>..........] - ETA: 0s - loss: 0.0931 - accuracy: 0.96624850/5751 [========================>.....] - ETA: 0s - loss: 0.0931 - accuracy: 0.96625750/5751 [============================>.] - ETA: 0s - loss: 0.0936 - accuracy: 0.96685751/5751 [==============================] - 0s 55us/sample - loss: 0.0936 - accuracy: 0.9668
Epoch 6/20
50/5751 [..............................] - ETA: 0s - loss: 0.0239 - accuracy: 1.00001000/5751 [====>.........................] - ETA: 0s - loss: 0.0853 - accuracy: 0.97002050/5751 [=========>....................] - ETA: 0s - loss: 0.0973 - accuracy: 0.96593200/5751 [===============>..............] - ETA: 0s - loss: 0.0897 - accuracy: 0.96974250/5751 [=====================>........] - ETA: 0s - loss: 0.0878 - accuracy: 0.96945350/5751 [==========================>...] - ETA: 0s - loss: 0.0845 - accuracy: 0.97035751/5751 [==============================] - 0s 49us/sample - loss: 0.0861 - accuracy: 0.9699
Epoch 7/20
50/5751 [..............................] - ETA: 0s - loss: 0.0810 - accuracy: 0.98001100/5751 [====>.........................] - ETA: 0s - loss: 0.0944 - accuracy: 0.97092100/5751 [=========>....................] - ETA: 0s - loss: 0.0977 - accuracy: 0.96813250/5751 [===============>..............] - ETA: 0s - loss: 0.0873 - accuracy: 0.97204300/5751 [=====================>........] - ETA: 0s - loss: 0.0792 - accuracy: 0.97405250/5751 [==========================>...] - ETA: 0s - loss: 0.0785 - accuracy: 0.97495751/5751 [==============================] - 0s 49us/sample - loss: 0.0793 - accuracy: 0.9744
Epoch 8/20
50/5751 [..............................] - ETA: 0s - loss: 0.0798 - accuracy: 0.98001100/5751 [====>.........................] - ETA: 0s - loss: 0.0781 - accuracy: 0.97362250/5751 [==========>...................] - ETA: 0s - loss: 0.0723 - accuracy: 0.97513200/5751 [===============>..............] - ETA: 0s - loss: 0.0761 - accuracy: 0.97414300/5751 [=====================>........] - ETA: 0s - loss: 0.0785 - accuracy: 0.97235350/5751 [==========================>...] - ETA: 0s - loss: 0.0771 - accuracy: 0.97295751/5751 [==============================] - 0s 49us/sample - loss: 0.0757 - accuracy: 0.9734
Epoch 9/20
50/5751 [..............................] - ETA: 0s - loss: 0.0175 - accuracy: 1.00001150/5751 [====>.........................] - ETA: 0s - loss: 0.0857 - accuracy: 0.97042200/5751 [==========>...................] - ETA: 0s - loss: 0.0891 - accuracy: 0.96953300/5751 [================>.............] - ETA: 0s - loss: 0.0811 - accuracy: 0.97184300/5751 [=====================>........] - ETA: 0s - loss: 0.0804 - accuracy: 0.97125300/5751 [==========================>...] - ETA: 0s - loss: 0.0773 - accuracy: 0.97255751/5751 [==============================] - 0s 50us/sample - loss: 0.0762 - accuracy: 0.9734
Epoch 10/20
50/5751 [..............................] - ETA: 0s - loss: 0.0118 - accuracy: 1.00001100/5751 [====>.........................] - ETA: 0s - loss: 0.0599 - accuracy: 0.98182100/5751 [=========>....................] - ETA: 0s - loss: 0.0707 - accuracy: 0.97573150/5751 [===============>..............] - ETA: 0s - loss: 0.0733 - accuracy: 0.97564200/5751 [====================>.........] - ETA: 0s - loss: 0.0734 - accuracy: 0.97555250/5751 [==========================>...] - ETA: 0s - loss: 0.0727 - accuracy: 0.97435751/5751 [==============================] - 0s 50us/sample - loss: 0.0716 - accuracy: 0.9750
Epoch 11/20
50/5751 [..............................] - ETA: 0s - loss: 0.0317 - accuracy: 0.98001100/5751 [====>.........................] - ETA: 0s - loss: 0.0708 - accuracy: 0.97452100/5751 [=========>....................] - ETA: 0s - loss: 0.0660 - accuracy: 0.97623200/5751 [===============>..............] - ETA: 0s - loss: 0.0641 - accuracy: 0.97694250/5751 [=====================>........] - ETA: 0s - loss: 0.0664 - accuracy: 0.97585300/5751 [==========================>...] - ETA: 0s - loss: 0.0686 - accuracy: 0.97625751/5751 [==============================] - 0s 50us/sample - loss: 0.0675 - accuracy: 0.9769
Epoch 12/20
50/5751 [..............................] - ETA: 0s - loss: 0.0234 - accuracy: 1.00001150/5751 [====>.........................] - ETA: 0s - loss: 0.0630 - accuracy: 0.98092150/5751 [==========>...................] - ETA: 0s - loss: 0.0701 - accuracy: 0.97532900/5751 [==============>...............] - ETA: 0s - loss: 0.0735 - accuracy: 0.97453850/5751 [===================>..........] - ETA: 0s - loss: 0.0730 - accuracy: 0.97384850/5751 [========================>.....] - ETA: 0s - loss: 0.0685 - accuracy: 0.97555751/5751 [==============================] - 0s 54us/sample - loss: 0.0660 - accuracy: 0.9760
Epoch 13/20
50/5751 [..............................] - ETA: 0s - loss: 0.0524 - accuracy: 0.96001150/5751 [====>.........................] - ETA: 0s - loss: 0.0608 - accuracy: 0.97572150/5751 [==========>...................] - ETA: 0s - loss: 0.0563 - accuracy: 0.97723250/5751 [===============>..............] - ETA: 0s - loss: 0.0635 - accuracy: 0.97574300/5751 [=====================>........] - ETA: 0s - loss: 0.0648 - accuracy: 0.97605450/5751 [===========================>..] - ETA: 0s - loss: 0.0632 - accuracy: 0.97675751/5751 [==============================] - 0s 48us/sample - loss: 0.0623 - accuracy: 0.9767
Epoch 14/20
50/5751 [..............................] - ETA: 0s - loss: 0.1548 - accuracy: 0.96001100/5751 [====>.........................] - ETA: 0s - loss: 0.0670 - accuracy: 0.97912250/5751 [==========>...................] - ETA: 0s - loss: 0.0622 - accuracy: 0.98093250/5751 [===============>..............] - ETA: 0s - loss: 0.0617 - accuracy: 0.97974300/5751 [=====================>........] - ETA: 0s - loss: 0.0609 - accuracy: 0.98005350/5751 [==========================>...] - ETA: 0s - loss: 0.0589 - accuracy: 0.98005751/5751 [==============================] - 0s 48us/sample - loss: 0.0627 - accuracy: 0.9783
Epoch 15/20
50/5751 [..............................] - ETA: 0s - loss: 0.0158 - accuracy: 1.00001100/5751 [====>.........................] - ETA: 0s - loss: 0.0606 - accuracy: 0.97822100/5751 [=========>....................] - ETA: 0s - loss: 0.0607 - accuracy: 0.97713000/5751 [==============>...............] - ETA: 0s - loss: 0.0607 - accuracy: 0.97633950/5751 [===================>..........] - ETA: 0s - loss: 0.0618 - accuracy: 0.97595000/5751 [=========================>....] - ETA: 0s - loss: 0.0616 - accuracy: 0.97705751/5751 [==============================] - 0s 53us/sample - loss: 0.0616 - accuracy: 0.9770
Epoch 16/20
50/5751 [..............................] - ETA: 0s - loss: 0.0831 - accuracy: 0.98001050/5751 [====>.........................] - ETA: 0s - loss: 0.0557 - accuracy: 0.98002000/5751 [=========>....................] - ETA: 0s - loss: 0.0571 - accuracy: 0.97803000/5751 [==============>...............] - ETA: 0s - loss: 0.0595 - accuracy: 0.97773950/5751 [===================>..........] - ETA: 0s - loss: 0.0630 - accuracy: 0.97624850/5751 [========================>.....] - ETA: 0s - loss: 0.0594 - accuracy: 0.97735751/5751 [==============================] - 0s 54us/sample - loss: 0.0608 - accuracy: 0.9767
Epoch 17/20
50/5751 [..............................] - ETA: 0s - loss: 0.0238 - accuracy: 0.98001000/5751 [====>.........................] - ETA: 0s - loss: 0.0838 - accuracy: 0.96301900/5751 [========>.....................] - ETA: 0s - loss: 0.0712 - accuracy: 0.97052800/5751 [=============>................] - ETA: 0s - loss: 0.0677 - accuracy: 0.97363750/5751 [==================>...........] - ETA: 0s - loss: 0.0651 - accuracy: 0.97474700/5751 [=======================>......] - ETA: 0s - loss: 0.0642 - accuracy: 0.97515750/5751 [============================>.] - ETA: 0s - loss: 0.0626 - accuracy: 0.97695751/5751 [==============================] - 0s 54us/sample - loss: 0.0626 - accuracy: 0.9769
Epoch 18/20
50/5751 [..............................] - ETA: 0s - loss: 0.0634 - accuracy: 0.98001050/5751 [====>.........................] - ETA: 0s - loss: 0.0597 - accuracy: 0.97812100/5751 [=========>....................] - ETA: 0s - loss: 0.0596 - accuracy: 0.98143050/5751 [==============>...............] - ETA: 0s - loss: 0.0549 - accuracy: 0.98264100/5751 [====================>.........] - ETA: 0s - loss: 0.0544 - accuracy: 0.98205150/5751 [=========================>....] - ETA: 0s - loss: 0.0562 - accuracy: 0.98025751/5751 [==============================] - 0s 55us/sample - loss: 0.0550 - accuracy: 0.9807
Epoch 19/20
50/5751 [..............................] - ETA: 0s - loss: 0.1017 - accuracy: 0.94001000/5751 [====>.........................] - ETA: 0s - loss: 0.0347 - accuracy: 0.98102000/5751 [=========>....................] - ETA: 0s - loss: 0.0509 - accuracy: 0.97702800/5751 [=============>................] - ETA: 0s - loss: 0.0542 - accuracy: 0.97683800/5751 [==================>...........] - ETA: 0s - loss: 0.0536 - accuracy: 0.97764750/5751 [=======================>......] - ETA: 0s - loss: 0.0521 - accuracy: 0.97835650/5751 [============================>.] - ETA: 0s - loss: 0.0548 - accuracy: 0.97775751/5751 [==============================] - 0s 57us/sample - loss: 0.0563 - accuracy: 0.9776
Epoch 20/20
50/5751 [..............................] - ETA: 0s - loss: 0.0760 - accuracy: 0.96001050/5751 [====>.........................] - ETA: 0s - loss: 0.0589 - accuracy: 0.97432050/5751 [=========>....................] - ETA: 0s - loss: 0.0514 - accuracy: 0.97763100/5751 [===============>..............] - ETA: 0s - loss: 0.0519 - accuracy: 0.97874150/5751 [====================>.........] - ETA: 0s - loss: 0.0524 - accuracy: 0.97935200/5751 [==========================>...] - ETA: 0s - loss: 0.0526 - accuracy: 0.97965751/5751 [==============================] - 0s 51us/sample - loss: 0.0522 - accuracy: 0.9798
Test loss: 0.09078693347600204
Test accuracy: 0.96940726
Train on 5751 samples
Epoch 1/20
50/5751 [..............................] - ETA: 55s - loss: 0.7571 - accuracy: 0.44001250/5751 [=====>........................] - ETA: 1s - loss: 0.5435 - accuracy: 0.8136 2400/5751 [===========>..................] - ETA: 0s - loss: 0.4129 - accuracy: 0.87003300/5751 [================>.............] - ETA: 0s - loss: 0.3520 - accuracy: 0.88824400/5751 [=====================>........] - ETA: 0s - loss: 0.3073 - accuracy: 0.89955500/5751 [===========================>..] - ETA: 0s - loss: 0.2744 - accuracy: 0.90875751/5751 [==============================] - 1s 131us/sample - loss: 0.2703 - accuracy: 0.9101
Epoch 2/20
50/5751 [..............................] - ETA: 0s - loss: 0.1523 - accuracy: 0.94001150/5751 [====>.........................] - ETA: 0s - loss: 0.1418 - accuracy: 0.94172250/5751 [==========>...................] - ETA: 0s - loss: 0.1468 - accuracy: 0.94363350/5751 [================>.............] - ETA: 0s - loss: 0.1334 - accuracy: 0.95014400/5751 [=====================>........] - ETA: 0s - loss: 0.1365 - accuracy: 0.95025500/5751 [===========================>..] - ETA: 0s - loss: 0.1330 - accuracy: 0.95155751/5751 [==============================] - 0s 47us/sample - loss: 0.1324 - accuracy: 0.9506
Epoch 3/20
50/5751 [..............................] - ETA: 0s - loss: 0.0495 - accuracy: 1.00001150/5751 [====>.........................] - ETA: 0s - loss: 0.1127 - accuracy: 0.96262250/5751 [==========>...................] - ETA: 0s - loss: 0.1178 - accuracy: 0.95473350/5751 [================>.............] - ETA: 0s - loss: 0.1153 - accuracy: 0.95524450/5751 [======================>.......] - ETA: 0s - loss: 0.1112 - accuracy: 0.95845550/5751 [===========================>..] - ETA: 0s - loss: 0.1114 - accuracy: 0.95965751/5751 [==============================] - 0s 47us/sample - loss: 0.1117 - accuracy: 0.9591
Epoch 4/20
50/5751 [..............................] - ETA: 0s - loss: 0.0897 - accuracy: 0.98001100/5751 [====>.........................] - ETA: 0s - loss: 0.1145 - accuracy: 0.95552150/5751 [==========>...................] - ETA: 0s - loss: 0.1013 - accuracy: 0.96143200/5751 [===============>..............] - ETA: 0s - loss: 0.1037 - accuracy: 0.96094300/5751 [=====================>........] - ETA: 0s - loss: 0.1013 - accuracy: 0.96215250/5751 [==========================>...] - ETA: 0s - loss: 0.0989 - accuracy: 0.96385751/5751 [==============================] - 0s 50us/sample - loss: 0.1014 - accuracy: 0.9635
Epoch 5/20
50/5751 [..............................] - ETA: 0s - loss: 0.0990 - accuracy: 0.9800 800/5751 [===>..........................] - ETA: 0s - loss: 0.1291 - accuracy: 0.95881700/5751 [=======>......................] - ETA: 0s - loss: 0.1116 - accuracy: 0.96182600/5751 [============>.................] - ETA: 0s - loss: 0.1149 - accuracy: 0.95923600/5751 [=================>............] - ETA: 0s - loss: 0.1115 - accuracy: 0.96114650/5751 [=======================>......] - ETA: 0s - loss: 0.1089 - accuracy: 0.96135750/5751 [============================>.] - ETA: 0s - loss: 0.1028 - accuracy: 0.96405751/5751 [==============================] - 0s 55us/sample - loss: 0.1027 - accuracy: 0.9640
Epoch 6/20
50/5751 [..............................] - ETA: 0s - loss: 0.1008 - accuracy: 0.96001100/5751 [====>.........................] - ETA: 0s - loss: 0.0796 - accuracy: 0.97362100/5751 [=========>....................] - ETA: 0s - loss: 0.0797 - accuracy: 0.97293050/5751 [==============>...............] - ETA: 0s - loss: 0.0776 - accuracy: 0.97384000/5751 [===================>..........] - ETA: 0s - loss: 0.0819 - accuracy: 0.97035000/5751 [=========================>....] - ETA: 0s - loss: 0.0827 - accuracy: 0.96905751/5751 [==============================] - 0s 52us/sample - loss: 0.0834 - accuracy: 0.9690
Epoch 7/20
50/5751 [..............................] - ETA: 0s - loss: 0.1273 - accuracy: 0.92001100/5751 [====>.........................] - ETA: 0s - loss: 0.2137 - accuracy: 0.90912200/5751 [==========>...................] - ETA: 0s - loss: 0.1585 - accuracy: 0.93733300/5751 [================>.............] - ETA: 0s - loss: 0.1403 - accuracy: 0.94644400/5751 [=====================>........] - ETA: 0s - loss: 0.1271 - accuracy: 0.95185500/5751 [===========================>..] - ETA: 0s - loss: 0.1222 - accuracy: 0.95385751/5751 [==============================] - 0s 47us/sample - loss: 0.1198 - accuracy: 0.9550
Epoch 8/20
50/5751 [..............................] - ETA: 0s - loss: 0.0702 - accuracy: 0.96001150/5751 [====>.........................] - ETA: 0s - loss: 0.0854 - accuracy: 0.96872200/5751 [==========>...................] - ETA: 0s - loss: 0.0940 - accuracy: 0.96643250/5751 [===============>..............] - ETA: 0s - loss: 0.0976 - accuracy: 0.96654400/5751 [=====================>........] - ETA: 0s - loss: 0.0939 - accuracy: 0.96775350/5751 [==========================>...] - ETA: 0s - loss: 0.0896 - accuracy: 0.96925751/5751 [==============================] - 0s 49us/sample - loss: 0.0884 - accuracy: 0.9694
Epoch 9/20
50/5751 [..............................] - ETA: 0s - loss: 0.0789 - accuracy: 0.98001000/5751 [====>.........................] - ETA: 0s - loss: 0.0814 - accuracy: 0.97201750/5751 [========>.....................] - ETA: 0s - loss: 0.0840 - accuracy: 0.96862650/5751 [============>.................] - ETA: 0s - loss: 0.0852 - accuracy: 0.97063600/5751 [=================>............] - ETA: 0s - loss: 0.0801 - accuracy: 0.97114450/5751 [======================>.......] - ETA: 0s - loss: 0.0811 - accuracy: 0.97085600/5751 [============================>.] - ETA: 0s - loss: 0.0766 - accuracy: 0.97205751/5751 [==============================] - 0s 56us/sample - loss: 0.0771 - accuracy: 0.9717
Epoch 10/20
50/5751 [..............................] - ETA: 0s - loss: 0.0347 - accuracy: 0.98001050/5751 [====>.........................] - ETA: 0s - loss: 0.0838 - accuracy: 0.96862050/5751 [=========>....................] - ETA: 0s - loss: 0.0713 - accuracy: 0.97373000/5751 [==============>...............] - ETA: 0s - loss: 0.0690 - accuracy: 0.97604000/5751 [===================>..........] - ETA: 0s - loss: 0.0717 - accuracy: 0.97585050/5751 [=========================>....] - ETA: 0s - loss: 0.0727 - accuracy: 0.97505751/5751 [==============================] - 0s 51us/sample - loss: 0.0737 - accuracy: 0.9746
Epoch 11/20
50/5751 [..............................] - ETA: 0s - loss: 0.0141 - accuracy: 1.00001100/5751 [====>.........................] - ETA: 0s - loss: 0.0657 - accuracy: 0.97092150/5751 [==========>...................] - ETA: 0s - loss: 0.0687 - accuracy: 0.97443200/5751 [===============>..............] - ETA: 0s - loss: 0.0728 - accuracy: 0.97254250/5751 [=====================>........] - ETA: 0s - loss: 0.0708 - accuracy: 0.97275350/5751 [==========================>...] - ETA: 0s - loss: 0.0718 - accuracy: 0.97295751/5751 [==============================] - 0s 48us/sample - loss: 0.0714 - accuracy: 0.9732
Epoch 12/20
50/5751 [..............................] - ETA: 0s - loss: 0.0472 - accuracy: 0.98001150/5751 [====>.........................] - ETA: 0s - loss: 0.0577 - accuracy: 0.97832250/5751 [==========>...................] - ETA: 0s - loss: 0.0667 - accuracy: 0.97603300/5751 [================>.............] - ETA: 0s - loss: 0.0698 - accuracy: 0.97484300/5751 [=====================>........] - ETA: 0s - loss: 0.0709 - accuracy: 0.97475400/5751 [===========================>..] - ETA: 0s - loss: 0.0693 - accuracy: 0.97565751/5751 [==============================] - 0s 49us/sample - loss: 0.0683 - accuracy: 0.9762
Epoch 13/20
50/5751 [..............................] - ETA: 0s - loss: 0.0837 - accuracy: 0.98001050/5751 [====>.........................] - ETA: 0s - loss: 0.0561 - accuracy: 0.98102100/5751 [=========>....................] - ETA: 0s - loss: 0.0631 - accuracy: 0.97813150/5751 [===============>..............] - ETA: 0s - loss: 0.0600 - accuracy: 0.97814250/5751 [=====================>........] - ETA: 0s - loss: 0.0604 - accuracy: 0.97745300/5751 [==========================>...] - ETA: 0s - loss: 0.0644 - accuracy: 0.97625751/5751 [==============================] - 0s 50us/sample - loss: 0.0631 - accuracy: 0.9764
Epoch 14/20
50/5751 [..............................] - ETA: 0s - loss: 0.0615 - accuracy: 0.98001100/5751 [====>.........................] - ETA: 0s - loss: 0.0672 - accuracy: 0.97362100/5751 [=========>....................] - ETA: 0s - loss: 0.0687 - accuracy: 0.97383200/5751 [===============>..............] - ETA: 0s - loss: 0.0669 - accuracy: 0.97504300/5751 [=====================>........] - ETA: 0s - loss: 0.0640 - accuracy: 0.97605300/5751 [==========================>...] - ETA: 0s - loss: 0.0625 - accuracy: 0.97645751/5751 [==============================] - 0s 49us/sample - loss: 0.0614 - accuracy: 0.9767
Epoch 15/20
50/5751 [..............................] - ETA: 0s - loss: 0.0729 - accuracy: 0.94001000/5751 [====>.........................] - ETA: 0s - loss: 0.0373 - accuracy: 0.98402050/5751 [=========>....................] - ETA: 0s - loss: 0.0478 - accuracy: 0.97953100/5751 [===============>..............] - ETA: 0s - loss: 0.0559 - accuracy: 0.97614150/5751 [====================>.........] - ETA: 0s - loss: 0.0602 - accuracy: 0.97595250/5751 [==========================>...] - ETA: 0s - loss: 0.0603 - accuracy: 0.97705751/5751 [==============================] - 0s 49us/sample - loss: 0.0589 - accuracy: 0.9774
Epoch 16/20
50/5751 [..............................] - ETA: 0s - loss: 0.0668 - accuracy: 0.98001100/5751 [====>.........................] - ETA: 0s - loss: 0.0606 - accuracy: 0.98002200/5751 [==========>...................] - ETA: 0s - loss: 0.0525 - accuracy: 0.98233300/5751 [================>.............] - ETA: 0s - loss: 0.0496 - accuracy: 0.98244350/5751 [=====================>........] - ETA: 0s - loss: 0.0534 - accuracy: 0.98145450/5751 [===========================>..] - ETA: 0s - loss: 0.0558 - accuracy: 0.98025751/5751 [==============================] - 0s 48us/sample - loss: 0.0578 - accuracy: 0.9793
Epoch 17/20
50/5751 [..............................] - ETA: 0s - loss: 0.0404 - accuracy: 0.96001150/5751 [====>.........................] - ETA: 0s - loss: 0.0529 - accuracy: 0.98002200/5751 [==========>...................] - ETA: 0s - loss: 0.0531 - accuracy: 0.98003250/5751 [===============>..............] - ETA: 0s - loss: 0.0527 - accuracy: 0.97944350/5751 [=====================>........] - ETA: 0s - loss: 0.0565 - accuracy: 0.97915450/5751 [===========================>..] - ETA: 0s - loss: 0.0576 - accuracy: 0.97875751/5751 [==============================] - 0s 49us/sample - loss: 0.0576 - accuracy: 0.9783
Epoch 18/20
50/5751 [..............................] - ETA: 0s - loss: 0.0806 - accuracy: 0.98001200/5751 [=====>........................] - ETA: 0s - loss: 0.2230 - accuracy: 0.92672200/5751 [==========>...................] - ETA: 0s - loss: 0.1572 - accuracy: 0.94683250/5751 [===============>..............] - ETA: 0s - loss: 0.1333 - accuracy: 0.95454300/5751 [=====================>........] - ETA: 0s - loss: 0.1125 - accuracy: 0.96195400/5751 [===========================>..] - ETA: 0s - loss: 0.1040 - accuracy: 0.96415751/5751 [==============================] - 0s 49us/sample - loss: 0.1028 - accuracy: 0.9645
Epoch 19/20
50/5751 [..............................] - ETA: 0s - loss: 0.0439 - accuracy: 0.98001150/5751 [====>.........................] - ETA: 0s - loss: 0.0688 - accuracy: 0.97572200/5751 [==========>...................] - ETA: 0s - loss: 0.0611 - accuracy: 0.97773300/5751 [================>.............] - ETA: 0s - loss: 0.0638 - accuracy: 0.97644400/5751 [=====================>........] - ETA: 0s - loss: 0.0638 - accuracy: 0.97735500/5751 [===========================>..] - ETA: 0s - loss: 0.0638 - accuracy: 0.97735751/5751 [==============================] - 0s 48us/sample - loss: 0.0623 - accuracy: 0.9777
Epoch 20/20
50/5751 [..............................] - ETA: 0s - loss: 0.0182 - accuracy: 1.00001150/5751 [====>.........................] - ETA: 0s - loss: 0.0436 - accuracy: 0.98262200/5751 [==========>...................] - ETA: 0s - loss: 0.0540 - accuracy: 0.98093350/5751 [================>.............] - ETA: 0s - loss: 0.0530 - accuracy: 0.97974400/5751 [=====================>........] - ETA: 0s - loss: 0.0539 - accuracy: 0.97955450/5751 [===========================>..] - ETA: 0s - loss: 0.0583 - accuracy: 0.97855751/5751 [==============================] - 0s 48us/sample - loss: 0.0592 - accuracy: 0.9779
Test loss: 0.07611385249954793
Test accuracy: 0.97514343
Train on 5751 samples
Epoch 1/20
50/5751 [..............................] - ETA: 50s - loss: 0.7490 - accuracy: 0.54001250/5751 [=====>........................] - ETA: 1s - loss: 0.5645 - accuracy: 0.7488 2500/5751 [============>.................] - ETA: 0s - loss: 0.4564 - accuracy: 0.81163550/5751 [=================>............] - ETA: 0s - loss: 0.3980 - accuracy: 0.83944600/5751 [======================>.......] - ETA: 0s - loss: 0.3482 - accuracy: 0.86115550/5751 [===========================>..] - ETA: 0s - loss: 0.3159 - accuracy: 0.87685751/5751 [==============================] - 1s 123us/sample - loss: 0.3124 - accuracy: 0.8786
Epoch 2/20
50/5751 [..............................] - ETA: 0s - loss: 0.0972 - accuracy: 0.96001150/5751 [====>.........................] - ETA: 0s - loss: 0.1208 - accuracy: 0.95912150/5751 [==========>...................] - ETA: 0s - loss: 0.1362 - accuracy: 0.94983050/5751 [==============>...............] - ETA: 0s - loss: 0.1429 - accuracy: 0.94663800/5751 [==================>...........] - ETA: 0s - loss: 0.1433 - accuracy: 0.94614700/5751 [=======================>......] - ETA: 0s - loss: 0.1437 - accuracy: 0.94705650/5751 [============================>.] - ETA: 0s - loss: 0.1413 - accuracy: 0.94805751/5751 [==============================] - 0s 56us/sample - loss: 0.1409 - accuracy: 0.9482
Epoch 3/20
50/5751 [..............................] - ETA: 0s - loss: 0.1768 - accuracy: 0.92001000/5751 [====>.........................] - ETA: 0s - loss: 0.1304 - accuracy: 0.95201850/5751 [========>.....................] - ETA: 0s - loss: 0.1328 - accuracy: 0.95082800/5751 [=============>................] - ETA: 0s - loss: 0.1240 - accuracy: 0.95293750/5751 [==================>...........] - ETA: 0s - loss: 0.1231 - accuracy: 0.95394850/5751 [========================>.....] - ETA: 0s - loss: 0.1186 - accuracy: 0.95675751/5751 [==============================] - 0s 53us/sample - loss: 0.1201 - accuracy: 0.9565
Epoch 4/20
50/5751 [..............................] - ETA: 0s - loss: 0.2207 - accuracy: 0.90001150/5751 [====>.........................] - ETA: 0s - loss: 0.1118 - accuracy: 0.95302200/5751 [==========>...................] - ETA: 0s - loss: 0.1033 - accuracy: 0.96003300/5751 [================>.............] - ETA: 0s - loss: 0.1031 - accuracy: 0.96094300/5751 [=====================>........] - ETA: 0s - loss: 0.1026 - accuracy: 0.96075350/5751 [==========================>...] - ETA: 0s - loss: 0.1007 - accuracy: 0.96135751/5751 [==============================] - 0s 49us/sample - loss: 0.0992 - accuracy: 0.9619
Epoch 5/20
50/5751 [..............................] - ETA: 0s - loss: 0.2190 - accuracy: 0.92001150/5751 [====>.........................] - ETA: 0s - loss: 0.1043 - accuracy: 0.96612200/5751 [==========>...................] - ETA: 0s - loss: 0.0889 - accuracy: 0.97053250/5751 [===============>..............] - ETA: 0s - loss: 0.0862 - accuracy: 0.97084350/5751 [=====================>........] - ETA: 0s - loss: 0.0870 - accuracy: 0.96945400/5751 [===========================>..] - ETA: 0s - loss: 0.0862 - accuracy: 0.96965751/5751 [==============================] - 0s 49us/sample - loss: 0.0884 - accuracy: 0.9689
Epoch 6/20
50/5751 [..............................] - ETA: 0s - loss: 0.0426 - accuracy: 0.98001100/5751 [====>.........................] - ETA: 0s - loss: 0.0694 - accuracy: 0.97551750/5751 [========>.....................] - ETA: 0s - loss: 0.0775 - accuracy: 0.97542650/5751 [============>.................] - ETA: 0s - loss: 0.0811 - accuracy: 0.97363600/5751 [=================>............] - ETA: 0s - loss: 0.0847 - accuracy: 0.97064650/5751 [=======================>......] - ETA: 0s - loss: 0.0838 - accuracy: 0.96885650/5751 [============================>.] - ETA: 0s - loss: 0.0868 - accuracy: 0.96785751/5751 [==============================] - 0s 55us/sample - loss: 0.0864 - accuracy: 0.9677
Epoch 7/20
50/5751 [..............................] - ETA: 0s - loss: 0.2355 - accuracy: 0.94001100/5751 [====>.........................] - ETA: 0s - loss: 0.1931 - accuracy: 0.92452100/5751 [=========>....................] - ETA: 0s - loss: 0.1548 - accuracy: 0.94003100/5751 [===============>..............] - ETA: 0s - loss: 0.1374 - accuracy: 0.94654100/5751 [====================>.........] - ETA: 0s - loss: 0.1223 - accuracy: 0.95325100/5751 [=========================>....] - ETA: 0s - loss: 0.1148 - accuracy: 0.95655751/5751 [==============================] - 0s 51us/sample - loss: 0.1132 - accuracy: 0.9565
Epoch 8/20
50/5751 [..............................] - ETA: 0s - loss: 0.1328 - accuracy: 0.92001100/5751 [====>.........................] - ETA: 0s - loss: 0.1303 - accuracy: 0.94552050/5751 [=========>....................] - ETA: 0s - loss: 0.1140 - accuracy: 0.95513100/5751 [===============>..............] - ETA: 0s - loss: 0.1051 - accuracy: 0.95684250/5751 [=====================>........] - ETA: 0s - loss: 0.0987 - accuracy: 0.96095250/5751 [==========================>...] - ETA: 0s - loss: 0.0965 - accuracy: 0.96305751/5751 [==============================] - 0s 50us/sample - loss: 0.0965 - accuracy: 0.9635
Epoch 9/20
50/5751 [..............................] - ETA: 0s - loss: 0.0450 - accuracy: 1.00001100/5751 [====>.........................] - ETA: 0s - loss: 0.0645 - accuracy: 0.98092150/5751 [==========>...................] - ETA: 0s - loss: 0.0796 - accuracy: 0.97403200/5751 [===============>..............] - ETA: 0s - loss: 0.0811 - accuracy: 0.97314300/5751 [=====================>........] - ETA: 0s - loss: 0.0804 - accuracy: 0.97265350/5751 [==========================>...] - ETA: 0s - loss: 0.0784 - accuracy: 0.97235751/5751 [==============================] - 0s 49us/sample - loss: 0.0782 - accuracy: 0.9727
Epoch 10/20
50/5751 [..............................] - ETA: 0s - loss: 0.0400 - accuracy: 0.98001100/5751 [====>.........................] - ETA: 0s - loss: 0.0635 - accuracy: 0.97642200/5751 [==========>...................] - ETA: 0s - loss: 0.0652 - accuracy: 0.97503250/5751 [===============>..............] - ETA: 0s - loss: 0.0704 - accuracy: 0.97424350/5751 [=====================>........] - ETA: 0s - loss: 0.0678 - accuracy: 0.97495450/5751 [===========================>..] - ETA: 0s - loss: 0.0680 - accuracy: 0.97525751/5751 [==============================] - 0s 48us/sample - loss: 0.0683 - accuracy: 0.9753
Epoch 11/20
50/5751 [..............................] - ETA: 0s - loss: 0.0264 - accuracy: 1.00001100/5751 [====>.........................] - ETA: 0s - loss: 0.0532 - accuracy: 0.98092150/5751 [==========>...................] - ETA: 0s - loss: 0.0657 - accuracy: 0.97773250/5751 [===============>..............] - ETA: 0s - loss: 0.0652 - accuracy: 0.97754300/5751 [=====================>........] - ETA: 0s - loss: 0.0639 - accuracy: 0.97845400/5751 [===========================>..] - ETA: 0s - loss: 0.0627 - accuracy: 0.97985751/5751 [==============================] - 0s 48us/sample - loss: 0.0653 - accuracy: 0.9786
Epoch 12/20
50/5751 [..............................] - ETA: 0s - loss: 0.0169 - accuracy: 1.00001100/5751 [====>.........................] - ETA: 0s - loss: 0.0533 - accuracy: 0.98362150/5751 [==========>...................] - ETA: 0s - loss: 0.0545 - accuracy: 0.98233200/5751 [===============>..............] - ETA: 0s - loss: 0.0601 - accuracy: 0.97914300/5751 [=====================>........] - ETA: 0s - loss: 0.0637 - accuracy: 0.97865350/5751 [==========================>...] - ETA: 0s - loss: 0.0665 - accuracy: 0.97645751/5751 [==============================] - 0s 48us/sample - loss: 0.0690 - accuracy: 0.9751
Epoch 13/20
50/5751 [..............................] - ETA: 0s - loss: 0.0208 - accuracy: 1.00001150/5751 [====>.........................] - ETA: 0s - loss: 0.2341 - accuracy: 0.91222250/5751 [==========>...................] - ETA: 0s - loss: 0.1763 - accuracy: 0.93563300/5751 [================>.............] - ETA: 0s - loss: 0.1458 - accuracy: 0.94554400/5751 [=====================>........] - ETA: 0s - loss: 0.1250 - accuracy: 0.95275500/5751 [===========================>..] - ETA: 0s - loss: 0.1167 - accuracy: 0.95655751/5751 [==============================] - 0s 47us/sample - loss: 0.1162 - accuracy: 0.9567
Epoch 14/20
50/5751 [..............................] - ETA: 0s - loss: 0.0780 - accuracy: 0.98001100/5751 [====>.........................] - ETA: 0s - loss: 0.0570 - accuracy: 0.98182150/5751 [==========>...................] - ETA: 0s - loss: 0.0730 - accuracy: 0.97533200/5751 [===============>..............] - ETA: 0s - loss: 0.0706 - accuracy: 0.97534200/5751 [====================>.........] - ETA: 0s - loss: 0.0716 - accuracy: 0.97455300/5751 [==========================>...] - ETA: 0s - loss: 0.0701 - accuracy: 0.97435751/5751 [==============================] - 0s 50us/sample - loss: 0.0711 - accuracy: 0.9741
Epoch 15/20
50/5751 [..............................] - ETA: 0s - loss: 0.0818 - accuracy: 0.9600 900/5751 [===>..........................] - ETA: 0s - loss: 0.0652 - accuracy: 0.97781550/5751 [=======>......................] - ETA: 0s - loss: 0.0726 - accuracy: 0.97482100/5751 [=========>....................] - ETA: 0s - loss: 0.0692 - accuracy: 0.97572750/5751 [=============>................] - ETA: 0s - loss: 0.0683 - accuracy: 0.97563550/5751 [=================>............] - ETA: 0s - loss: 0.0603 - accuracy: 0.97894400/5751 [=====================>........] - ETA: 0s - loss: 0.0625 - accuracy: 0.97755200/5751 [==========================>...] - ETA: 0s - loss: 0.0609 - accuracy: 0.97885751/5751 [==============================] - 0s 71us/sample - loss: 0.0626 - accuracy: 0.9779
Epoch 16/20
50/5751 [..............................] - ETA: 0s - loss: 0.0841 - accuracy: 0.9800 950/5751 [===>..........................] - ETA: 0s - loss: 0.0629 - accuracy: 0.97681700/5751 [=======>......................] - ETA: 0s - loss: 0.0525 - accuracy: 0.98002700/5751 [=============>................] - ETA: 0s - loss: 0.0559 - accuracy: 0.98003450/5751 [================>.............] - ETA: 0s - loss: 0.0577 - accuracy: 0.97884200/5751 [====================>.........] - ETA: 0s - loss: 0.0582 - accuracy: 0.97865050/5751 [=========================>....] - ETA: 0s - loss: 0.0601 - accuracy: 0.97825751/5751 [==============================] - 0s 63us/sample - loss: 0.0594 - accuracy: 0.9781
Epoch 17/20
50/5751 [..............................] - ETA: 0s - loss: 0.0788 - accuracy: 0.9800 900/5751 [===>..........................] - ETA: 0s - loss: 0.0588 - accuracy: 0.97671750/5751 [========>.....................] - ETA: 0s - loss: 0.0594 - accuracy: 0.97602600/5751 [============>.................] - ETA: 0s - loss: 0.0571 - accuracy: 0.97813400/5751 [================>.............] - ETA: 0s - loss: 0.0578 - accuracy: 0.97824250/5751 [=====================>........] - ETA: 0s - loss: 0.0556 - accuracy: 0.97915050/5751 [=========================>....] - ETA: 0s - loss: 0.0562 - accuracy: 0.97885751/5751 [==============================] - 0s 63us/sample - loss: 0.0565 - accuracy: 0.9793
Epoch 18/20
50/5751 [..............................] - ETA: 0s - loss: 0.0153 - accuracy: 1.0000 950/5751 [===>..........................] - ETA: 0s - loss: 0.0371 - accuracy: 0.98631750/5751 [========>.....................] - ETA: 0s - loss: 0.0552 - accuracy: 0.97892550/5751 [============>.................] - ETA: 0s - loss: 0.0553 - accuracy: 0.97763350/5751 [================>.............] - ETA: 0s - loss: 0.0566 - accuracy: 0.97704150/5751 [====================>.........] - ETA: 0s - loss: 0.0555 - accuracy: 0.97734950/5751 [========================>.....] - ETA: 0s - loss: 0.0565 - accuracy: 0.97725751/5751 [==============================] - 0s 62us/sample - loss: 0.0561 - accuracy: 0.9774
Epoch 19/20
50/5751 [..............................] - ETA: 0s - loss: 0.0981 - accuracy: 0.9600 700/5751 [==>...........................] - ETA: 0s - loss: 0.0427 - accuracy: 0.98291350/5751 [======>.......................] - ETA: 0s - loss: 0.0500 - accuracy: 0.98002050/5751 [=========>....................] - ETA: 0s - loss: 0.0529 - accuracy: 0.98052800/5751 [=============>................] - ETA: 0s - loss: 0.0602 - accuracy: 0.97823400/5751 [================>.............] - ETA: 0s - loss: 0.0549 - accuracy: 0.98004050/5751 [====================>.........] - ETA: 0s - loss: 0.0540 - accuracy: 0.98024900/5751 [========================>.....] - ETA: 0s - loss: 0.0536 - accuracy: 0.97945700/5751 [============================>.] - ETA: 0s - loss: 0.0543 - accuracy: 0.97965751/5751 [==============================] - 0s 74us/sample - loss: 0.0547 - accuracy: 0.9795
Epoch 20/20
50/5751 [..............................] - ETA: 0s - loss: 0.0951 - accuracy: 0.9600 800/5751 [===>..........................] - ETA: 0s - loss: 0.0575 - accuracy: 0.98001650/5751 [=======>......................] - ETA: 0s - loss: 0.0559 - accuracy: 0.98062450/5751 [===========>..................] - ETA: 0s - loss: 0.0525 - accuracy: 0.98203200/5751 [===============>..............] - ETA: 0s - loss: 0.0487 - accuracy: 0.98283850/5751 [===================>..........] - ETA: 0s - loss: 0.0518 - accuracy: 0.98184600/5751 [======================>.......] - ETA: 0s - loss: 0.0518 - accuracy: 0.98115350/5751 [==========================>...] - ETA: 0s - loss: 0.0510 - accuracy: 0.98115751/5751 [==============================] - 0s 68us/sample - loss: 0.0513 - accuracy: 0.9810
Test loss: 0.11032496350167416
Test accuracy: 0.96940726
Train on 5751 samples
Epoch 1/20
50/5751 [..............................] - ETA: 1:01 - loss: 0.6957 - accuracy: 0.46001050/5751 [====>.........................] - ETA: 2s - loss: 0.5398 - accuracy: 0.7990 2100/5751 [=========>....................] - ETA: 1s - loss: 0.4391 - accuracy: 0.83953150/5751 [===============>..............] - ETA: 0s - loss: 0.3665 - accuracy: 0.86894200/5751 [====================>.........] - ETA: 0s - loss: 0.3170 - accuracy: 0.88885350/5751 [==========================>...] - ETA: 0s - loss: 0.2823 - accuracy: 0.90045751/5751 [==============================] - 1s 141us/sample - loss: 0.2765 - accuracy: 0.9025
Epoch 2/20
50/5751 [..............................] - ETA: 0s - loss: 0.1022 - accuracy: 0.96001150/5751 [====>.........................] - ETA: 0s - loss: 0.1680 - accuracy: 0.93742250/5751 [==========>...................] - ETA: 0s - loss: 0.1487 - accuracy: 0.94533200/5751 [===============>..............] - ETA: 0s - loss: 0.1458 - accuracy: 0.94814100/5751 [====================>.........] - ETA: 0s - loss: 0.1477 - accuracy: 0.94784850/5751 [========================>.....] - ETA: 0s - loss: 0.1471 - accuracy: 0.94785750/5751 [============================>.] - ETA: 0s - loss: 0.1447 - accuracy: 0.94895751/5751 [==============================] - 0s 55us/sample - loss: 0.1447 - accuracy: 0.9489
Epoch 3/20
50/5751 [..............................] - ETA: 0s - loss: 0.1403 - accuracy: 0.9200 950/5751 [===>..........................] - ETA: 0s - loss: 0.1118 - accuracy: 0.95581850/5751 [========>.....................] - ETA: 0s - loss: 0.1165 - accuracy: 0.95842650/5751 [============>.................] - ETA: 0s - loss: 0.1201 - accuracy: 0.95553450/5751 [================>.............] - ETA: 0s - loss: 0.1223 - accuracy: 0.95544300/5751 [=====================>........] - ETA: 0s - loss: 0.1194 - accuracy: 0.95745050/5751 [=========================>....] - ETA: 0s - loss: 0.1171 - accuracy: 0.95765751/5751 [==============================] - 0s 62us/sample - loss: 0.1198 - accuracy: 0.9569
Epoch 4/20
50/5751 [..............................] - ETA: 0s - loss: 0.1031 - accuracy: 0.9600 950/5751 [===>..........................] - ETA: 0s - loss: 0.0930 - accuracy: 0.96001700/5751 [=======>......................] - ETA: 0s - loss: 0.0977 - accuracy: 0.96412500/5751 [============>.................] - ETA: 0s - loss: 0.1034 - accuracy: 0.96323300/5751 [================>.............] - ETA: 0s - loss: 0.1045 - accuracy: 0.96304150/5751 [====================>.........] - ETA: 0s - loss: 0.1027 - accuracy: 0.96365050/5751 [=========================>....] - ETA: 0s - loss: 0.1040 - accuracy: 0.96325751/5751 [==============================] - 0s 63us/sample - loss: 0.1047 - accuracy: 0.9628
Epoch 5/20
50/5751 [..............................] - ETA: 0s - loss: 0.0305 - accuracy: 1.0000 800/5751 [===>..........................] - ETA: 0s - loss: 0.0696 - accuracy: 0.97871650/5751 [=======>......................] - ETA: 0s - loss: 0.0741 - accuracy: 0.97642400/5751 [===========>..................] - ETA: 0s - loss: 0.0812 - accuracy: 0.97043200/5751 [===============>..............] - ETA: 0s - loss: 0.0853 - accuracy: 0.96914000/5751 [===================>..........] - ETA: 0s - loss: 0.0925 - accuracy: 0.96654800/5751 [========================>.....] - ETA: 0s - loss: 0.0959 - accuracy: 0.96505550/5751 [===========================>..] - ETA: 0s - loss: 0.0953 - accuracy: 0.96545751/5751 [==============================] - 0s 66us/sample - loss: 0.0952 - accuracy: 0.9652
Epoch 6/20
50/5751 [..............................] - ETA: 0s - loss: 0.1104 - accuracy: 0.9200 900/5751 [===>..........................] - ETA: 0s - loss: 0.0829 - accuracy: 0.97221750/5751 [========>.....................] - ETA: 0s - loss: 0.0872 - accuracy: 0.96912600/5751 [============>.................] - ETA: 0s - loss: 0.0792 - accuracy: 0.97153400/5751 [================>.............] - ETA: 0s - loss: 0.0884 - accuracy: 0.96714200/5751 [====================>.........] - ETA: 0s - loss: 0.0915 - accuracy: 0.96695000/5751 [=========================>....] - ETA: 0s - loss: 0.0885 - accuracy: 0.96725751/5751 [==============================] - 0s 63us/sample - loss: 0.0880 - accuracy: 0.9678
Epoch 7/20
50/5751 [..............................] - ETA: 0s - loss: 0.1607 - accuracy: 0.9200 800/5751 [===>..........................] - ETA: 0s - loss: 0.3041 - accuracy: 0.89751600/5751 [=======>......................] - ETA: 0s - loss: 0.2215 - accuracy: 0.91692350/5751 [===========>..................] - ETA: 0s - loss: 0.1825 - accuracy: 0.92773150/5751 [===============>..............] - ETA: 0s - loss: 0.1608 - accuracy: 0.93753950/5751 [===================>..........] - ETA: 0s - loss: 0.1490 - accuracy: 0.94134750/5751 [=======================>......] - ETA: 0s - loss: 0.1387 - accuracy: 0.94615650/5751 [============================>.] - ETA: 0s - loss: 0.1314 - accuracy: 0.94945751/5751 [==============================] - 0s 66us/sample - loss: 0.1301 - accuracy: 0.9499
Epoch 8/20
50/5751 [..............................] - ETA: 0s - loss: 0.0348 - accuracy: 0.9800 850/5751 [===>..........................] - ETA: 0s - loss: 0.0836 - accuracy: 0.97061650/5751 [=======>......................] - ETA: 0s - loss: 0.0805 - accuracy: 0.96852450/5751 [===========>..................] - ETA: 0s - loss: 0.0862 - accuracy: 0.96693100/5751 [===============>..............] - ETA: 0s - loss: 0.0878 - accuracy: 0.96683600/5751 [=================>............] - ETA: 0s - loss: 0.0848 - accuracy: 0.96834250/5751 [=====================>........] - ETA: 0s - loss: 0.0865 - accuracy: 0.96734600/5751 [======================>.......] - ETA: 0s - loss: 0.0858 - accuracy: 0.96835100/5751 [=========================>....] - ETA: 0s - loss: 0.0829 - accuracy: 0.96925700/5751 [============================>.] - ETA: 0s - loss: 0.0809 - accuracy: 0.96985751/5751 [==============================] - 0s 86us/sample - loss: 0.0816 - accuracy: 0.9697
Epoch 9/20
50/5751 [..............................] - ETA: 0s - loss: 0.1935 - accuracy: 0.9000 550/5751 [=>............................] - ETA: 0s - loss: 0.0727 - accuracy: 0.97091050/5751 [====>.........................] - ETA: 0s - loss: 0.0726 - accuracy: 0.97241700/5751 [=======>......................] - ETA: 0s - loss: 0.0848 - accuracy: 0.96712250/5751 [==========>...................] - ETA: 0s - loss: 0.0815 - accuracy: 0.97022800/5751 [=============>................] - ETA: 0s - loss: 0.0762 - accuracy: 0.97363550/5751 [=================>............] - ETA: 0s - loss: 0.0792 - accuracy: 0.97214150/5751 [====================>.........] - ETA: 0s - loss: 0.0751 - accuracy: 0.97304750/5751 [=======================>......] - ETA: 0s - loss: 0.0738 - accuracy: 0.97375250/5751 [==========================>...] - ETA: 0s - loss: 0.0742 - accuracy: 0.97285600/5751 [============================>.] - ETA: 0s - loss: 0.0728 - accuracy: 0.97305751/5751 [==============================] - 1s 95us/sample - loss: 0.0744 - accuracy: 0.9724
Epoch 10/20
50/5751 [..............................] - ETA: 0s - loss: 0.0449 - accuracy: 0.9800 600/5751 [==>...........................] - ETA: 0s - loss: 0.0924 - accuracy: 0.96501250/5751 [=====>........................] - ETA: 0s - loss: 0.0853 - accuracy: 0.97201850/5751 [========>.....................] - ETA: 0s - loss: 0.0833 - accuracy: 0.97242450/5751 [===========>..................] - ETA: 0s - loss: 0.0822 - accuracy: 0.97062950/5751 [==============>...............] - ETA: 0s - loss: 0.0779 - accuracy: 0.97253500/5751 [=================>............] - ETA: 0s - loss: 0.0744 - accuracy: 0.97404000/5751 [===================>..........] - ETA: 0s - loss: 0.0774 - accuracy: 0.97184600/5751 [======================>.......] - ETA: 0s - loss: 0.0756 - accuracy: 0.97175150/5751 [=========================>....] - ETA: 0s - loss: 0.0729 - accuracy: 0.97265700/5751 [============================>.] - ETA: 0s - loss: 0.0722 - accuracy: 0.97325751/5751 [==============================] - 1s 95us/sample - loss: 0.0722 - accuracy: 0.9732
Epoch 11/20
50/5751 [..............................] - ETA: 0s - loss: 0.0317 - accuracy: 1.0000 650/5751 [==>...........................] - ETA: 0s - loss: 0.0810 - accuracy: 0.97381100/5751 [====>.........................] - ETA: 0s - loss: 0.0741 - accuracy: 0.97271600/5751 [=======>......................] - ETA: 0s - loss: 0.0736 - accuracy: 0.96942200/5751 [==========>...................] - ETA: 0s - loss: 0.0678 - accuracy: 0.97182750/5751 [=============>................] - ETA: 0s - loss: 0.0619 - accuracy: 0.97353150/5751 [===============>..............] - ETA: 0s - loss: 0.0628 - accuracy: 0.97333650/5751 [==================>...........] - ETA: 0s - loss: 0.0663 - accuracy: 0.97264200/5751 [====================>.........] - ETA: 0s - loss: 0.0696 - accuracy: 0.97194800/5751 [========================>.....] - ETA: 0s - loss: 0.0675 - accuracy: 0.97255400/5751 [===========================>..] - ETA: 0s - loss: 0.0680 - accuracy: 0.97375751/5751 [==============================] - 1s 101us/sample - loss: 0.0692 - accuracy: 0.9734
Epoch 12/20
50/5751 [..............................] - ETA: 0s - loss: 0.0037 - accuracy: 1.0000 600/5751 [==>...........................] - ETA: 0s - loss: 0.0722 - accuracy: 0.97501100/5751 [====>.........................] - ETA: 0s - loss: 0.0680 - accuracy: 0.97641500/5751 [======>.......................] - ETA: 0s - loss: 0.0650 - accuracy: 0.97802000/5751 [=========>....................] - ETA: 0s - loss: 0.0682 - accuracy: 0.97752550/5751 [============>.................] - ETA: 0s - loss: 0.0684 - accuracy: 0.97803100/5751 [===============>..............] - ETA: 0s - loss: 0.0663 - accuracy: 0.97843550/5751 [=================>............] - ETA: 0s - loss: 0.0663 - accuracy: 0.97724100/5751 [====================>.........] - ETA: 0s - loss: 0.0648 - accuracy: 0.97784650/5751 [=======================>......] - ETA: 0s - loss: 0.0673 - accuracy: 0.97615200/5751 [==========================>...] - ETA: 0s - loss: 0.0637 - accuracy: 0.97735751/5751 [==============================] - 1s 101us/sample - loss: 0.0672 - accuracy: 0.9764
Epoch 13/20
50/5751 [..............................] - ETA: 0s - loss: 0.0225 - accuracy: 1.0000 600/5751 [==>...........................] - ETA: 0s - loss: 0.0591 - accuracy: 0.97331150/5751 [====>.........................] - ETA: 0s - loss: 0.0603 - accuracy: 0.97571650/5751 [=======>......................] - ETA: 0s - loss: 0.0607 - accuracy: 0.97822200/5751 [==========>...................] - ETA: 0s - loss: 0.0594 - accuracy: 0.97862650/5751 [============>.................] - ETA: 0s - loss: 0.0598 - accuracy: 0.97743200/5751 [===============>..............] - ETA: 0s - loss: 0.0592 - accuracy: 0.97783750/5751 [==================>...........] - ETA: 0s - loss: 0.0610 - accuracy: 0.97654250/5751 [=====================>........] - ETA: 0s - loss: 0.0592 - accuracy: 0.97694600/5751 [======================>.......] - ETA: 0s - loss: 0.0591 - accuracy: 0.97635000/5751 [=========================>....] - ETA: 0s - loss: 0.0615 - accuracy: 0.97525250/5751 [==========================>...] - ETA: 0s - loss: 0.0609 - accuracy: 0.97545650/5751 [============================>.] - ETA: 0s - loss: 0.0629 - accuracy: 0.97495751/5751 [==============================] - 1s 117us/sample - loss: 0.0634 - accuracy: 0.9748
Epoch 14/20
50/5751 [..............................] - ETA: 0s - loss: 0.0216 - accuracy: 0.9800 550/5751 [=>............................] - ETA: 0s - loss: 0.0471 - accuracy: 0.98001100/5751 [====>.........................] - ETA: 0s - loss: 0.0630 - accuracy: 0.97821650/5751 [=======>......................] - ETA: 0s - loss: 0.0646 - accuracy: 0.97701850/5751 [========>.....................] - ETA: 0s - loss: 0.0630 - accuracy: 0.97732100/5751 [=========>....................] - ETA: 0s - loss: 0.0635 - accuracy: 0.97672450/5751 [===========>..................] - ETA: 0s - loss: 0.0636 - accuracy: 0.97512850/5751 [=============>................] - ETA: 0s - loss: 0.0667 - accuracy: 0.97443250/5751 [===============>..............] - ETA: 0s - loss: 0.0677 - accuracy: 0.97423650/5751 [==================>...........] - ETA: 0s - loss: 0.0672 - accuracy: 0.97404050/5751 [====================>.........] - ETA: 0s - loss: 0.0666 - accuracy: 0.97334450/5751 [======================>.......] - ETA: 0s - loss: 0.0658 - accuracy: 0.97424850/5751 [========================>.....] - ETA: 0s - loss: 0.0650 - accuracy: 0.97445250/5751 [==========================>...] - ETA: 0s - loss: 0.0621 - accuracy: 0.97525600/5751 [============================>.] - ETA: 0s - loss: 0.0629 - accuracy: 0.97465751/5751 [==============================] - 1s 139us/sample - loss: 0.0627 - accuracy: 0.9750
Epoch 15/20
50/5751 [..............................] - ETA: 0s - loss: 0.0438 - accuracy: 0.9800 450/5751 [=>............................] - ETA: 0s - loss: 0.0509 - accuracy: 0.9800 750/5751 [==>...........................] - ETA: 0s - loss: 0.0464 - accuracy: 0.98271100/5751 [====>.........................] - ETA: 0s - loss: 0.0476 - accuracy: 0.98271400/5751 [======>.......................] - ETA: 0s - loss: 0.0456 - accuracy: 0.98291700/5751 [=======>......................] - ETA: 0s - loss: 0.0446 - accuracy: 0.98291950/5751 [=========>....................] - ETA: 0s - loss: 0.0531 - accuracy: 0.98002250/5751 [==========>...................] - ETA: 0s - loss: 0.0564 - accuracy: 0.97912450/5751 [===========>..................] - ETA: 0s - loss: 0.0582 - accuracy: 0.97882700/5751 [=============>................] - ETA: 0s - loss: 0.0571 - accuracy: 0.97893000/5751 [==============>...............] - ETA: 0s - loss: 0.0547 - accuracy: 0.98003300/5751 [================>.............] - ETA: 0s - loss: 0.0557 - accuracy: 0.97913600/5751 [=================>............] - ETA: 0s - loss: 0.0561 - accuracy: 0.97924100/5751 [====================>.........] - ETA: 0s - loss: 0.0594 - accuracy: 0.97834650/5751 [=======================>......] - ETA: 0s - loss: 0.0591 - accuracy: 0.97815200/5751 [==========================>...] - ETA: 0s - loss: 0.0577 - accuracy: 0.97795700/5751 [============================>.] - ETA: 0s - loss: 0.0574 - accuracy: 0.97815751/5751 [==============================] - 1s 151us/sample - loss: 0.0572 - accuracy: 0.9781
Epoch 16/20
50/5751 [..............................] - ETA: 0s - loss: 0.0406 - accuracy: 1.0000 550/5751 [=>............................] - ETA: 0s - loss: 0.0583 - accuracy: 0.97641050/5751 [====>.........................] - ETA: 0s - loss: 0.0658 - accuracy: 0.97711550/5751 [=======>......................] - ETA: 0s - loss: 0.0601 - accuracy: 0.98001900/5751 [========>.....................] - ETA: 0s - loss: 0.0614 - accuracy: 0.97842250/5751 [==========>...................] - ETA: 0s - loss: 0.0606 - accuracy: 0.97692700/5751 [=============>................] - ETA: 0s - loss: 0.0626 - accuracy: 0.97593000/5751 [==============>...............] - ETA: 0s - loss: 0.0636 - accuracy: 0.97473250/5751 [===============>..............] - ETA: 0s - loss: 0.0603 - accuracy: 0.97633600/5751 [=================>............] - ETA: 0s - loss: 0.0612 - accuracy: 0.97613900/5751 [===================>..........] - ETA: 0s - loss: 0.0600 - accuracy: 0.97694200/5751 [====================>.........] - ETA: 0s - loss: 0.0607 - accuracy: 0.97674500/5751 [======================>.......] - ETA: 0s - loss: 0.0604 - accuracy: 0.97674850/5751 [========================>.....] - ETA: 0s - loss: 0.0603 - accuracy: 0.97675200/5751 [==========================>...] - ETA: 0s - loss: 0.0603 - accuracy: 0.97625500/5751 [===========================>..] - ETA: 0s - loss: 0.0593 - accuracy: 0.97655751/5751 [==============================] - 1s 150us/sample - loss: 0.0593 - accuracy: 0.9764
Epoch 17/20
50/5751 [..............................] - ETA: 0s - loss: 0.0472 - accuracy: 0.9600 450/5751 [=>............................] - ETA: 0s - loss: 0.0387 - accuracy: 0.9867 900/5751 [===>..........................] - ETA: 0s - loss: 0.0359 - accuracy: 0.98891300/5751 [=====>........................] - ETA: 0s - loss: 0.0453 - accuracy: 0.98461550/5751 [=======>......................] - ETA: 0s - loss: 0.0536 - accuracy: 0.98001850/5751 [========>.....................] - ETA: 0s - loss: 0.0507 - accuracy: 0.98112150/5751 [==========>...................] - ETA: 0s - loss: 0.0525 - accuracy: 0.97952450/5751 [===========>..................] - ETA: 0s - loss: 0.0510 - accuracy: 0.98082700/5751 [=============>................] - ETA: 0s - loss: 0.0518 - accuracy: 0.97963100/5751 [===============>..............] - ETA: 0s - loss: 0.0540 - accuracy: 0.97743650/5751 [==================>...........] - ETA: 0s - loss: 0.0550 - accuracy: 0.97754200/5751 [====================>.........] - ETA: 0s - loss: 0.0549 - accuracy: 0.97764700/5751 [=======================>......] - ETA: 0s - loss: 0.0529 - accuracy: 0.97835150/5751 [=========================>....] - ETA: 0s - loss: 0.0573 - accuracy: 0.97695450/5751 [===========================>..] - ETA: 0s - loss: 0.0579 - accuracy: 0.97675750/5751 [============================>.] - ETA: 0s - loss: 0.0576 - accuracy: 0.97675751/5751 [==============================] - 1s 146us/sample - loss: 0.0576 - accuracy: 0.9767
Epoch 18/20
50/5751 [..............................] - ETA: 1s - loss: 0.1772 - accuracy: 0.9400 350/5751 [>.............................] - ETA: 1s - loss: 0.0905 - accuracy: 0.9686 700/5751 [==>...........................] - ETA: 0s - loss: 0.0675 - accuracy: 0.97571050/5751 [====>.........................] - ETA: 0s - loss: 0.0646 - accuracy: 0.97431350/5751 [======>.......................] - ETA: 0s - loss: 0.0654 - accuracy: 0.97561700/5751 [=======>......................] - ETA: 0s - loss: 0.0577 - accuracy: 0.98002000/5751 [=========>....................] - ETA: 0s - loss: 0.0586 - accuracy: 0.97902300/5751 [==========>...................] - ETA: 0s - loss: 0.0558 - accuracy: 0.97912850/5751 [=============>................] - ETA: 0s - loss: 0.0632 - accuracy: 0.97613150/5751 [===============>..............] - ETA: 0s - loss: 0.0646 - accuracy: 0.97623500/5751 [=================>............] - ETA: 0s - loss: 0.0613 - accuracy: 0.97743950/5751 [===================>..........] - ETA: 0s - loss: 0.0602 - accuracy: 0.97724250/5751 [=====================>........] - ETA: 0s - loss: 0.0611 - accuracy: 0.97694650/5751 [=======================>......] - ETA: 0s - loss: 0.0611 - accuracy: 0.97725050/5751 [=========================>....] - ETA: 0s - loss: 0.0620 - accuracy: 0.97685450/5751 [===========================>..] - ETA: 0s - loss: 0.0607 - accuracy: 0.97675751/5751 [==============================] - 1s 153us/sample - loss: 0.0598 - accuracy: 0.9769
Epoch 19/20
50/5751 [..............................] - ETA: 0s - loss: 0.0384 - accuracy: 0.9800 400/5751 [=>............................] - ETA: 0s - loss: 0.0613 - accuracy: 0.9750 800/5751 [===>..........................] - ETA: 0s - loss: 0.0510 - accuracy: 0.97751150/5751 [====>.........................] - ETA: 0s - loss: 0.0559 - accuracy: 0.97911550/5751 [=======>......................] - ETA: 0s - loss: 0.0545 - accuracy: 0.97942100/5751 [=========>....................] - ETA: 0s - loss: 0.0519 - accuracy: 0.98002650/5751 [============>.................] - ETA: 0s - loss: 0.0481 - accuracy: 0.98113050/5751 [==============>...............] - ETA: 0s - loss: 0.0500 - accuracy: 0.98003350/5751 [================>.............] - ETA: 0s - loss: 0.0528 - accuracy: 0.97793600/5751 [=================>............] - ETA: 0s - loss: 0.0514 - accuracy: 0.97863900/5751 [===================>..........] - ETA: 0s - loss: 0.0515 - accuracy: 0.97874200/5751 [====================>.........] - ETA: 0s - loss: 0.0511 - accuracy: 0.97884500/5751 [======================>.......] - ETA: 0s - loss: 0.0509 - accuracy: 0.97894750/5751 [=======================>......] - ETA: 0s - loss: 0.0511 - accuracy: 0.97855000/5751 [=========================>....] - ETA: 0s - loss: 0.0516 - accuracy: 0.97845300/5751 [==========================>...] - ETA: 0s - loss: 0.0511 - accuracy: 0.97855600/5751 [============================>.] - ETA: 0s - loss: 0.0544 - accuracy: 0.97775751/5751 [==============================] - 1s 161us/sample - loss: 0.0538 - accuracy: 0.9781
Epoch 20/20
50/5751 [..............................] - ETA: 0s - loss: 0.0361 - accuracy: 0.9800 300/5751 [>.............................] - ETA: 1s - loss: 0.0395 - accuracy: 0.9767 550/5751 [=>............................] - ETA: 1s - loss: 0.0484 - accuracy: 0.9745 900/5751 [===>..........................] - ETA: 0s - loss: 0.0517 - accuracy: 0.97441150/5751 [====>.........................] - ETA: 0s - loss: 0.0583 - accuracy: 0.97301400/5751 [======>.......................] - ETA: 0s - loss: 0.0554 - accuracy: 0.97431700/5751 [=======>......................] - ETA: 0s - loss: 0.0543 - accuracy: 0.97592050/5751 [=========>....................] - ETA: 0s - loss: 0.0552 - accuracy: 0.97762350/5751 [===========>..................] - ETA: 0s - loss: 0.0559 - accuracy: 0.97792700/5751 [=============>................] - ETA: 0s - loss: 0.0547 - accuracy: 0.97813050/5751 [==============>...............] - ETA: 0s - loss: 0.0565 - accuracy: 0.97773400/5751 [================>.............] - ETA: 0s - loss: 0.0565 - accuracy: 0.97763800/5751 [==================>...........] - ETA: 0s - loss: 0.0574 - accuracy: 0.97764050/5751 [====================>.........] - ETA: 0s - loss: 0.0564 - accuracy: 0.97784400/5751 [=====================>........] - ETA: 0s - loss: 0.0562 - accuracy: 0.97734700/5751 [=======================>......] - ETA: 0s - loss: 0.0568 - accuracy: 0.97705000/5751 [=========================>....] - ETA: 0s - loss: 0.0564 - accuracy: 0.97725200/5751 [==========================>...] - ETA: 0s - loss: 0.0554 - accuracy: 0.97775500/5751 [===========================>..] - ETA: 0s - loss: 0.0565 - accuracy: 0.97735700/5751 [============================>.] - ETA: 0s - loss: 0.0566 - accuracy: 0.97745751/5751 [==============================] - 1s 188us/sample - loss: 0.0563 - accuracy: 0.9776
Test loss: 0.06480626035775512
Test accuracy: 0.97514343
Train on 5751 samples
Epoch 1/20
50/5751 [..............................] - ETA: 2:15 - loss: 0.6019 - accuracy: 0.6200 350/5751 [>.............................] - ETA: 19s - loss: 0.6272 - accuracy: 0.6429 650/5751 [==>...........................] - ETA: 10s - loss: 0.5990 - accuracy: 0.7369 900/5751 [===>..........................] - ETA: 7s - loss: 0.5750 - accuracy: 0.7733 1150/5751 [====>.........................] - ETA: 5s - loss: 0.5474 - accuracy: 0.80001400/5751 [======>.......................] - ETA: 4s - loss: 0.5213 - accuracy: 0.81861700/5751 [=======>......................] - ETA: 3s - loss: 0.4892 - accuracy: 0.83822200/5751 [==========>...................] - ETA: 2s - loss: 0.4486 - accuracy: 0.85142700/5751 [=============>................] - ETA: 1s - loss: 0.4131 - accuracy: 0.86193000/5751 [==============>...............] - ETA: 1s - loss: 0.3979 - accuracy: 0.86503250/5751 [===============>..............] - ETA: 1s - loss: 0.3844 - accuracy: 0.86803400/5751 [================>.............] - ETA: 1s - loss: 0.3806 - accuracy: 0.87033600/5751 [=================>............] - ETA: 1s - loss: 0.3730 - accuracy: 0.87173800/5751 [==================>...........] - ETA: 0s - loss: 0.3621 - accuracy: 0.87614000/5751 [===================>..........] - ETA: 0s - loss: 0.3543 - accuracy: 0.87924200/5751 [====================>.........] - ETA: 0s - loss: 0.3484 - accuracy: 0.88124450/5751 [======================>.......] - ETA: 0s - loss: 0.3412 - accuracy: 0.88254700/5751 [=======================>......] - ETA: 0s - loss: 0.3309 - accuracy: 0.88605050/5751 [=========================>....] - ETA: 0s - loss: 0.3171 - accuracy: 0.89075250/5751 [==========================>...] - ETA: 0s - loss: 0.3106 - accuracy: 0.89285450/5751 [===========================>..] - ETA: 0s - loss: 0.3035 - accuracy: 0.89455750/5751 [============================>.] - ETA: 0s - loss: 0.2936 - accuracy: 0.89765751/5751 [==============================] - 2s 413us/sample - loss: 0.2936 - accuracy: 0.8976
Epoch 2/20
50/5751 [..............................] - ETA: 0s - loss: 0.0974 - accuracy: 0.9600 350/5751 [>.............................] - ETA: 0s - loss: 0.1276 - accuracy: 0.9543 800/5751 [===>..........................] - ETA: 0s - loss: 0.1444 - accuracy: 0.95251050/5751 [====>.........................] - ETA: 0s - loss: 0.1381 - accuracy: 0.95051250/5751 [=====>........................] - ETA: 0s - loss: 0.1302 - accuracy: 0.95201400/5751 [======>.......................] - ETA: 0s - loss: 0.1296 - accuracy: 0.95361650/5751 [=======>......................] - ETA: 0s - loss: 0.1317 - accuracy: 0.95031900/5751 [========>.....................] - ETA: 0s - loss: 0.1291 - accuracy: 0.95212200/5751 [==========>...................] - ETA: 0s - loss: 0.1373 - accuracy: 0.94772450/5751 [===========>..................] - ETA: 0s - loss: 0.1385 - accuracy: 0.94782750/5751 [=============>................] - ETA: 0s - loss: 0.1446 - accuracy: 0.94333050/5751 [==============>...............] - ETA: 0s - loss: 0.1448 - accuracy: 0.94393300/5751 [================>.............] - ETA: 0s - loss: 0.1413 - accuracy: 0.94523550/5751 [=================>............] - ETA: 0s - loss: 0.1430 - accuracy: 0.94593800/5751 [==================>...........] - ETA: 0s - loss: 0.1471 - accuracy: 0.94534100/5751 [====================>.........] - ETA: 0s - loss: 0.1461 - accuracy: 0.94544350/5751 [=====================>........] - ETA: 0s - loss: 0.1452 - accuracy: 0.94604600/5751 [======================>.......] - ETA: 0s - loss: 0.1470 - accuracy: 0.94594850/5751 [========================>.....] - ETA: 0s - loss: 0.1473 - accuracy: 0.94495050/5751 [=========================>....] - ETA: 0s - loss: 0.1447 - accuracy: 0.94575300/5751 [==========================>...] - ETA: 0s - loss: 0.1466 - accuracy: 0.94515450/5751 [===========================>..] - ETA: 0s - loss: 0.1460 - accuracy: 0.94535700/5751 [============================>.] - ETA: 0s - loss: 0.1448 - accuracy: 0.94585751/5751 [==============================] - 1s 214us/sample - loss: 0.1445 - accuracy: 0.9461
Epoch 3/20
50/5751 [..............................] - ETA: 2s - loss: 0.2974 - accuracy: 0.9000 300/5751 [>.............................] - ETA: 1s - loss: 0.1529 - accuracy: 0.9467 550/5751 [=>............................] - ETA: 1s - loss: 0.1365 - accuracy: 0.9564 850/5751 [===>..........................] - ETA: 1s - loss: 0.1375 - accuracy: 0.95881150/5751 [====>.........................] - ETA: 0s - loss: 0.1359 - accuracy: 0.95481350/5751 [======>.......................] - ETA: 0s - loss: 0.1291 - accuracy: 0.95781600/5751 [=======>......................] - ETA: 0s - loss: 0.1188 - accuracy: 0.96191800/5751 [========>.....................] - ETA: 0s - loss: 0.1174 - accuracy: 0.96112100/5751 [=========>....................] - ETA: 0s - loss: 0.1165 - accuracy: 0.96192400/5751 [===========>..................] - ETA: 0s - loss: 0.1199 - accuracy: 0.95882650/5751 [============>.................] - ETA: 0s - loss: 0.1197 - accuracy: 0.95772900/5751 [==============>...............] - ETA: 0s - loss: 0.1248 - accuracy: 0.95723200/5751 [===============>..............] - ETA: 0s - loss: 0.1230 - accuracy: 0.95723450/5751 [================>.............] - ETA: 0s - loss: 0.1198 - accuracy: 0.95803700/5751 [==================>...........] - ETA: 0s - loss: 0.1184 - accuracy: 0.95813950/5751 [===================>..........] - ETA: 0s - loss: 0.1202 - accuracy: 0.95704200/5751 [====================>.........] - ETA: 0s - loss: 0.1208 - accuracy: 0.95644500/5751 [======================>.......] - ETA: 0s - loss: 0.1214 - accuracy: 0.95624800/5751 [========================>.....] - ETA: 0s - loss: 0.1208 - accuracy: 0.95655050/5751 [=========================>....] - ETA: 0s - loss: 0.1196 - accuracy: 0.95745250/5751 [==========================>...] - ETA: 0s - loss: 0.1173 - accuracy: 0.95855450/5751 [===========================>..] - ETA: 0s - loss: 0.1174 - accuracy: 0.95855650/5751 [============================>.] - ETA: 0s - loss: 0.1167 - accuracy: 0.95825751/5751 [==============================] - 1s 219us/sample - loss: 0.1155 - accuracy: 0.9586
Epoch 4/20
50/5751 [..............................] - ETA: 2s - loss: 0.2200 - accuracy: 0.9200 300/5751 [>.............................] - ETA: 1s - loss: 0.0971 - accuracy: 0.9633 600/5751 [==>...........................] - ETA: 1s - loss: 0.0843 - accuracy: 0.9650 800/5751 [===>..........................] - ETA: 1s - loss: 0.0959 - accuracy: 0.96131000/5751 [====>.........................] - ETA: 1s - loss: 0.1127 - accuracy: 0.95601300/5751 [=====>........................] - ETA: 1s - loss: 0.1042 - accuracy: 0.95921550/5751 [=======>......................] - ETA: 0s - loss: 0.1020 - accuracy: 0.96061850/5751 [========>.....................] - ETA: 0s - loss: 0.1090 - accuracy: 0.96002100/5751 [=========>....................] - ETA: 0s - loss: 0.1073 - accuracy: 0.96142350/5751 [===========>..................] - ETA: 0s - loss: 0.1028 - accuracy: 0.96342650/5751 [============>.................] - ETA: 0s - loss: 0.1040 - accuracy: 0.96193000/5751 [==============>...............] - ETA: 0s - loss: 0.1028 - accuracy: 0.96133400/5751 [================>.............] - ETA: 0s - loss: 0.1080 - accuracy: 0.95913700/5751 [==================>...........] - ETA: 0s - loss: 0.1083 - accuracy: 0.95844000/5751 [===================>..........] - ETA: 0s - loss: 0.1086 - accuracy: 0.95924250/5751 [=====================>........] - ETA: 0s - loss: 0.1069 - accuracy: 0.95984500/5751 [======================>.......] - ETA: 0s - loss: 0.1055 - accuracy: 0.96114800/5751 [========================>.....] - ETA: 0s - loss: 0.1047 - accuracy: 0.96155050/5751 [=========================>....] - ETA: 0s - loss: 0.1027 - accuracy: 0.96225250/5751 [==========================>...] - ETA: 0s - loss: 0.1029 - accuracy: 0.96175450/5751 [===========================>..] - ETA: 0s - loss: 0.1039 - accuracy: 0.96045650/5751 [============================>.] - ETA: 0s - loss: 0.1041 - accuracy: 0.96045751/5751 [==============================] - 1s 211us/sample - loss: 0.1037 - accuracy: 0.9605
Epoch 5/20
50/5751 [..............................] - ETA: 1s - loss: 0.0458 - accuracy: 1.0000 250/5751 [>.............................] - ETA: 1s - loss: 0.1015 - accuracy: 0.9640 500/5751 [=>............................] - ETA: 1s - loss: 0.1111 - accuracy: 0.9600 750/5751 [==>...........................] - ETA: 1s - loss: 0.0893 - accuracy: 0.96801000/5751 [====>.........................] - ETA: 1s - loss: 0.0874 - accuracy: 0.96701300/5751 [=====>........................] - ETA: 0s - loss: 0.0899 - accuracy: 0.96541600/5751 [=======>......................] - ETA: 0s - loss: 0.0931 - accuracy: 0.96381850/5751 [========>.....................] - ETA: 0s - loss: 0.0942 - accuracy: 0.96322050/5751 [=========>....................] - ETA: 0s - loss: 0.0901 - accuracy: 0.96492250/5751 [==========>...................] - ETA: 0s - loss: 0.0903 - accuracy: 0.96402550/5751 [============>.................] - ETA: 0s - loss: 0.0928 - accuracy: 0.96312700/5751 [=============>................] - ETA: 0s - loss: 0.0934 - accuracy: 0.96222900/5751 [==============>...............] - ETA: 0s - loss: 0.0923 - accuracy: 0.96343150/5751 [===============>..............] - ETA: 0s - loss: 0.0947 - accuracy: 0.96383400/5751 [================>.............] - ETA: 0s - loss: 0.0953 - accuracy: 0.96323650/5751 [==================>...........] - ETA: 0s - loss: 0.0955 - accuracy: 0.96363900/5751 [===================>..........] - ETA: 0s - loss: 0.0986 - accuracy: 0.96214100/5751 [====================>.........] - ETA: 0s - loss: 0.1010 - accuracy: 0.96074400/5751 [=====================>........] - ETA: 0s - loss: 0.1012 - accuracy: 0.96144750/5751 [=======================>......] - ETA: 0s - loss: 0.1002 - accuracy: 0.96255050/5751 [=========================>....] - ETA: 0s - loss: 0.0995 - accuracy: 0.96285300/5751 [==========================>...] - ETA: 0s - loss: 0.0981 - accuracy: 0.96325500/5751 [===========================>..] - ETA: 0s - loss: 0.0972 - accuracy: 0.96385750/5751 [============================>.] - ETA: 0s - loss: 0.0981 - accuracy: 0.96385751/5751 [==============================] - 1s 229us/sample - loss: 0.0980 - accuracy: 0.9638
Epoch 6/20
50/5751 [..............................] - ETA: 1s - loss: 0.1337 - accuracy: 0.9400 250/5751 [>.............................] - ETA: 1s - loss: 0.1158 - accuracy: 0.9480 500/5751 [=>............................] - ETA: 1s - loss: 0.0914 - accuracy: 0.9660 750/5751 [==>...........................] - ETA: 1s - loss: 0.1012 - accuracy: 0.9627 950/5751 [===>..........................] - ETA: 1s - loss: 0.1036 - accuracy: 0.96211250/5751 [=====>........................] - ETA: 1s - loss: 0.1059 - accuracy: 0.96241500/5751 [======>.......................] - ETA: 0s - loss: 0.0954 - accuracy: 0.96731700/5751 [=======>......................] - ETA: 0s - loss: 0.0942 - accuracy: 0.96712000/5751 [=========>....................] - ETA: 0s - loss: 0.0861 - accuracy: 0.97052250/5751 [==========>...................] - ETA: 0s - loss: 0.0862 - accuracy: 0.97022500/5751 [============>.................] - ETA: 0s - loss: 0.0844 - accuracy: 0.97042750/5751 [=============>................] - ETA: 0s - loss: 0.0829 - accuracy: 0.97133050/5751 [==============>...............] - ETA: 0s - loss: 0.0854 - accuracy: 0.97153250/5751 [===============>..............] - ETA: 0s - loss: 0.0842 - accuracy: 0.97113550/5751 [=================>............] - ETA: 0s - loss: 0.0847 - accuracy: 0.97103800/5751 [==================>...........] - ETA: 0s - loss: 0.0832 - accuracy: 0.97054050/5751 [====================>.........] - ETA: 0s - loss: 0.0817 - accuracy: 0.97144350/5751 [=====================>........] - ETA: 0s - loss: 0.0813 - accuracy: 0.97154600/5751 [======================>.......] - ETA: 0s - loss: 0.0791 - accuracy: 0.97204900/5751 [========================>.....] - ETA: 0s - loss: 0.0819 - accuracy: 0.97165150/5751 [=========================>....] - ETA: 0s - loss: 0.0843 - accuracy: 0.97035400/5751 [===========================>..] - ETA: 0s - loss: 0.0856 - accuracy: 0.96965700/5751 [============================>.] - ETA: 0s - loss: 0.0862 - accuracy: 0.96915751/5751 [==============================] - 1s 216us/sample - loss: 0.0858 - accuracy: 0.9694
Epoch 7/20
50/5751 [..............................] - ETA: 0s - loss: 0.1454 - accuracy: 0.9400 300/5751 [>.............................] - ETA: 1s - loss: 0.0976 - accuracy: 0.9600 600/5751 [==>...........................] - ETA: 1s - loss: 0.0840 - accuracy: 0.9667 900/5751 [===>..........................] - ETA: 0s - loss: 0.0825 - accuracy: 0.96561150/5751 [====>.........................] - ETA: 0s - loss: 0.0762 - accuracy: 0.96871400/5751 [======>.......................] - ETA: 0s - loss: 0.0806 - accuracy: 0.96861700/5751 [=======>......................] - ETA: 0s - loss: 0.0795 - accuracy: 0.96882000/5751 [=========>....................] - ETA: 0s - loss: 0.0837 - accuracy: 0.96902300/5751 [==========>...................] - ETA: 0s - loss: 0.0870 - accuracy: 0.96832550/5751 [============>.................] - ETA: 0s - loss: 0.0822 - accuracy: 0.96942750/5751 [=============>................] - ETA: 0s - loss: 0.0832 - accuracy: 0.96953000/5751 [==============>...............] - ETA: 0s - loss: 0.0840 - accuracy: 0.96973300/5751 [================>.............] - ETA: 0s - loss: 0.0841 - accuracy: 0.96853650/5751 [==================>...........] - ETA: 0s - loss: 0.0831 - accuracy: 0.96884050/5751 [====================>.........] - ETA: 0s - loss: 0.0792 - accuracy: 0.97064300/5751 [=====================>........] - ETA: 0s - loss: 0.0801 - accuracy: 0.97094600/5751 [======================>.......] - ETA: 0s - loss: 0.0787 - accuracy: 0.97204900/5751 [========================>.....] - ETA: 0s - loss: 0.0769 - accuracy: 0.97245100/5751 [=========================>....] - ETA: 0s - loss: 0.0777 - accuracy: 0.97255350/5751 [==========================>...] - ETA: 0s - loss: 0.0779 - accuracy: 0.97255600/5751 [============================>.] - ETA: 0s - loss: 0.0794 - accuracy: 0.97205751/5751 [==============================] - 1s 204us/sample - loss: 0.0788 - accuracy: 0.9724
Epoch 8/20
50/5751 [..............................] - ETA: 1s - loss: 0.1180 - accuracy: 0.9600 350/5751 [>.............................] - ETA: 1s - loss: 0.0557 - accuracy: 0.9800 600/5751 [==>...........................] - ETA: 1s - loss: 0.0917 - accuracy: 0.9667 900/5751 [===>..........................] - ETA: 0s - loss: 0.1060 - accuracy: 0.95781150/5751 [====>.........................] - ETA: 0s - loss: 0.1110 - accuracy: 0.95741400/5751 [======>.......................] - ETA: 0s - loss: 0.1010 - accuracy: 0.96291650/5751 [=======>......................] - ETA: 0s - loss: 0.0959 - accuracy: 0.96551900/5751 [========>.....................] - ETA: 0s - loss: 0.1009 - accuracy: 0.96322150/5751 [==========>...................] - ETA: 0s - loss: 0.0991 - accuracy: 0.96372450/5751 [===========>..................] - ETA: 0s - loss: 0.0916 - accuracy: 0.96612800/5751 [=============>................] - ETA: 0s - loss: 0.0905 - accuracy: 0.96573100/5751 [===============>..............] - ETA: 0s - loss: 0.0888 - accuracy: 0.96653450/5751 [================>.............] - ETA: 0s - loss: 0.0909 - accuracy: 0.96643750/5751 [==================>...........] - ETA: 0s - loss: 0.0895 - accuracy: 0.96694100/5751 [====================>.........] - ETA: 0s - loss: 0.0880 - accuracy: 0.96834400/5751 [=====================>........] - ETA: 0s - loss: 0.0874 - accuracy: 0.96914600/5751 [======================>.......] - ETA: 0s - loss: 0.0851 - accuracy: 0.97024800/5751 [========================>.....] - ETA: 0s - loss: 0.0827 - accuracy: 0.97105000/5751 [=========================>....] - ETA: 0s - loss: 0.0804 - accuracy: 0.97205250/5751 [==========================>...] - ETA: 0s - loss: 0.0798 - accuracy: 0.97205500/5751 [===========================>..] - ETA: 0s - loss: 0.0811 - accuracy: 0.97135750/5751 [============================>.] - ETA: 0s - loss: 0.0800 - accuracy: 0.97205751/5751 [==============================] - 1s 208us/sample - loss: 0.0800 - accuracy: 0.9720
Epoch 9/20
50/5751 [..............................] - ETA: 0s - loss: 0.0536 - accuracy: 0.9800 300/5751 [>.............................] - ETA: 1s - loss: 0.0491 - accuracy: 0.9800 550/5751 [=>............................] - ETA: 1s - loss: 0.0519 - accuracy: 0.9800 850/5751 [===>..........................] - ETA: 0s - loss: 0.0480 - accuracy: 0.98241100/5751 [====>.........................] - ETA: 1s - loss: 0.0436 - accuracy: 0.98451350/5751 [======>.......................] - ETA: 0s - loss: 0.0455 - accuracy: 0.98301600/5751 [=======>......................] - ETA: 0s - loss: 0.0500 - accuracy: 0.98001850/5751 [========>.....................] - ETA: 0s - loss: 0.0475 - accuracy: 0.98112150/5751 [==========>...................] - ETA: 0s - loss: 0.0508 - accuracy: 0.98092450/5751 [===========>..................] - ETA: 0s - loss: 0.0517 - accuracy: 0.98082750/5751 [=============>................] - ETA: 0s - loss: 0.0549 - accuracy: 0.98072950/5751 [==============>...............] - ETA: 0s - loss: 0.0551 - accuracy: 0.98073200/5751 [===============>..............] - ETA: 0s - loss: 0.0561 - accuracy: 0.98093500/5751 [=================>............] - ETA: 0s - loss: 0.0604 - accuracy: 0.97913800/5751 [==================>...........] - ETA: 0s - loss: 0.0661 - accuracy: 0.97744050/5751 [====================>.........] - ETA: 0s - loss: 0.0660 - accuracy: 0.97704300/5751 [=====================>........] - ETA: 0s - loss: 0.0662 - accuracy: 0.97724550/5751 [======================>.......] - ETA: 0s - loss: 0.0664 - accuracy: 0.97714850/5751 [========================>.....] - ETA: 0s - loss: 0.0666 - accuracy: 0.97695150/5751 [=========================>....] - ETA: 0s - loss: 0.0670 - accuracy: 0.97695450/5751 [===========================>..] - ETA: 0s - loss: 0.0674 - accuracy: 0.97695650/5751 [============================>.] - ETA: 0s - loss: 0.0702 - accuracy: 0.97615751/5751 [==============================] - 1s 215us/sample - loss: 0.0706 - accuracy: 0.9762
Epoch 10/20
50/5751 [..............................] - ETA: 1s - loss: 0.0331 - accuracy: 0.9800 250/5751 [>.............................] - ETA: 1s - loss: 0.0793 - accuracy: 0.9720 550/5751 [=>............................] - ETA: 1s - loss: 0.0642 - accuracy: 0.9764 750/5751 [==>...........................] - ETA: 1s - loss: 0.0604 - accuracy: 0.97871000/5751 [====>.........................] - ETA: 1s - loss: 0.0690 - accuracy: 0.97401250/5751 [=====>........................] - ETA: 1s - loss: 0.0733 - accuracy: 0.97281550/5751 [=======>......................] - ETA: 0s - loss: 0.0703 - accuracy: 0.97481800/5751 [========>.....................] - ETA: 0s - loss: 0.0757 - accuracy: 0.97332050/5751 [=========>....................] - ETA: 0s - loss: 0.0765 - accuracy: 0.97372300/5751 [==========>...................] - ETA: 0s - loss: 0.0765 - accuracy: 0.97302550/5751 [============>.................] - ETA: 0s - loss: 0.0727 - accuracy: 0.97412800/5751 [=============>................] - ETA: 0s - loss: 0.0756 - accuracy: 0.97253100/5751 [===============>..............] - ETA: 0s - loss: 0.0723 - accuracy: 0.97423400/5751 [================>.............] - ETA: 0s - loss: 0.0692 - accuracy: 0.97533700/5751 [==================>...........] - ETA: 0s - loss: 0.0685 - accuracy: 0.97514000/5751 [===================>..........] - ETA: 0s - loss: 0.0674 - accuracy: 0.97534250/5751 [=====================>........] - ETA: 0s - loss: 0.0678 - accuracy: 0.97484550/5751 [======================>.......] - ETA: 0s - loss: 0.0667 - accuracy: 0.97564850/5751 [========================>.....] - ETA: 0s - loss: 0.0651 - accuracy: 0.97695150/5751 [=========================>....] - ETA: 0s - loss: 0.0659 - accuracy: 0.97675350/5751 [==========================>...] - ETA: 0s - loss: 0.0664 - accuracy: 0.97645600/5751 [============================>.] - ETA: 0s - loss: 0.0669 - accuracy: 0.97645751/5751 [==============================] - 1s 219us/sample - loss: 0.0669 - accuracy: 0.9765
Epoch 11/20
50/5751 [..............................] - ETA: 1s - loss: 0.0786 - accuracy: 0.9600 300/5751 [>.............................] - ETA: 1s - loss: 0.0545 - accuracy: 0.9767 550/5751 [=>............................] - ETA: 1s - loss: 0.0528 - accuracy: 0.9782 750/5751 [==>...........................] - ETA: 1s - loss: 0.0565 - accuracy: 0.98001050/5751 [====>.........................] - ETA: 1s - loss: 0.0737 - accuracy: 0.97621350/5751 [======>.......................] - ETA: 0s - loss: 0.0740 - accuracy: 0.97561600/5751 [=======>......................] - ETA: 0s - loss: 0.0716 - accuracy: 0.97691900/5751 [========>.....................] - ETA: 0s - loss: 0.0737 - accuracy: 0.97582150/5751 [==========>...................] - ETA: 0s - loss: 0.0750 - accuracy: 0.97352450/5751 [===========>..................] - ETA: 0s - loss: 0.0796 - accuracy: 0.97142700/5751 [=============>................] - ETA: 0s - loss: 0.0763 - accuracy: 0.97263000/5751 [==============>...............] - ETA: 0s - loss: 0.0757 - accuracy: 0.97233300/5751 [================>.............] - ETA: 0s - loss: 0.0739 - accuracy: 0.97333500/5751 [=================>............] - ETA: 0s - loss: 0.0739 - accuracy: 0.97293800/5751 [==================>...........] - ETA: 0s - loss: 0.0722 - accuracy: 0.97324100/5751 [====================>.........] - ETA: 0s - loss: 0.0727 - accuracy: 0.97274350/5751 [=====================>........] - ETA: 0s - loss: 0.0728 - accuracy: 0.97244650/5751 [=======================>......] - ETA: 0s - loss: 0.0722 - accuracy: 0.97275000/5751 [=========================>....] - ETA: 0s - loss: 0.0728 - accuracy: 0.97285350/5751 [==========================>...] - ETA: 0s - loss: 0.0734 - accuracy: 0.97215600/5751 [============================>.] - ETA: 0s - loss: 0.0726 - accuracy: 0.97255751/5751 [==============================] - 1s 201us/sample - loss: 0.0720 - accuracy: 0.9725
Epoch 12/20
50/5751 [..............................] - ETA: 1s - loss: 0.0292 - accuracy: 0.9800 300/5751 [>.............................] - ETA: 1s - loss: 0.0427 - accuracy: 0.9767 600/5751 [==>...........................] - ETA: 1s - loss: 0.0459 - accuracy: 0.9783 900/5751 [===>..........................] - ETA: 0s - loss: 0.0570 - accuracy: 0.97561200/5751 [=====>........................] - ETA: 0s - loss: 0.0545 - accuracy: 0.97831500/5751 [======>.......................] - ETA: 0s - loss: 0.0583 - accuracy: 0.97931750/5751 [========>.....................] - ETA: 0s - loss: 0.0592 - accuracy: 0.97892000/5751 [=========>....................] - ETA: 0s - loss: 0.0615 - accuracy: 0.97802300/5751 [==========>...................] - ETA: 0s - loss: 0.0639 - accuracy: 0.97782550/5751 [============>.................] - ETA: 0s - loss: 0.0633 - accuracy: 0.97732850/5751 [=============>................] - ETA: 0s - loss: 0.0654 - accuracy: 0.97613150/5751 [===============>..............] - ETA: 0s - loss: 0.0641 - accuracy: 0.97623500/5751 [=================>............] - ETA: 0s - loss: 0.0685 - accuracy: 0.97513750/5751 [==================>...........] - ETA: 0s - loss: 0.0700 - accuracy: 0.97393950/5751 [===================>..........] - ETA: 0s - loss: 0.0696 - accuracy: 0.97424200/5751 [====================>.........] - ETA: 0s - loss: 0.0690 - accuracy: 0.97404400/5751 [=====================>........] - ETA: 0s - loss: 0.0684 - accuracy: 0.97414650/5751 [=======================>......] - ETA: 0s - loss: 0.0670 - accuracy: 0.97444900/5751 [========================>.....] - ETA: 0s - loss: 0.0669 - accuracy: 0.97455150/5751 [=========================>....] - ETA: 0s - loss: 0.0664 - accuracy: 0.97445350/5751 [==========================>...] - ETA: 0s - loss: 0.0655 - accuracy: 0.97445600/5751 [============================>.] - ETA: 0s - loss: 0.0653 - accuracy: 0.97435751/5751 [==============================] - 1s 211us/sample - loss: 0.0656 - accuracy: 0.9743
Epoch 13/20
50/5751 [..............................] - ETA: 1s - loss: 0.0640 - accuracy: 0.9800 300/5751 [>.............................] - ETA: 1s - loss: 0.0559 - accuracy: 0.9833 600/5751 [==>...........................] - ETA: 1s - loss: 0.0646 - accuracy: 0.9800 950/5751 [===>..........................] - ETA: 0s - loss: 0.0523 - accuracy: 0.98421250/5751 [=====>........................] - ETA: 0s - loss: 0.0564 - accuracy: 0.98001500/5751 [======>.......................] - ETA: 0s - loss: 0.0559 - accuracy: 0.98001700/5751 [=======>......................] - ETA: 0s - loss: 0.0546 - accuracy: 0.98061950/5751 [=========>....................] - ETA: 0s - loss: 0.0534 - accuracy: 0.98102200/5751 [==========>...................] - ETA: 0s - loss: 0.0540 - accuracy: 0.98142500/5751 [============>.................] - ETA: 0s - loss: 0.0561 - accuracy: 0.98082800/5751 [=============>................] - ETA: 0s - loss: 0.0610 - accuracy: 0.97863100/5751 [===============>..............] - ETA: 0s - loss: 0.0600 - accuracy: 0.97943350/5751 [================>.............] - ETA: 0s - loss: 0.0613 - accuracy: 0.97883600/5751 [=================>............] - ETA: 0s - loss: 0.0612 - accuracy: 0.97813800/5751 [==================>...........] - ETA: 0s - loss: 0.0612 - accuracy: 0.97764000/5751 [===================>..........] - ETA: 0s - loss: 0.0654 - accuracy: 0.97584250/5751 [=====================>........] - ETA: 0s - loss: 0.0665 - accuracy: 0.97534500/5751 [======================>.......] - ETA: 0s - loss: 0.0674 - accuracy: 0.97494700/5751 [=======================>......] - ETA: 0s - loss: 0.0683 - accuracy: 0.97474850/5751 [========================>.....] - ETA: 0s - loss: 0.0681 - accuracy: 0.97515050/5751 [=========================>....] - ETA: 0s - loss: 0.0667 - accuracy: 0.97565400/5751 [===========================>..] - ETA: 0s - loss: 0.0655 - accuracy: 0.97575600/5751 [============================>.] - ETA: 0s - loss: 0.0652 - accuracy: 0.97575751/5751 [==============================] - 1s 231us/sample - loss: 0.0644 - accuracy: 0.9758
Epoch 14/20
50/5751 [..............................] - ETA: 0s - loss: 0.0886 - accuracy: 0.9600 250/5751 [>.............................] - ETA: 1s - loss: 0.0630 - accuracy: 0.9760 400/5751 [=>............................] - ETA: 1s - loss: 0.0540 - accuracy: 0.9775 700/5751 [==>...........................] - ETA: 1s - loss: 0.0587 - accuracy: 0.9743 950/5751 [===>..........................] - ETA: 1s - loss: 0.0658 - accuracy: 0.97371150/5751 [====>.........................] - ETA: 1s - loss: 0.0624 - accuracy: 0.97571350/5751 [======>.......................] - ETA: 1s - loss: 0.0673 - accuracy: 0.97481600/5751 [=======>......................] - ETA: 1s - loss: 0.0679 - accuracy: 0.97371900/5751 [========>.....................] - ETA: 0s - loss: 0.0644 - accuracy: 0.97422200/5751 [==========>...................] - ETA: 0s - loss: 0.0597 - accuracy: 0.97592450/5751 [===========>..................] - ETA: 0s - loss: 0.0586 - accuracy: 0.97592700/5751 [=============>................] - ETA: 0s - loss: 0.0600 - accuracy: 0.97563050/5751 [==============>...............] - ETA: 0s - loss: 0.0606 - accuracy: 0.97383350/5751 [================>.............] - ETA: 0s - loss: 0.0603 - accuracy: 0.97403650/5751 [==================>...........] - ETA: 0s - loss: 0.0637 - accuracy: 0.97373950/5751 [===================>..........] - ETA: 0s - loss: 0.0639 - accuracy: 0.97374250/5751 [=====================>........] - ETA: 0s - loss: 0.0623 - accuracy: 0.97464550/5751 [======================>.......] - ETA: 0s - loss: 0.0649 - accuracy: 0.97434800/5751 [========================>.....] - ETA: 0s - loss: 0.0636 - accuracy: 0.97505050/5751 [=========================>....] - ETA: 0s - loss: 0.0660 - accuracy: 0.97435300/5751 [==========================>...] - ETA: 0s - loss: 0.0649 - accuracy: 0.97475600/5751 [============================>.] - ETA: 0s - loss: 0.0633 - accuracy: 0.97545751/5751 [==============================] - 1s 212us/sample - loss: 0.0637 - accuracy: 0.9753
Epoch 15/20
50/5751 [..............................] - ETA: 0s - loss: 0.0871 - accuracy: 0.9600 350/5751 [>.............................] - ETA: 1s - loss: 0.0563 - accuracy: 0.9743 650/5751 [==>...........................] - ETA: 0s - loss: 0.0614 - accuracy: 0.9754 950/5751 [===>..........................] - ETA: 0s - loss: 0.0575 - accuracy: 0.97791250/5751 [=====>........................] - ETA: 0s - loss: 0.0595 - accuracy: 0.97841550/5751 [=======>......................] - ETA: 0s - loss: 0.0590 - accuracy: 0.97941850/5751 [========>.....................] - ETA: 0s - loss: 0.0643 - accuracy: 0.97732150/5751 [==========>...................] - ETA: 0s - loss: 0.0626 - accuracy: 0.97672400/5751 [===========>..................] - ETA: 0s - loss: 0.0644 - accuracy: 0.97582700/5751 [=============>................] - ETA: 0s - loss: 0.0632 - accuracy: 0.97632950/5751 [==============>...............] - ETA: 0s - loss: 0.0634 - accuracy: 0.97663200/5751 [===============>..............] - ETA: 0s - loss: 0.0629 - accuracy: 0.97693450/5751 [================>.............] - ETA: 0s - loss: 0.0609 - accuracy: 0.97743700/5751 [==================>...........] - ETA: 0s - loss: 0.0587 - accuracy: 0.97814050/5751 [====================>.........] - ETA: 0s - loss: 0.0608 - accuracy: 0.97784350/5751 [=====================>........] - ETA: 0s - loss: 0.0603 - accuracy: 0.97794650/5751 [=======================>......] - ETA: 0s - loss: 0.0593 - accuracy: 0.97764950/5751 [========================>.....] - ETA: 0s - loss: 0.0581 - accuracy: 0.97845250/5751 [==========================>...] - ETA: 0s - loss: 0.0568 - accuracy: 0.97895500/5751 [===========================>..] - ETA: 0s - loss: 0.0568 - accuracy: 0.97895750/5751 [============================>.] - ETA: 0s - loss: 0.0563 - accuracy: 0.97935751/5751 [==============================] - 1s 193us/sample - loss: 0.0563 - accuracy: 0.9793
Epoch 16/20
50/5751 [..............................] - ETA: 0s - loss: 0.0800 - accuracy: 0.9600 250/5751 [>.............................] - ETA: 1s - loss: 0.0509 - accuracy: 0.9840 500/5751 [=>............................] - ETA: 1s - loss: 0.0431 - accuracy: 0.9840 700/5751 [==>...........................] - ETA: 1s - loss: 0.0447 - accuracy: 0.9843 950/5751 [===>..........................] - ETA: 1s - loss: 0.0513 - accuracy: 0.98001250/5751 [=====>........................] - ETA: 0s - loss: 0.0508 - accuracy: 0.98081500/5751 [======>.......................] - ETA: 0s - loss: 0.0535 - accuracy: 0.98201800/5751 [========>.....................] - ETA: 0s - loss: 0.0564 - accuracy: 0.98172100/5751 [=========>....................] - ETA: 0s - loss: 0.0568 - accuracy: 0.98002400/5751 [===========>..................] - ETA: 0s - loss: 0.0612 - accuracy: 0.97712700/5751 [=============>................] - ETA: 0s - loss: 0.0611 - accuracy: 0.97633000/5751 [==============>...............] - ETA: 0s - loss: 0.0603 - accuracy: 0.97673300/5751 [================>.............] - ETA: 0s - loss: 0.0612 - accuracy: 0.97613650/5751 [==================>...........] - ETA: 0s - loss: 0.0625 - accuracy: 0.97563900/5751 [===================>..........] - ETA: 0s - loss: 0.0628 - accuracy: 0.97544150/5751 [====================>.........] - ETA: 0s - loss: 0.0607 - accuracy: 0.97644400/5751 [=====================>........] - ETA: 0s - loss: 0.0600 - accuracy: 0.97664650/5751 [=======================>......] - ETA: 0s - loss: 0.0591 - accuracy: 0.97704900/5751 [========================>.....] - ETA: 0s - loss: 0.0577 - accuracy: 0.97765150/5751 [=========================>....] - ETA: 0s - loss: 0.0580 - accuracy: 0.97695450/5751 [===========================>..] - ETA: 0s - loss: 0.0576 - accuracy: 0.97745700/5751 [============================>.] - ETA: 0s - loss: 0.0575 - accuracy: 0.97725751/5751 [==============================] - 1s 207us/sample - loss: 0.0572 - accuracy: 0.9772
Epoch 17/20
50/5751 [..............................] - ETA: 1s - loss: 0.1239 - accuracy: 0.9800 350/5751 [>.............................] - ETA: 1s - loss: 0.0843 - accuracy: 0.9686 650/5751 [==>...........................] - ETA: 0s - loss: 0.0666 - accuracy: 0.9738 950/5751 [===>..........................] - ETA: 0s - loss: 0.0595 - accuracy: 0.97581250/5751 [=====>........................] - ETA: 0s - loss: 0.0616 - accuracy: 0.97521550/5751 [=======>......................] - ETA: 0s - loss: 0.0644 - accuracy: 0.97161850/5751 [========>.....................] - ETA: 0s - loss: 0.0626 - accuracy: 0.97412150/5751 [==========>...................] - ETA: 0s - loss: 0.0606 - accuracy: 0.97492450/5751 [===========>..................] - ETA: 0s - loss: 0.0585 - accuracy: 0.97512750/5751 [=============>................] - ETA: 0s - loss: 0.0602 - accuracy: 0.97533100/5751 [===============>..............] - ETA: 0s - loss: 0.0614 - accuracy: 0.97483400/5751 [================>.............] - ETA: 0s - loss: 0.0602 - accuracy: 0.97473700/5751 [==================>...........] - ETA: 0s - loss: 0.0614 - accuracy: 0.97543950/5751 [===================>..........] - ETA: 0s - loss: 0.0592 - accuracy: 0.97624200/5751 [====================>.........] - ETA: 0s - loss: 0.0569 - accuracy: 0.97744450/5751 [======================>.......] - ETA: 0s - loss: 0.0570 - accuracy: 0.97784750/5751 [=======================>......] - ETA: 0s - loss: 0.0561 - accuracy: 0.97775000/5751 [=========================>....] - ETA: 0s - loss: 0.0579 - accuracy: 0.97745250/5751 [==========================>...] - ETA: 0s - loss: 0.0592 - accuracy: 0.97705500/5751 [===========================>..] - ETA: 0s - loss: 0.0583 - accuracy: 0.97765751/5751 [==============================] - 1s 196us/sample - loss: 0.0572 - accuracy: 0.9779
Epoch 18/20
50/5751 [..............................] - ETA: 1s - loss: 0.0170 - accuracy: 1.0000 350/5751 [>.............................] - ETA: 1s - loss: 0.0263 - accuracy: 0.9914 650/5751 [==>...........................] - ETA: 1s - loss: 0.0402 - accuracy: 0.9785 950/5751 [===>..........................] - ETA: 0s - loss: 0.0440 - accuracy: 0.97681250/5751 [=====>........................] - ETA: 0s - loss: 0.0405 - accuracy: 0.98081550/5751 [=======>......................] - ETA: 0s - loss: 0.0456 - accuracy: 0.97741850/5751 [========>.....................] - ETA: 0s - loss: 0.0486 - accuracy: 0.97682100/5751 [=========>....................] - ETA: 0s - loss: 0.0508 - accuracy: 0.97622400/5751 [===========>..................] - ETA: 0s - loss: 0.0519 - accuracy: 0.97582700/5751 [=============>................] - ETA: 0s - loss: 0.0503 - accuracy: 0.97783000/5751 [==============>...............] - ETA: 0s - loss: 0.0541 - accuracy: 0.97733250/5751 [===============>..............] - ETA: 0s - loss: 0.0560 - accuracy: 0.97693550/5751 [=================>............] - ETA: 0s - loss: 0.0549 - accuracy: 0.97773750/5751 [==================>...........] - ETA: 0s - loss: 0.0557 - accuracy: 0.97764050/5751 [====================>.........] - ETA: 0s - loss: 0.0541 - accuracy: 0.97834300/5751 [=====================>........] - ETA: 0s - loss: 0.0544 - accuracy: 0.97794550/5751 [======================>.......] - ETA: 0s - loss: 0.0542 - accuracy: 0.97784800/5751 [========================>.....] - ETA: 0s - loss: 0.0527 - accuracy: 0.97855050/5751 [=========================>....] - ETA: 0s - loss: 0.0530 - accuracy: 0.97845350/5751 [==========================>...] - ETA: 0s - loss: 0.0526 - accuracy: 0.97835600/5751 [============================>.] - ETA: 0s - loss: 0.0533 - accuracy: 0.97805751/5751 [==============================] - 1s 208us/sample - loss: 0.0540 - accuracy: 0.9779
Epoch 19/20
50/5751 [..............................] - ETA: 1s - loss: 0.0293 - accuracy: 0.9800 350/5751 [>.............................] - ETA: 1s - loss: 0.0559 - accuracy: 0.9800 550/5751 [=>............................] - ETA: 1s - loss: 0.0546 - accuracy: 0.9818 800/5751 [===>..........................] - ETA: 1s - loss: 0.0563 - accuracy: 0.98251100/5751 [====>.........................] - ETA: 1s - loss: 0.0572 - accuracy: 0.98271350/5751 [======>.......................] - ETA: 0s - loss: 0.0612 - accuracy: 0.97931600/5751 [=======>......................] - ETA: 0s - loss: 0.0594 - accuracy: 0.97941750/5751 [========>.....................] - ETA: 0s - loss: 0.0580 - accuracy: 0.97832050/5751 [=========>....................] - ETA: 0s - loss: 0.0568 - accuracy: 0.97762200/5751 [==========>...................] - ETA: 0s - loss: 0.0602 - accuracy: 0.97592450/5751 [===========>..................] - ETA: 0s - loss: 0.0607 - accuracy: 0.97472700/5751 [=============>................] - ETA: 0s - loss: 0.0581 - accuracy: 0.97522900/5751 [==============>...............] - ETA: 0s - loss: 0.0577 - accuracy: 0.97523100/5751 [===============>..............] - ETA: 0s - loss: 0.0564 - accuracy: 0.97583350/5751 [================>.............] - ETA: 0s - loss: 0.0580 - accuracy: 0.97493650/5751 [==================>...........] - ETA: 0s - loss: 0.0567 - accuracy: 0.97483850/5751 [===================>..........] - ETA: 0s - loss: 0.0572 - accuracy: 0.97514050/5751 [====================>.........] - ETA: 0s - loss: 0.0570 - accuracy: 0.97534300/5751 [=====================>........] - ETA: 0s - loss: 0.0571 - accuracy: 0.97584550/5751 [======================>.......] - ETA: 0s - loss: 0.0569 - accuracy: 0.97634750/5751 [=======================>......] - ETA: 0s - loss: 0.0575 - accuracy: 0.97625000/5751 [=========================>....] - ETA: 0s - loss: 0.0569 - accuracy: 0.97705300/5751 [==========================>...] - ETA: 0s - loss: 0.0563 - accuracy: 0.97725550/5751 [===========================>..] - ETA: 0s - loss: 0.0548 - accuracy: 0.97785751/5751 [==============================] - 1s 242us/sample - loss: 0.0546 - accuracy: 0.9781
Epoch 20/20
50/5751 [..............................] - ETA: 1s - loss: 0.1092 - accuracy: 0.9600 250/5751 [>.............................] - ETA: 1s - loss: 0.0429 - accuracy: 0.9840 550/5751 [=>............................] - ETA: 1s - loss: 0.0437 - accuracy: 0.9782 750/5751 [==>...........................] - ETA: 1s - loss: 0.0511 - accuracy: 0.97731000/5751 [====>.........................] - ETA: 1s - loss: 0.0528 - accuracy: 0.97501250/5751 [=====>........................] - ETA: 1s - loss: 0.0533 - accuracy: 0.97521450/5751 [======>.......................] - ETA: 1s - loss: 0.0508 - accuracy: 0.97661700/5751 [=======>......................] - ETA: 0s - loss: 0.0515 - accuracy: 0.97651900/5751 [========>.....................] - ETA: 0s - loss: 0.0537 - accuracy: 0.97582100/5751 [=========>....................] - ETA: 0s - loss: 0.0511 - accuracy: 0.97712300/5751 [==========>...................] - ETA: 0s - loss: 0.0525 - accuracy: 0.97572450/5751 [===========>..................] - ETA: 0s - loss: 0.0523 - accuracy: 0.97632700/5751 [=============>................] - ETA: 0s - loss: 0.0495 - accuracy: 0.97782850/5751 [=============>................] - ETA: 0s - loss: 0.0501 - accuracy: 0.97793000/5751 [==============>...............] - ETA: 0s - loss: 0.0485 - accuracy: 0.97873200/5751 [===============>..............] - ETA: 0s - loss: 0.0486 - accuracy: 0.97943450/5751 [================>.............] - ETA: 0s - loss: 0.0479 - accuracy: 0.98003650/5751 [==================>...........] - ETA: 0s - loss: 0.0479 - accuracy: 0.98034000/5751 [===================>..........] - ETA: 0s - loss: 0.0528 - accuracy: 0.97904250/5751 [=====================>........] - ETA: 0s - loss: 0.0509 - accuracy: 0.98024450/5751 [======================>.......] - ETA: 0s - loss: 0.0510 - accuracy: 0.98024750/5751 [=======================>......] - ETA: 0s - loss: 0.0506 - accuracy: 0.98064950/5751 [========================>.....] - ETA: 0s - loss: 0.0510 - accuracy: 0.98065150/5751 [=========================>....] - ETA: 0s - loss: 0.0520 - accuracy: 0.98025400/5751 [===========================>..] - ETA: 0s - loss: 0.0530 - accuracy: 0.97965600/5751 [============================>.] - ETA: 0s - loss: 0.0529 - accuracy: 0.97965751/5751 [==============================] - 1s 257us/sample - loss: 0.0534 - accuracy: 0.9795
Test loss: 0.07677406892821506
Test accuracy: 0.9674952
Train on 5751 samples
Epoch 1/20
50/5751 [..............................] - ETA: 3:01 - loss: 0.6939 - accuracy: 0.5800 250/5751 [>.............................] - ETA: 36s - loss: 0.6716 - accuracy: 0.5360 500/5751 [=>............................] - ETA: 18s - loss: 0.6449 - accuracy: 0.6100 800/5751 [===>..........................] - ETA: 11s - loss: 0.6045 - accuracy: 0.69131150/5751 [====>.........................] - ETA: 7s - loss: 0.5595 - accuracy: 0.7443 1450/5751 [======>.......................] - ETA: 5s - loss: 0.5246 - accuracy: 0.76831750/5751 [========>.....................] - ETA: 4s - loss: 0.4916 - accuracy: 0.79201950/5751 [=========>....................] - ETA: 3s - loss: 0.4707 - accuracy: 0.80512200/5751 [==========>...................] - ETA: 3s - loss: 0.4495 - accuracy: 0.81642350/5751 [===========>..................] - ETA: 3s - loss: 0.4376 - accuracy: 0.82172550/5751 [============>.................] - ETA: 2s - loss: 0.4202 - accuracy: 0.82942750/5751 [=============>................] - ETA: 2s - loss: 0.4065 - accuracy: 0.83602950/5751 [==============>...............] - ETA: 2s - loss: 0.3943 - accuracy: 0.84143100/5751 [===============>..............] - ETA: 2s - loss: 0.3890 - accuracy: 0.84293300/5751 [================>.............] - ETA: 1s - loss: 0.3816 - accuracy: 0.84583500/5751 [=================>............] - ETA: 1s - loss: 0.3725 - accuracy: 0.84913800/5751 [==================>...........] - ETA: 1s - loss: 0.3576 - accuracy: 0.85634050/5751 [====================>.........] - ETA: 1s - loss: 0.3483 - accuracy: 0.85984350/5751 [=====================>........] - ETA: 0s - loss: 0.3330 - accuracy: 0.86764600/5751 [======================>.......] - ETA: 0s - loss: 0.3244 - accuracy: 0.87204900/5751 [========================>.....] - ETA: 0s - loss: 0.3176 - accuracy: 0.87395100/5751 [=========================>....] - ETA: 0s - loss: 0.3124 - accuracy: 0.87675300/5751 [==========================>...] - ETA: 0s - loss: 0.3051 - accuracy: 0.88005550/5751 [===========================>..] - ETA: 0s - loss: 0.3002 - accuracy: 0.88185751/5751 [==============================] - 3s 524us/sample - loss: 0.2934 - accuracy: 0.8847
Epoch 2/20
50/5751 [..............................] - ETA: 1s - loss: 0.1727 - accuracy: 0.9200 300/5751 [>.............................] - ETA: 1s - loss: 0.1328 - accuracy: 0.9433 500/5751 [=>............................] - ETA: 1s - loss: 0.1154 - accuracy: 0.9580 750/5751 [==>...........................] - ETA: 1s - loss: 0.1466 - accuracy: 0.94801050/5751 [====>.........................] - ETA: 1s - loss: 0.1353 - accuracy: 0.95521300/5751 [=====>........................] - ETA: 0s - loss: 0.1360 - accuracy: 0.95621550/5751 [=======>......................] - ETA: 0s - loss: 0.1463 - accuracy: 0.95161850/5751 [========>.....................] - ETA: 0s - loss: 0.1416 - accuracy: 0.95302100/5751 [=========>....................] - ETA: 0s - loss: 0.1477 - accuracy: 0.94762400/5751 [===========>..................] - ETA: 0s - loss: 0.1477 - accuracy: 0.94832650/5751 [============>.................] - ETA: 0s - loss: 0.1520 - accuracy: 0.94532850/5751 [=============>................] - ETA: 0s - loss: 0.1489 - accuracy: 0.94703050/5751 [==============>...............] - ETA: 0s - loss: 0.1503 - accuracy: 0.94663250/5751 [===============>..............] - ETA: 0s - loss: 0.1498 - accuracy: 0.94683450/5751 [================>.............] - ETA: 0s - loss: 0.1490 - accuracy: 0.94673650/5751 [==================>...........] - ETA: 0s - loss: 0.1480 - accuracy: 0.94713950/5751 [===================>..........] - ETA: 0s - loss: 0.1472 - accuracy: 0.94814150/5751 [====================>.........] - ETA: 0s - loss: 0.1449 - accuracy: 0.94894400/5751 [=====================>........] - ETA: 0s - loss: 0.1457 - accuracy: 0.94844650/5751 [=======================>......] - ETA: 0s - loss: 0.1460 - accuracy: 0.94774950/5751 [========================>.....] - ETA: 0s - loss: 0.1425 - accuracy: 0.94875200/5751 [==========================>...] - ETA: 0s - loss: 0.1407 - accuracy: 0.94945550/5751 [===========================>..] - ETA: 0s - loss: 0.1393 - accuracy: 0.95015751/5751 [==============================] - 1s 232us/sample - loss: 0.1394 - accuracy: 0.9503
Epoch 3/20
50/5751 [..............................] - ETA: 1s - loss: 0.0871 - accuracy: 0.9800 300/5751 [>.............................] - ETA: 1s - loss: 0.0940 - accuracy: 0.9700 700/5751 [==>...........................] - ETA: 0s - loss: 0.1116 - accuracy: 0.9557 950/5751 [===>..........................] - ETA: 0s - loss: 0.1161 - accuracy: 0.95681150/5751 [====>.........................] - ETA: 1s - loss: 0.1230 - accuracy: 0.95571300/5751 [=====>........................] - ETA: 1s - loss: 0.1241 - accuracy: 0.95691650/5751 [=======>......................] - ETA: 0s - loss: 0.1242 - accuracy: 0.96001850/5751 [========>.....................] - ETA: 0s - loss: 0.1229 - accuracy: 0.96052100/5751 [=========>....................] - ETA: 0s - loss: 0.1202 - accuracy: 0.96052250/5751 [==========>...................] - ETA: 0s - loss: 0.1238 - accuracy: 0.95822500/5751 [============>.................] - ETA: 0s - loss: 0.1225 - accuracy: 0.95882750/5751 [=============>................] - ETA: 0s - loss: 0.1195 - accuracy: 0.96073000/5751 [==============>...............] - ETA: 0s - loss: 0.1202 - accuracy: 0.96103300/5751 [================>.............] - ETA: 0s - loss: 0.1214 - accuracy: 0.96033600/5751 [=================>............] - ETA: 0s - loss: 0.1234 - accuracy: 0.95943850/5751 [===================>..........] - ETA: 0s - loss: 0.1250 - accuracy: 0.95924150/5751 [====================>.........] - ETA: 0s - loss: 0.1267 - accuracy: 0.95834450/5751 [======================>.......] - ETA: 0s - loss: 0.1251 - accuracy: 0.95804750/5751 [=======================>......] - ETA: 0s - loss: 0.1264 - accuracy: 0.95715050/5751 [=========================>....] - ETA: 0s - loss: 0.1259 - accuracy: 0.95685250/5751 [==========================>...] - ETA: 0s - loss: 0.1245 - accuracy: 0.95715450/5751 [===========================>..] - ETA: 0s - loss: 0.1228 - accuracy: 0.95745751/5751 [==============================] - 1s 225us/sample - loss: 0.1218 - accuracy: 0.9577
Epoch 4/20
50/5751 [..............................] - ETA: 0s - loss: 0.2950 - accuracy: 0.9200 300/5751 [>.............................] - ETA: 1s - loss: 0.1051 - accuracy: 0.9600 700/5751 [==>...........................] - ETA: 0s - loss: 0.0984 - accuracy: 0.9629 950/5751 [===>..........................] - ETA: 0s - loss: 0.1051 - accuracy: 0.95891150/5751 [====>.........................] - ETA: 0s - loss: 0.1075 - accuracy: 0.95911400/5751 [======>.......................] - ETA: 0s - loss: 0.1059 - accuracy: 0.96141650/5751 [=======>......................] - ETA: 0s - loss: 0.1051 - accuracy: 0.96061950/5751 [=========>....................] - ETA: 0s - loss: 0.1088 - accuracy: 0.96102300/5751 [==========>...................] - ETA: 0s - loss: 0.1049 - accuracy: 0.96222550/5751 [============>.................] - ETA: 0s - loss: 0.1055 - accuracy: 0.96162750/5751 [=============>................] - ETA: 0s - loss: 0.1033 - accuracy: 0.96253000/5751 [==============>...............] - ETA: 0s - loss: 0.1024 - accuracy: 0.96303300/5751 [================>.............] - ETA: 0s - loss: 0.1005 - accuracy: 0.96273550/5751 [=================>............] - ETA: 0s - loss: 0.1003 - accuracy: 0.96283800/5751 [==================>...........] - ETA: 0s - loss: 0.1010 - accuracy: 0.96324000/5751 [===================>..........] - ETA: 0s - loss: 0.1028 - accuracy: 0.96284250/5751 [=====================>........] - ETA: 0s - loss: 0.1031 - accuracy: 0.96264450/5751 [======================>.......] - ETA: 0s - loss: 0.1031 - accuracy: 0.96204650/5751 [=======================>......] - ETA: 0s - loss: 0.1025 - accuracy: 0.96284900/5751 [========================>.....] - ETA: 0s - loss: 0.1021 - accuracy: 0.96295150/5751 [=========================>....] - ETA: 0s - loss: 0.1017 - accuracy: 0.96295350/5751 [==========================>...] - ETA: 0s - loss: 0.1017 - accuracy: 0.96245500/5751 [===========================>..] - ETA: 0s - loss: 0.1005 - accuracy: 0.96255700/5751 [============================>.] - ETA: 0s - loss: 0.0994 - accuracy: 0.96305751/5751 [==============================] - 1s 228us/sample - loss: 0.0999 - accuracy: 0.9630
Epoch 5/20
50/5751 [..............................] - ETA: 1s - loss: 0.1523 - accuracy: 0.9200 300/5751 [>.............................] - ETA: 1s - loss: 0.0695 - accuracy: 0.9700 500/5751 [=>............................] - ETA: 1s - loss: 0.0788 - accuracy: 0.9680 750/5751 [==>...........................] - ETA: 1s - loss: 0.0781 - accuracy: 0.96931050/5751 [====>.........................] - ETA: 1s - loss: 0.0792 - accuracy: 0.96571350/5751 [======>.......................] - ETA: 1s - loss: 0.0866 - accuracy: 0.96221600/5751 [=======>......................] - ETA: 0s - loss: 0.0973 - accuracy: 0.95811900/5751 [========>.....................] - ETA: 0s - loss: 0.0935 - accuracy: 0.96112150/5751 [==========>...................] - ETA: 0s - loss: 0.0966 - accuracy: 0.96052400/5751 [===========>..................] - ETA: 0s - loss: 0.0939 - accuracy: 0.96172700/5751 [=============>................] - ETA: 0s - loss: 0.0931 - accuracy: 0.96152950/5751 [==============>...............] - ETA: 0s - loss: 0.0916 - accuracy: 0.96203200/5751 [===============>..............] - ETA: 0s - loss: 0.0901 - accuracy: 0.96313400/5751 [================>.............] - ETA: 0s - loss: 0.0905 - accuracy: 0.96353650/5751 [==================>...........] - ETA: 0s - loss: 0.0891 - accuracy: 0.96493850/5751 [===================>..........] - ETA: 0s - loss: 0.0915 - accuracy: 0.96474000/5751 [===================>..........] - ETA: 0s - loss: 0.0917 - accuracy: 0.96504200/5751 [====================>.........] - ETA: 0s - loss: 0.0934 - accuracy: 0.96524350/5751 [=====================>........] - ETA: 0s - loss: 0.0935 - accuracy: 0.96574500/5751 [======================>.......] - ETA: 0s - loss: 0.0960 - accuracy: 0.96474750/5751 [=======================>......] - ETA: 0s - loss: 0.0944 - accuracy: 0.96575000/5751 [=========================>....] - ETA: 0s - loss: 0.0938 - accuracy: 0.96585300/5751 [==========================>...] - ETA: 0s - loss: 0.0931 - accuracy: 0.96605600/5751 [============================>.] - ETA: 0s - loss: 0.0921 - accuracy: 0.96635751/5751 [==============================] - 1s 234us/sample - loss: 0.0925 - accuracy: 0.9663
Epoch 6/20
50/5751 [..............................] - ETA: 1s - loss: 0.1669 - accuracy: 0.9400 400/5751 [=>............................] - ETA: 0s - loss: 0.0886 - accuracy: 0.9700 600/5751 [==>...........................] - ETA: 1s - loss: 0.0777 - accuracy: 0.9750 800/5751 [===>..........................] - ETA: 1s - loss: 0.0696 - accuracy: 0.97871050/5751 [====>.........................] - ETA: 1s - loss: 0.0655 - accuracy: 0.98001300/5751 [=====>........................] - ETA: 0s - loss: 0.0702 - accuracy: 0.97921550/5751 [=======>......................] - ETA: 0s - loss: 0.0821 - accuracy: 0.97421850/5751 [========>.....................] - ETA: 0s - loss: 0.0831 - accuracy: 0.97412250/5751 [==========>...................] - ETA: 0s - loss: 0.0818 - accuracy: 0.97382500/5751 [============>.................] - ETA: 0s - loss: 0.0822 - accuracy: 0.97322800/5751 [=============>................] - ETA: 0s - loss: 0.0854 - accuracy: 0.97113050/5751 [==============>...............] - ETA: 0s - loss: 0.0853 - accuracy: 0.97083250/5751 [===============>..............] - ETA: 0s - loss: 0.0858 - accuracy: 0.96983400/5751 [================>.............] - ETA: 0s - loss: 0.0861 - accuracy: 0.96943650/5751 [==================>...........] - ETA: 0s - loss: 0.0870 - accuracy: 0.96823950/5751 [===================>..........] - ETA: 0s - loss: 0.0901 - accuracy: 0.96784150/5751 [====================>.........] - ETA: 0s - loss: 0.0890 - accuracy: 0.96844350/5751 [=====================>........] - ETA: 0s - loss: 0.0886 - accuracy: 0.96874550/5751 [======================>.......] - ETA: 0s - loss: 0.0872 - accuracy: 0.96924750/5751 [=======================>......] - ETA: 0s - loss: 0.0869 - accuracy: 0.96954950/5751 [========================>.....] - ETA: 0s - loss: 0.0866 - accuracy: 0.96995150/5751 [=========================>....] - ETA: 0s - loss: 0.0875 - accuracy: 0.96955350/5751 [==========================>...] - ETA: 0s - loss: 0.0875 - accuracy: 0.96955600/5751 [============================>.] - ETA: 0s - loss: 0.0860 - accuracy: 0.96965751/5751 [==============================] - 1s 237us/sample - loss: 0.0855 - accuracy: 0.9699
Epoch 7/20
50/5751 [..............................] - ETA: 2s - loss: 0.0830 - accuracy: 0.9600 200/5751 [>.............................] - ETA: 2s - loss: 0.0638 - accuracy: 0.9700 400/5751 [=>............................] - ETA: 1s - loss: 0.0487 - accuracy: 0.9800 550/5751 [=>............................] - ETA: 1s - loss: 0.0489 - accuracy: 0.9782 800/5751 [===>..........................] - ETA: 1s - loss: 0.0701 - accuracy: 0.97251000/5751 [====>.........................] - ETA: 1s - loss: 0.0669 - accuracy: 0.97301150/5751 [====>.........................] - ETA: 1s - loss: 0.0673 - accuracy: 0.97301400/5751 [======>.......................] - ETA: 1s - loss: 0.0697 - accuracy: 0.97291600/5751 [=======>......................] - ETA: 1s - loss: 0.0681 - accuracy: 0.97311900/5751 [========>.....................] - ETA: 1s - loss: 0.0750 - accuracy: 0.96952150/5751 [==========>...................] - ETA: 0s - loss: 0.0766 - accuracy: 0.96842450/5751 [===========>..................] - ETA: 0s - loss: 0.0785 - accuracy: 0.96942600/5751 [============>.................] - ETA: 0s - loss: 0.0839 - accuracy: 0.96772800/5751 [=============>................] - ETA: 0s - loss: 0.0812 - accuracy: 0.96893100/5751 [===============>..............] - ETA: 0s - loss: 0.0809 - accuracy: 0.96873300/5751 [================>.............] - ETA: 0s - loss: 0.0823 - accuracy: 0.96763600/5751 [=================>............] - ETA: 0s - loss: 0.0819 - accuracy: 0.96783900/5751 [===================>..........] - ETA: 0s - loss: 0.0819 - accuracy: 0.96794200/5751 [====================>.........] - ETA: 0s - loss: 0.0818 - accuracy: 0.96834450/5751 [======================>.......] - ETA: 0s - loss: 0.0866 - accuracy: 0.96674750/5751 [=======================>......] - ETA: 0s - loss: 0.0861 - accuracy: 0.96634950/5751 [========================>.....] - ETA: 0s - loss: 0.0863 - accuracy: 0.96675250/5751 [==========================>...] - ETA: 0s - loss: 0.0884 - accuracy: 0.96575550/5751 [===========================>..] - ETA: 0s - loss: 0.0875 - accuracy: 0.96595751/5751 [==============================] - 1s 240us/sample - loss: 0.0869 - accuracy: 0.9661
Epoch 8/20
50/5751 [..............................] - ETA: 0s - loss: 0.1429 - accuracy: 0.9800 350/5751 [>.............................] - ETA: 1s - loss: 0.0677 - accuracy: 0.9800 650/5751 [==>...........................] - ETA: 0s - loss: 0.0763 - accuracy: 0.9738 950/5751 [===>..........................] - ETA: 0s - loss: 0.0748 - accuracy: 0.97471250/5751 [=====>........................] - ETA: 0s - loss: 0.0699 - accuracy: 0.97601500/5751 [======>.......................] - ETA: 0s - loss: 0.0681 - accuracy: 0.97401750/5751 [========>.....................] - ETA: 0s - loss: 0.0691 - accuracy: 0.97312000/5751 [=========>....................] - ETA: 0s - loss: 0.0653 - accuracy: 0.97552300/5751 [==========>...................] - ETA: 0s - loss: 0.0736 - accuracy: 0.97302600/5751 [============>.................] - ETA: 0s - loss: 0.0751 - accuracy: 0.97232850/5751 [=============>................] - ETA: 0s - loss: 0.0799 - accuracy: 0.97093100/5751 [===============>..............] - ETA: 0s - loss: 0.0822 - accuracy: 0.97003400/5751 [================>.............] - ETA: 0s - loss: 0.0800 - accuracy: 0.97123650/5751 [==================>...........] - ETA: 0s - loss: 0.0785 - accuracy: 0.97153950/5751 [===================>..........] - ETA: 0s - loss: 0.0766 - accuracy: 0.97144200/5751 [====================>.........] - ETA: 0s - loss: 0.0751 - accuracy: 0.97174400/5751 [=====================>........] - ETA: 0s - loss: 0.0750 - accuracy: 0.97204600/5751 [======================>.......] - ETA: 0s - loss: 0.0742 - accuracy: 0.97244800/5751 [========================>.....] - ETA: 0s - loss: 0.0727 - accuracy: 0.97315050/5751 [=========================>....] - ETA: 0s - loss: 0.0725 - accuracy: 0.97315300/5751 [==========================>...] - ETA: 0s - loss: 0.0728 - accuracy: 0.97265550/5751 [===========================>..] - ETA: 0s - loss: 0.0733 - accuracy: 0.97195751/5751 [==============================] - 1s 221us/sample - loss: 0.0741 - accuracy: 0.9717
Epoch 9/20
50/5751 [..............................] - ETA: 1s - loss: 0.1237 - accuracy: 0.9400 250/5751 [>.............................] - ETA: 1s - loss: 0.0670 - accuracy: 0.9760 450/5751 [=>............................] - ETA: 1s - loss: 0.0588 - accuracy: 0.9822 650/5751 [==>...........................] - ETA: 1s - loss: 0.0514 - accuracy: 0.9846 850/5751 [===>..........................] - ETA: 1s - loss: 0.0479 - accuracy: 0.98591100/5751 [====>.........................] - ETA: 1s - loss: 0.0625 - accuracy: 0.98001350/5751 [======>.......................] - ETA: 1s - loss: 0.0700 - accuracy: 0.97851600/5751 [=======>......................] - ETA: 1s - loss: 0.0732 - accuracy: 0.97751800/5751 [========>.....................] - ETA: 1s - loss: 0.0698 - accuracy: 0.97832000/5751 [=========>....................] - ETA: 0s - loss: 0.0659 - accuracy: 0.97902200/5751 [==========>...................] - ETA: 0s - loss: 0.0647 - accuracy: 0.97912400/5751 [===========>..................] - ETA: 0s - loss: 0.0651 - accuracy: 0.97872550/5751 [============>.................] - ETA: 0s - loss: 0.0667 - accuracy: 0.97762700/5751 [=============>................] - ETA: 0s - loss: 0.0654 - accuracy: 0.97812950/5751 [==============>...............] - ETA: 0s - loss: 0.0658 - accuracy: 0.97833150/5751 [===============>..............] - ETA: 0s - loss: 0.0690 - accuracy: 0.97753400/5751 [================>.............] - ETA: 0s - loss: 0.0683 - accuracy: 0.97793600/5751 [=================>............] - ETA: 0s - loss: 0.0699 - accuracy: 0.97723850/5751 [===================>..........] - ETA: 0s - loss: 0.0696 - accuracy: 0.97694100/5751 [====================>.........] - ETA: 0s - loss: 0.0691 - accuracy: 0.97714350/5751 [=====================>........] - ETA: 0s - loss: 0.0695 - accuracy: 0.97684550/5751 [======================>.......] - ETA: 0s - loss: 0.0675 - accuracy: 0.97764750/5751 [=======================>......] - ETA: 0s - loss: 0.0673 - accuracy: 0.97775000/5751 [=========================>....] - ETA: 0s - loss: 0.0678 - accuracy: 0.97725250/5751 [==========================>...] - ETA: 0s - loss: 0.0703 - accuracy: 0.97645450/5751 [===========================>..] - ETA: 0s - loss: 0.0690 - accuracy: 0.97655650/5751 [============================>.] - ETA: 0s - loss: 0.0694 - accuracy: 0.97615751/5751 [==============================] - 2s 270us/sample - loss: 0.0692 - accuracy: 0.9760
Epoch 10/20
50/5751 [..............................] - ETA: 1s - loss: 0.0753 - accuracy: 0.9800 250/5751 [>.............................] - ETA: 1s - loss: 0.1087 - accuracy: 0.9640 500/5751 [=>............................] - ETA: 1s - loss: 0.0850 - accuracy: 0.9740 750/5751 [==>...........................] - ETA: 1s - loss: 0.0782 - accuracy: 0.9747 950/5751 [===>..........................] - ETA: 1s - loss: 0.0712 - accuracy: 0.97471200/5751 [=====>........................] - ETA: 1s - loss: 0.0754 - accuracy: 0.97501400/5751 [======>.......................] - ETA: 1s - loss: 0.0734 - accuracy: 0.97501650/5751 [=======>......................] - ETA: 1s - loss: 0.0676 - accuracy: 0.97701900/5751 [========>.....................] - ETA: 0s - loss: 0.0661 - accuracy: 0.97682200/5751 [==========>...................] - ETA: 0s - loss: 0.0675 - accuracy: 0.97552450/5751 [===========>..................] - ETA: 0s - loss: 0.0647 - accuracy: 0.97672700/5751 [=============>................] - ETA: 0s - loss: 0.0663 - accuracy: 0.97632900/5751 [==============>...............] - ETA: 0s - loss: 0.0667 - accuracy: 0.97593050/5751 [==============>...............] - ETA: 0s - loss: 0.0655 - accuracy: 0.97613250/5751 [===============>..............] - ETA: 0s - loss: 0.0633 - accuracy: 0.97663450/5751 [================>.............] - ETA: 0s - loss: 0.0632 - accuracy: 0.97653650/5751 [==================>...........] - ETA: 0s - loss: 0.0641 - accuracy: 0.97563850/5751 [===================>..........] - ETA: 0s - loss: 0.0647 - accuracy: 0.97564050/5751 [====================>.........] - ETA: 0s - loss: 0.0643 - accuracy: 0.97584350/5751 [=====================>........] - ETA: 0s - loss: 0.0680 - accuracy: 0.97494650/5751 [=======================>......] - ETA: 0s - loss: 0.0684 - accuracy: 0.97514900/5751 [========================>.....] - ETA: 0s - loss: 0.0704 - accuracy: 0.97415150/5751 [=========================>....] - ETA: 0s - loss: 0.0708 - accuracy: 0.97385450/5751 [===========================>..] - ETA: 0s - loss: 0.0698 - accuracy: 0.97385700/5751 [============================>.] - ETA: 0s - loss: 0.0713 - accuracy: 0.97355751/5751 [==============================] - 1s 253us/sample - loss: 0.0709 - accuracy: 0.9737
Epoch 11/20
50/5751 [..............................] - ETA: 2s - loss: 0.1127 - accuracy: 0.9600 300/5751 [>.............................] - ETA: 1s - loss: 0.0664 - accuracy: 0.9767 550/5751 [=>............................] - ETA: 1s - loss: 0.0707 - accuracy: 0.9764 800/5751 [===>..........................] - ETA: 1s - loss: 0.0647 - accuracy: 0.97621050/5751 [====>.........................] - ETA: 1s - loss: 0.0638 - accuracy: 0.97711250/5751 [=====>........................] - ETA: 1s - loss: 0.0638 - accuracy: 0.97761500/5751 [======>.......................] - ETA: 1s - loss: 0.0577 - accuracy: 0.98071750/5751 [========>.....................] - ETA: 0s - loss: 0.0603 - accuracy: 0.98001950/5751 [=========>....................] - ETA: 0s - loss: 0.0590 - accuracy: 0.98052200/5751 [==========>...................] - ETA: 0s - loss: 0.0585 - accuracy: 0.97952500/5751 [============>.................] - ETA: 0s - loss: 0.0542 - accuracy: 0.98162750/5751 [=============>................] - ETA: 0s - loss: 0.0558 - accuracy: 0.98182950/5751 [==============>...............] - ETA: 0s - loss: 0.0593 - accuracy: 0.98003150/5751 [===============>..............] - ETA: 0s - loss: 0.0612 - accuracy: 0.98003350/5751 [================>.............] - ETA: 0s - loss: 0.0599 - accuracy: 0.98063650/5751 [==================>...........] - ETA: 0s - loss: 0.0619 - accuracy: 0.97973900/5751 [===================>..........] - ETA: 0s - loss: 0.0632 - accuracy: 0.97904150/5751 [====================>.........] - ETA: 0s - loss: 0.0631 - accuracy: 0.97864350/5751 [=====================>........] - ETA: 0s - loss: 0.0624 - accuracy: 0.97894600/5751 [======================>.......] - ETA: 0s - loss: 0.0622 - accuracy: 0.97874850/5751 [========================>.....] - ETA: 0s - loss: 0.0622 - accuracy: 0.97885050/5751 [=========================>....] - ETA: 0s - loss: 0.0617 - accuracy: 0.97905200/5751 [==========================>...] - ETA: 0s - loss: 0.0612 - accuracy: 0.97905400/5751 [===========================>..] - ETA: 0s - loss: 0.0625 - accuracy: 0.97895600/5751 [============================>.] - ETA: 0s - loss: 0.0625 - accuracy: 0.97865751/5751 [==============================] - 1s 249us/sample - loss: 0.0623 - accuracy: 0.9788
Epoch 12/20
50/5751 [..............................] - ETA: 1s - loss: 0.1019 - accuracy: 0.9600 300/5751 [>.............................] - ETA: 1s - loss: 0.0531 - accuracy: 0.9800 550/5751 [=>............................] - ETA: 1s - loss: 0.0450 - accuracy: 0.9836 750/5751 [==>...........................] - ETA: 1s - loss: 0.0547 - accuracy: 0.98001000/5751 [====>.........................] - ETA: 1s - loss: 0.0542 - accuracy: 0.98101150/5751 [====>.........................] - ETA: 1s - loss: 0.0558 - accuracy: 0.98001350/5751 [======>.......................] - ETA: 1s - loss: 0.0550 - accuracy: 0.98151500/5751 [======>.......................] - ETA: 1s - loss: 0.0604 - accuracy: 0.98001700/5751 [=======>......................] - ETA: 1s - loss: 0.0647 - accuracy: 0.97711950/5751 [=========>....................] - ETA: 0s - loss: 0.0667 - accuracy: 0.97742200/5751 [==========>...................] - ETA: 0s - loss: 0.0701 - accuracy: 0.97642400/5751 [===========>..................] - ETA: 0s - loss: 0.0680 - accuracy: 0.97672600/5751 [============>.................] - ETA: 0s - loss: 0.0650 - accuracy: 0.97812850/5751 [=============>................] - ETA: 0s - loss: 0.0641 - accuracy: 0.97723050/5751 [==============>...............] - ETA: 0s - loss: 0.0647 - accuracy: 0.97673350/5751 [================>.............] - ETA: 0s - loss: 0.0638 - accuracy: 0.97733500/5751 [=================>............] - ETA: 0s - loss: 0.0627 - accuracy: 0.97803700/5751 [==================>...........] - ETA: 0s - loss: 0.0620 - accuracy: 0.97844000/5751 [===================>..........] - ETA: 0s - loss: 0.0602 - accuracy: 0.97874250/5751 [=====================>........] - ETA: 0s - loss: 0.0596 - accuracy: 0.97884500/5751 [======================>.......] - ETA: 0s - loss: 0.0600 - accuracy: 0.97844700/5751 [=======================>......] - ETA: 0s - loss: 0.0600 - accuracy: 0.97834950/5751 [========================>.....] - ETA: 0s - loss: 0.0616 - accuracy: 0.97785150/5751 [=========================>....] - ETA: 0s - loss: 0.0633 - accuracy: 0.97755350/5751 [==========================>...] - ETA: 0s - loss: 0.0646 - accuracy: 0.97725600/5751 [============================>.] - ETA: 0s - loss: 0.0644 - accuracy: 0.97715700/5751 [============================>.] - ETA: 0s - loss: 0.0646 - accuracy: 0.97705751/5751 [==============================] - 2s 261us/sample - loss: 0.0650 - accuracy: 0.9767
Epoch 13/20
50/5751 [..............................] - ETA: 2s - loss: 0.0375 - accuracy: 0.9800 200/5751 [>.............................] - ETA: 2s - loss: 0.0312 - accuracy: 0.9950 400/5751 [=>............................] - ETA: 1s - loss: 0.0394 - accuracy: 0.9900 550/5751 [=>............................] - ETA: 1s - loss: 0.0497 - accuracy: 0.9873 800/5751 [===>..........................] - ETA: 1s - loss: 0.0496 - accuracy: 0.98371000/5751 [====>.........................] - ETA: 1s - loss: 0.0499 - accuracy: 0.98401300/5751 [=====>........................] - ETA: 1s - loss: 0.0482 - accuracy: 0.98461550/5751 [=======>......................] - ETA: 1s - loss: 0.0558 - accuracy: 0.98391800/5751 [========>.....................] - ETA: 1s - loss: 0.0638 - accuracy: 0.98002050/5751 [=========>....................] - ETA: 0s - loss: 0.0643 - accuracy: 0.98002350/5751 [===========>..................] - ETA: 0s - loss: 0.0643 - accuracy: 0.97962550/5751 [============>.................] - ETA: 0s - loss: 0.0634 - accuracy: 0.98082750/5751 [=============>................] - ETA: 0s - loss: 0.0637 - accuracy: 0.98042950/5751 [==============>...............] - ETA: 0s - loss: 0.0634 - accuracy: 0.97973200/5751 [===============>..............] - ETA: 0s - loss: 0.0641 - accuracy: 0.97913500/5751 [=================>............] - ETA: 0s - loss: 0.0623 - accuracy: 0.97943750/5751 [==================>...........] - ETA: 0s - loss: 0.0651 - accuracy: 0.97814000/5751 [===================>..........] - ETA: 0s - loss: 0.0645 - accuracy: 0.97874150/5751 [====================>.........] - ETA: 0s - loss: 0.0640 - accuracy: 0.97904350/5751 [=====================>........] - ETA: 0s - loss: 0.0633 - accuracy: 0.97894600/5751 [======================>.......] - ETA: 0s - loss: 0.0638 - accuracy: 0.97894950/5751 [========================>.....] - ETA: 0s - loss: 0.0647 - accuracy: 0.97845300/5751 [==========================>...] - ETA: 0s - loss: 0.0640 - accuracy: 0.97855600/5751 [============================>.] - ETA: 0s - loss: 0.0651 - accuracy: 0.97805751/5751 [==============================] - 1s 236us/sample - loss: 0.0646 - accuracy: 0.9783
Epoch 14/20
50/5751 [..............................] - ETA: 1s - loss: 0.0507 - accuracy: 0.9800 350/5751 [>.............................] - ETA: 1s - loss: 0.0489 - accuracy: 0.9829 600/5751 [==>...........................] - ETA: 1s - loss: 0.0486 - accuracy: 0.9867 850/5751 [===>..........................] - ETA: 1s - loss: 0.0453 - accuracy: 0.98591100/5751 [====>.........................] - ETA: 0s - loss: 0.0472 - accuracy: 0.98641350/5751 [======>.......................] - ETA: 0s - loss: 0.0532 - accuracy: 0.98301650/5751 [=======>......................] - ETA: 0s - loss: 0.0603 - accuracy: 0.98061950/5751 [=========>....................] - ETA: 0s - loss: 0.0579 - accuracy: 0.98052200/5751 [==========>...................] - ETA: 0s - loss: 0.0579 - accuracy: 0.97952500/5751 [============>.................] - ETA: 0s - loss: 0.0584 - accuracy: 0.97882800/5751 [=============>................] - ETA: 0s - loss: 0.0579 - accuracy: 0.97863100/5751 [===============>..............] - ETA: 0s - loss: 0.0593 - accuracy: 0.97743350/5751 [================>.............] - ETA: 0s - loss: 0.0612 - accuracy: 0.97703650/5751 [==================>...........] - ETA: 0s - loss: 0.0600 - accuracy: 0.97753850/5751 [===================>..........] - ETA: 0s - loss: 0.0611 - accuracy: 0.97694100/5751 [====================>.........] - ETA: 0s - loss: 0.0613 - accuracy: 0.97684350/5751 [=====================>........] - ETA: 0s - loss: 0.0608 - accuracy: 0.97754550/5751 [======================>.......] - ETA: 0s - loss: 0.0608 - accuracy: 0.97714750/5751 [=======================>......] - ETA: 0s - loss: 0.0593 - accuracy: 0.97794950/5751 [========================>.....] - ETA: 0s - loss: 0.0608 - accuracy: 0.97765200/5751 [==========================>...] - ETA: 0s - loss: 0.0597 - accuracy: 0.97835450/5751 [===========================>..] - ETA: 0s - loss: 0.0593 - accuracy: 0.97825700/5751 [============================>.] - ETA: 0s - loss: 0.0598 - accuracy: 0.97795751/5751 [==============================] - 1s 216us/sample - loss: 0.0600 - accuracy: 0.9779
Epoch 15/20
50/5751 [..............................] - ETA: 0s - loss: 0.0077 - accuracy: 1.0000 250/5751 [>.............................] - ETA: 1s - loss: 0.0322 - accuracy: 0.9880 550/5751 [=>............................] - ETA: 1s - loss: 0.0543 - accuracy: 0.9764 800/5751 [===>..........................] - ETA: 1s - loss: 0.0520 - accuracy: 0.98001000/5751 [====>.........................] - ETA: 1s - loss: 0.0500 - accuracy: 0.98201250/5751 [=====>........................] - ETA: 0s - loss: 0.0458 - accuracy: 0.98241450/5751 [======>.......................] - ETA: 0s - loss: 0.0460 - accuracy: 0.98141700/5751 [=======>......................] - ETA: 0s - loss: 0.0509 - accuracy: 0.97941950/5751 [=========>....................] - ETA: 0s - loss: 0.0514 - accuracy: 0.97792150/5751 [==========>...................] - ETA: 0s - loss: 0.0564 - accuracy: 0.97672400/5751 [===========>..................] - ETA: 0s - loss: 0.0575 - accuracy: 0.97672600/5751 [============>.................] - ETA: 0s - loss: 0.0589 - accuracy: 0.97622800/5751 [=============>................] - ETA: 0s - loss: 0.0582 - accuracy: 0.97683050/5751 [==============>...............] - ETA: 0s - loss: 0.0623 - accuracy: 0.97613300/5751 [================>.............] - ETA: 0s - loss: 0.0615 - accuracy: 0.97703500/5751 [=================>............] - ETA: 0s - loss: 0.0612 - accuracy: 0.97693700/5751 [==================>...........] - ETA: 0s - loss: 0.0607 - accuracy: 0.97703900/5751 [===================>..........] - ETA: 0s - loss: 0.0586 - accuracy: 0.97794200/5751 [====================>.........] - ETA: 0s - loss: 0.0585 - accuracy: 0.97834500/5751 [======================>.......] - ETA: 0s - loss: 0.0577 - accuracy: 0.97844800/5751 [========================>.....] - ETA: 0s - loss: 0.0602 - accuracy: 0.97815050/5751 [=========================>....] - ETA: 0s - loss: 0.0604 - accuracy: 0.97805350/5751 [==========================>...] - ETA: 0s - loss: 0.0605 - accuracy: 0.97785600/5751 [============================>.] - ETA: 0s - loss: 0.0594 - accuracy: 0.97805751/5751 [==============================] - 1s 235us/sample - loss: 0.0590 - accuracy: 0.9784
Epoch 16/20
50/5751 [..............................] - ETA: 0s - loss: 0.0212 - accuracy: 1.0000 300/5751 [>.............................] - ETA: 1s - loss: 0.0638 - accuracy: 0.9733 600/5751 [==>...........................] - ETA: 1s - loss: 0.0563 - accuracy: 0.9750 850/5751 [===>..........................] - ETA: 1s - loss: 0.0591 - accuracy: 0.97291100/5751 [====>.........................] - ETA: 0s - loss: 0.0603 - accuracy: 0.97361350/5751 [======>.......................] - ETA: 0s - loss: 0.0567 - accuracy: 0.97631550/5751 [=======>......................] - ETA: 0s - loss: 0.0602 - accuracy: 0.97551800/5751 [========>.....................] - ETA: 0s - loss: 0.0637 - accuracy: 0.97392050/5751 [=========>....................] - ETA: 0s - loss: 0.0609 - accuracy: 0.97462300/5751 [==========>...................] - ETA: 0s - loss: 0.0632 - accuracy: 0.97352500/5751 [============>.................] - ETA: 0s - loss: 0.0653 - accuracy: 0.97442750/5751 [=============>................] - ETA: 0s - loss: 0.0633 - accuracy: 0.97602900/5751 [==============>...............] - ETA: 0s - loss: 0.0617 - accuracy: 0.97663150/5751 [===============>..............] - ETA: 0s - loss: 0.0626 - accuracy: 0.97653350/5751 [================>.............] - ETA: 0s - loss: 0.0612 - accuracy: 0.97733550/5751 [=================>............] - ETA: 0s - loss: 0.0612 - accuracy: 0.97803850/5751 [===================>..........] - ETA: 0s - loss: 0.0601 - accuracy: 0.97774100/5751 [====================>.........] - ETA: 0s - loss: 0.0604 - accuracy: 0.97764300/5751 [=====================>........] - ETA: 0s - loss: 0.0590 - accuracy: 0.97794550/5751 [======================>.......] - ETA: 0s - loss: 0.0576 - accuracy: 0.97874750/5751 [=======================>......] - ETA: 0s - loss: 0.0582 - accuracy: 0.97835000/5751 [=========================>....] - ETA: 0s - loss: 0.0594 - accuracy: 0.97785250/5751 [==========================>...] - ETA: 0s - loss: 0.0604 - accuracy: 0.97685500/5751 [===========================>..] - ETA: 0s - loss: 0.0600 - accuracy: 0.97655700/5751 [============================>.] - ETA: 0s - loss: 0.0596 - accuracy: 0.97675751/5751 [==============================] - 1s 248us/sample - loss: 0.0593 - accuracy: 0.9767
Epoch 17/20
50/5751 [..............................] - ETA: 0s - loss: 0.0867 - accuracy: 0.9800 250/5751 [>.............................] - ETA: 1s - loss: 0.0527 - accuracy: 0.9840 450/5751 [=>............................] - ETA: 1s - loss: 0.0688 - accuracy: 0.9778 650/5751 [==>...........................] - ETA: 1s - loss: 0.0633 - accuracy: 0.9800 950/5751 [===>..........................] - ETA: 1s - loss: 0.0603 - accuracy: 0.97891200/5751 [=====>........................] - ETA: 1s - loss: 0.0640 - accuracy: 0.97831450/5751 [======>.......................] - ETA: 1s - loss: 0.0604 - accuracy: 0.97861750/5751 [========>.....................] - ETA: 0s - loss: 0.0654 - accuracy: 0.97712000/5751 [=========>....................] - ETA: 0s - loss: 0.0659 - accuracy: 0.97702250/5751 [==========>...................] - ETA: 0s - loss: 0.0623 - accuracy: 0.97822550/5751 [============>.................] - ETA: 0s - loss: 0.0620 - accuracy: 0.97802850/5751 [=============>................] - ETA: 0s - loss: 0.0598 - accuracy: 0.97793150/5751 [===============>..............] - ETA: 0s - loss: 0.0603 - accuracy: 0.97783450/5751 [================>.............] - ETA: 0s - loss: 0.0574 - accuracy: 0.97863650/5751 [==================>...........] - ETA: 0s - loss: 0.0576 - accuracy: 0.97843900/5751 [===================>..........] - ETA: 0s - loss: 0.0555 - accuracy: 0.97904100/5751 [====================>.........] - ETA: 0s - loss: 0.0551 - accuracy: 0.97884300/5751 [=====================>........] - ETA: 0s - loss: 0.0535 - accuracy: 0.97954500/5751 [======================>.......] - ETA: 0s - loss: 0.0525 - accuracy: 0.98004650/5751 [=======================>......] - ETA: 0s - loss: 0.0539 - accuracy: 0.97964950/5751 [========================>.....] - ETA: 0s - loss: 0.0559 - accuracy: 0.97945250/5751 [==========================>...] - ETA: 0s - loss: 0.0553 - accuracy: 0.98005550/5751 [===========================>..] - ETA: 0s - loss: 0.0572 - accuracy: 0.97915751/5751 [==============================] - 1s 227us/sample - loss: 0.0568 - accuracy: 0.9793
Epoch 18/20
50/5751 [..............................] - ETA: 0s - loss: 0.0421 - accuracy: 0.9800 300/5751 [>.............................] - ETA: 1s - loss: 0.0825 - accuracy: 0.9633 600/5751 [==>...........................] - ETA: 1s - loss: 0.0974 - accuracy: 0.9583 850/5751 [===>..........................] - ETA: 0s - loss: 0.0886 - accuracy: 0.96591100/5751 [====>.........................] - ETA: 0s - loss: 0.0850 - accuracy: 0.97001400/5751 [======>.......................] - ETA: 0s - loss: 0.0807 - accuracy: 0.97291700/5751 [=======>......................] - ETA: 0s - loss: 0.0787 - accuracy: 0.97292000/5751 [=========>....................] - ETA: 0s - loss: 0.0846 - accuracy: 0.97102250/5751 [==========>...................] - ETA: 0s - loss: 0.0887 - accuracy: 0.97022450/5751 [===========>..................] - ETA: 0s - loss: 0.0889 - accuracy: 0.96942650/5751 [============>.................] - ETA: 0s - loss: 0.0895 - accuracy: 0.96752900/5751 [==============>...............] - ETA: 0s - loss: 0.0861 - accuracy: 0.96903150/5751 [===============>..............] - ETA: 0s - loss: 0.0832 - accuracy: 0.97053400/5751 [================>.............] - ETA: 0s - loss: 0.0816 - accuracy: 0.97123600/5751 [=================>............] - ETA: 0s - loss: 0.0832 - accuracy: 0.97033950/5751 [===================>..........] - ETA: 0s - loss: 0.0785 - accuracy: 0.97244300/5751 [=====================>........] - ETA: 0s - loss: 0.0766 - accuracy: 0.97284550/5751 [======================>.......] - ETA: 0s - loss: 0.0749 - accuracy: 0.97304850/5751 [========================>.....] - ETA: 0s - loss: 0.0735 - accuracy: 0.97345100/5751 [=========================>....] - ETA: 0s - loss: 0.0748 - accuracy: 0.97315400/5751 [===========================>..] - ETA: 0s - loss: 0.0734 - accuracy: 0.97335700/5751 [============================>.] - ETA: 0s - loss: 0.0741 - accuracy: 0.97335751/5751 [==============================] - 1s 210us/sample - loss: 0.0738 - accuracy: 0.9734
Epoch 19/20
50/5751 [..............................] - ETA: 0s - loss: 0.0068 - accuracy: 1.0000 350/5751 [>.............................] - ETA: 0s - loss: 0.0405 - accuracy: 0.9914 600/5751 [==>...........................] - ETA: 0s - loss: 0.0592 - accuracy: 0.9850 950/5751 [===>..........................] - ETA: 0s - loss: 0.0584 - accuracy: 0.98211200/5751 [=====>........................] - ETA: 0s - loss: 0.0649 - accuracy: 0.97831450/5751 [======>.......................] - ETA: 0s - loss: 0.0644 - accuracy: 0.97791750/5751 [========>.....................] - ETA: 0s - loss: 0.0590 - accuracy: 0.98002000/5751 [=========>....................] - ETA: 0s - loss: 0.0572 - accuracy: 0.98102250/5751 [==========>...................] - ETA: 0s - loss: 0.0602 - accuracy: 0.97962550/5751 [============>.................] - ETA: 0s - loss: 0.0588 - accuracy: 0.97922850/5751 [=============>................] - ETA: 0s - loss: 0.0564 - accuracy: 0.98043150/5751 [===============>..............] - ETA: 0s - loss: 0.0568 - accuracy: 0.98063400/5751 [================>.............] - ETA: 0s - loss: 0.0573 - accuracy: 0.98123700/5751 [==================>...........] - ETA: 0s - loss: 0.0557 - accuracy: 0.98143950/5751 [===================>..........] - ETA: 0s - loss: 0.0558 - accuracy: 0.98134200/5751 [====================>.........] - ETA: 0s - loss: 0.0540 - accuracy: 0.98194400/5751 [=====================>........] - ETA: 0s - loss: 0.0572 - accuracy: 0.97984650/5751 [=======================>......] - ETA: 0s - loss: 0.0575 - accuracy: 0.97944900/5751 [========================>.....] - ETA: 0s - loss: 0.0585 - accuracy: 0.97905150/5751 [=========================>....] - ETA: 0s - loss: 0.0585 - accuracy: 0.97905400/5751 [===========================>..] - ETA: 0s - loss: 0.0594 - accuracy: 0.97875650/5751 [============================>.] - ETA: 0s - loss: 0.0584 - accuracy: 0.97895751/5751 [==============================] - 1s 217us/sample - loss: 0.0587 - accuracy: 0.9790
Epoch 20/20
50/5751 [..............................] - ETA: 1s - loss: 0.0640 - accuracy: 0.9800 250/5751 [>.............................] - ETA: 1s - loss: 0.0484 - accuracy: 0.9880 450/5751 [=>............................] - ETA: 1s - loss: 0.0499 - accuracy: 0.9844 650/5751 [==>...........................] - ETA: 1s - loss: 0.0553 - accuracy: 0.9800 900/5751 [===>..........................] - ETA: 1s - loss: 0.0611 - accuracy: 0.97891100/5751 [====>.........................] - ETA: 1s - loss: 0.0550 - accuracy: 0.98181350/5751 [======>.......................] - ETA: 1s - loss: 0.0483 - accuracy: 0.98371500/5751 [======>.......................] - ETA: 1s - loss: 0.0465 - accuracy: 0.98401800/5751 [========>.....................] - ETA: 1s - loss: 0.0441 - accuracy: 0.98442050/5751 [=========>....................] - ETA: 0s - loss: 0.0462 - accuracy: 0.98292250/5751 [==========>...................] - ETA: 0s - loss: 0.0463 - accuracy: 0.98272500/5751 [============>.................] - ETA: 0s - loss: 0.0474 - accuracy: 0.98162700/5751 [=============>................] - ETA: 0s - loss: 0.0479 - accuracy: 0.98192950/5751 [==============>...............] - ETA: 0s - loss: 0.0487 - accuracy: 0.98173200/5751 [===============>..............] - ETA: 0s - loss: 0.0511 - accuracy: 0.98163450/5751 [================>.............] - ETA: 0s - loss: 0.0536 - accuracy: 0.98003750/5751 [==================>...........] - ETA: 0s - loss: 0.0521 - accuracy: 0.98054000/5751 [===================>..........] - ETA: 0s - loss: 0.0530 - accuracy: 0.98004250/5751 [=====================>........] - ETA: 0s - loss: 0.0546 - accuracy: 0.97914500/5751 [======================>.......] - ETA: 0s - loss: 0.0531 - accuracy: 0.97984800/5751 [========================>.....] - ETA: 0s - loss: 0.0535 - accuracy: 0.97965100/5751 [=========================>....] - ETA: 0s - loss: 0.0540 - accuracy: 0.97985300/5751 [==========================>...] - ETA: 0s - loss: 0.0538 - accuracy: 0.97945500/5751 [===========================>..] - ETA: 0s - loss: 0.0551 - accuracy: 0.97875750/5751 [============================>.] - ETA: 0s - loss: 0.0538 - accuracy: 0.97975751/5751 [==============================] - 1s 240us/sample - loss: 0.0538 - accuracy: 0.9797
Test loss: 0.06652166343954735
Test accuracy: 0.97514343
Train on 5752 samples
Epoch 1/20
50/5752 [..............................] - ETA: 2:59 - loss: 0.7202 - accuracy: 0.4800 250/5752 [>.............................] - ETA: 35s - loss: 0.6619 - accuracy: 0.5200 400/5752 [=>............................] - ETA: 22s - loss: 0.6378 - accuracy: 0.5200 700/5752 [==>...........................] - ETA: 12s - loss: 0.6107 - accuracy: 0.5600 950/5752 [===>..........................] - ETA: 9s - loss: 0.5893 - accuracy: 0.6316 1250/5752 [=====>........................] - ETA: 6s - loss: 0.5737 - accuracy: 0.67361500/5752 [======>.......................] - ETA: 5s - loss: 0.5540 - accuracy: 0.69801750/5752 [========>.....................] - ETA: 4s - loss: 0.5318 - accuracy: 0.72572000/5752 [=========>....................] - ETA: 3s - loss: 0.5081 - accuracy: 0.74652250/5752 [==========>...................] - ETA: 3s - loss: 0.4875 - accuracy: 0.76312500/5752 [============>.................] - ETA: 2s - loss: 0.4636 - accuracy: 0.77762850/5752 [=============>................] - ETA: 2s - loss: 0.4338 - accuracy: 0.79403100/5752 [===============>..............] - ETA: 1s - loss: 0.4169 - accuracy: 0.80393350/5752 [================>.............] - ETA: 1s - loss: 0.4051 - accuracy: 0.81163600/5752 [=================>............] - ETA: 1s - loss: 0.3925 - accuracy: 0.81833850/5752 [===================>..........] - ETA: 1s - loss: 0.3812 - accuracy: 0.82554100/5752 [====================>.........] - ETA: 0s - loss: 0.3676 - accuracy: 0.83244400/5752 [=====================>........] - ETA: 0s - loss: 0.3555 - accuracy: 0.84024650/5752 [=======================>......] - ETA: 0s - loss: 0.3438 - accuracy: 0.84544850/5752 [========================>.....] - ETA: 0s - loss: 0.3368 - accuracy: 0.84915100/5752 [=========================>....] - ETA: 0s - loss: 0.3261 - accuracy: 0.85395350/5752 [==========================>...] - ETA: 0s - loss: 0.3205 - accuracy: 0.85665600/5752 [============================>.] - ETA: 0s - loss: 0.3140 - accuracy: 0.85955752/5752 [==============================] - 3s 490us/sample - loss: 0.3096 - accuracy: 0.8616
Epoch 2/20
50/5752 [..............................] - ETA: 0s - loss: 0.0991 - accuracy: 0.9600 350/5752 [>.............................] - ETA: 0s - loss: 0.1754 - accuracy: 0.9286 600/5752 [==>...........................] - ETA: 1s - loss: 0.1544 - accuracy: 0.9433 800/5752 [===>..........................] - ETA: 1s - loss: 0.1477 - accuracy: 0.9475 950/5752 [===>..........................] - ETA: 1s - loss: 0.1458 - accuracy: 0.94841150/5752 [====>.........................] - ETA: 1s - loss: 0.1513 - accuracy: 0.94431300/5752 [=====>........................] - ETA: 1s - loss: 0.1451 - accuracy: 0.94771500/5752 [======>.......................] - ETA: 1s - loss: 0.1485 - accuracy: 0.94871700/5752 [=======>......................] - ETA: 1s - loss: 0.1514 - accuracy: 0.94651950/5752 [=========>....................] - ETA: 0s - loss: 0.1504 - accuracy: 0.94772150/5752 [==========>...................] - ETA: 0s - loss: 0.1515 - accuracy: 0.94702400/5752 [===========>..................] - ETA: 0s - loss: 0.1488 - accuracy: 0.94792850/5752 [=============>................] - ETA: 0s - loss: 0.1467 - accuracy: 0.94883050/5752 [==============>...............] - ETA: 0s - loss: 0.1438 - accuracy: 0.95023200/5752 [===============>..............] - ETA: 0s - loss: 0.1458 - accuracy: 0.94943500/5752 [=================>............] - ETA: 0s - loss: 0.1431 - accuracy: 0.94893750/5752 [==================>...........] - ETA: 0s - loss: 0.1431 - accuracy: 0.94774050/5752 [====================>.........] - ETA: 0s - loss: 0.1428 - accuracy: 0.94794350/5752 [=====================>........] - ETA: 0s - loss: 0.1420 - accuracy: 0.94744600/5752 [======================>.......] - ETA: 0s - loss: 0.1431 - accuracy: 0.94724900/5752 [========================>.....] - ETA: 0s - loss: 0.1409 - accuracy: 0.94765200/5752 [==========================>...] - ETA: 0s - loss: 0.1383 - accuracy: 0.94875500/5752 [===========================>..] - ETA: 0s - loss: 0.1391 - accuracy: 0.94875750/5752 [============================>.] - ETA: 0s - loss: 0.1377 - accuracy: 0.94895752/5752 [==============================] - 1s 227us/sample - loss: 0.1377 - accuracy: 0.9489
Epoch 3/20
50/5752 [..............................] - ETA: 1s - loss: 0.0894 - accuracy: 0.9800 350/5752 [>.............................] - ETA: 1s - loss: 0.1276 - accuracy: 0.9486 600/5752 [==>...........................] - ETA: 1s - loss: 0.1300 - accuracy: 0.9450 850/5752 [===>..........................] - ETA: 1s - loss: 0.1281 - accuracy: 0.95181150/5752 [====>.........................] - ETA: 0s - loss: 0.1198 - accuracy: 0.95651350/5752 [======>.......................] - ETA: 0s - loss: 0.1184 - accuracy: 0.95631550/5752 [=======>......................] - ETA: 0s - loss: 0.1275 - accuracy: 0.95551750/5752 [========>.....................] - ETA: 0s - loss: 0.1233 - accuracy: 0.95662050/5752 [=========>....................] - ETA: 0s - loss: 0.1239 - accuracy: 0.95762300/5752 [==========>...................] - ETA: 0s - loss: 0.1302 - accuracy: 0.95652550/5752 [============>.................] - ETA: 0s - loss: 0.1331 - accuracy: 0.95572750/5752 [=============>................] - ETA: 0s - loss: 0.1344 - accuracy: 0.95533050/5752 [==============>...............] - ETA: 0s - loss: 0.1295 - accuracy: 0.95743350/5752 [================>.............] - ETA: 0s - loss: 0.1312 - accuracy: 0.95703600/5752 [=================>............] - ETA: 0s - loss: 0.1307 - accuracy: 0.95693900/5752 [===================>..........] - ETA: 0s - loss: 0.1299 - accuracy: 0.95744150/5752 [====================>.........] - ETA: 0s - loss: 0.1306 - accuracy: 0.95694400/5752 [=====================>........] - ETA: 0s - loss: 0.1291 - accuracy: 0.95704650/5752 [=======================>......] - ETA: 0s - loss: 0.1278 - accuracy: 0.95704850/5752 [========================>.....] - ETA: 0s - loss: 0.1265 - accuracy: 0.95735100/5752 [=========================>....] - ETA: 0s - loss: 0.1248 - accuracy: 0.95765300/5752 [==========================>...] - ETA: 0s - loss: 0.1260 - accuracy: 0.95725500/5752 [===========================>..] - ETA: 0s - loss: 0.1248 - accuracy: 0.95785700/5752 [============================>.] - ETA: 0s - loss: 0.1236 - accuracy: 0.95795752/5752 [==============================] - 1s 230us/sample - loss: 0.1231 - accuracy: 0.9579
Epoch 4/20
50/5752 [..............................] - ETA: 1s - loss: 0.0581 - accuracy: 0.9800 250/5752 [>.............................] - ETA: 1s - loss: 0.0770 - accuracy: 0.9800 450/5752 [=>............................] - ETA: 1s - loss: 0.0788 - accuracy: 0.9756 600/5752 [==>...........................] - ETA: 1s - loss: 0.1059 - accuracy: 0.9650 850/5752 [===>..........................] - ETA: 1s - loss: 0.1281 - accuracy: 0.95761100/5752 [====>.........................] - ETA: 1s - loss: 0.1403 - accuracy: 0.95271250/5752 [=====>........................] - ETA: 1s - loss: 0.1469 - accuracy: 0.94801450/5752 [======>.......................] - ETA: 1s - loss: 0.1372 - accuracy: 0.95241650/5752 [=======>......................] - ETA: 1s - loss: 0.1333 - accuracy: 0.95391800/5752 [========>.....................] - ETA: 1s - loss: 0.1340 - accuracy: 0.95442000/5752 [=========>....................] - ETA: 1s - loss: 0.1339 - accuracy: 0.95452200/5752 [==========>...................] - ETA: 1s - loss: 0.1347 - accuracy: 0.95272450/5752 [===========>..................] - ETA: 0s - loss: 0.1306 - accuracy: 0.95472650/5752 [============>.................] - ETA: 0s - loss: 0.1269 - accuracy: 0.95742750/5752 [=============>................] - ETA: 0s - loss: 0.1252 - accuracy: 0.95822900/5752 [==============>...............] - ETA: 0s - loss: 0.1242 - accuracy: 0.95833050/5752 [==============>...............] - ETA: 0s - loss: 0.1216 - accuracy: 0.95933300/5752 [================>.............] - ETA: 0s - loss: 0.1185 - accuracy: 0.95973600/5752 [=================>............] - ETA: 0s - loss: 0.1164 - accuracy: 0.96083750/5752 [==================>...........] - ETA: 0s - loss: 0.1146 - accuracy: 0.96163950/5752 [===================>..........] - ETA: 0s - loss: 0.1121 - accuracy: 0.96204150/5752 [====================>.........] - ETA: 0s - loss: 0.1156 - accuracy: 0.96104300/5752 [=====================>........] - ETA: 0s - loss: 0.1146 - accuracy: 0.96094500/5752 [======================>.......] - ETA: 0s - loss: 0.1138 - accuracy: 0.96114650/5752 [=======================>......] - ETA: 0s - loss: 0.1131 - accuracy: 0.96154900/5752 [========================>.....] - ETA: 0s - loss: 0.1109 - accuracy: 0.96185150/5752 [=========================>....] - ETA: 0s - loss: 0.1093 - accuracy: 0.96195350/5752 [==========================>...] - ETA: 0s - loss: 0.1098 - accuracy: 0.96195600/5752 [============================>.] - ETA: 0s - loss: 0.1097 - accuracy: 0.96135752/5752 [==============================] - 2s 298us/sample - loss: 0.1106 - accuracy: 0.9607
Epoch 5/20
50/5752 [..............................] - ETA: 2s - loss: 0.0511 - accuracy: 0.9800 250/5752 [>.............................] - ETA: 1s - loss: 0.1014 - accuracy: 0.9680 450/5752 [=>............................] - ETA: 1s - loss: 0.1141 - accuracy: 0.9578 700/5752 [==>...........................] - ETA: 1s - loss: 0.1090 - accuracy: 0.9600 900/5752 [===>..........................] - ETA: 1s - loss: 0.1060 - accuracy: 0.96111050/5752 [====>.........................] - ETA: 1s - loss: 0.1037 - accuracy: 0.96291250/5752 [=====>........................] - ETA: 1s - loss: 0.1071 - accuracy: 0.96081550/5752 [=======>......................] - ETA: 1s - loss: 0.0991 - accuracy: 0.96321800/5752 [========>.....................] - ETA: 1s - loss: 0.0976 - accuracy: 0.96502200/5752 [==========>...................] - ETA: 0s - loss: 0.1018 - accuracy: 0.96322450/5752 [===========>..................] - ETA: 0s - loss: 0.1051 - accuracy: 0.96122700/5752 [=============>................] - ETA: 0s - loss: 0.1016 - accuracy: 0.96262900/5752 [==============>...............] - ETA: 0s - loss: 0.1028 - accuracy: 0.96283100/5752 [===============>..............] - ETA: 0s - loss: 0.1044 - accuracy: 0.96193300/5752 [================>.............] - ETA: 0s - loss: 0.1053 - accuracy: 0.96153550/5752 [=================>............] - ETA: 0s - loss: 0.1037 - accuracy: 0.96143800/5752 [==================>...........] - ETA: 0s - loss: 0.1047 - accuracy: 0.96164000/5752 [===================>..........] - ETA: 0s - loss: 0.1042 - accuracy: 0.96284250/5752 [=====================>........] - ETA: 0s - loss: 0.1032 - accuracy: 0.96264450/5752 [======================>.......] - ETA: 0s - loss: 0.1048 - accuracy: 0.96224650/5752 [=======================>......] - ETA: 0s - loss: 0.1055 - accuracy: 0.96244850/5752 [========================>.....] - ETA: 0s - loss: 0.1061 - accuracy: 0.96235050/5752 [=========================>....] - ETA: 0s - loss: 0.1052 - accuracy: 0.96285300/5752 [==========================>...] - ETA: 0s - loss: 0.1051 - accuracy: 0.96265600/5752 [============================>.] - ETA: 0s - loss: 0.1030 - accuracy: 0.96325752/5752 [==============================] - 1s 253us/sample - loss: 0.1017 - accuracy: 0.9638
Epoch 6/20
50/5752 [..............................] - ETA: 2s - loss: 0.0910 - accuracy: 0.9400 200/5752 [>.............................] - ETA: 2s - loss: 0.1152 - accuracy: 0.9400 400/5752 [=>............................] - ETA: 1s - loss: 0.0916 - accuracy: 0.9575 600/5752 [==>...........................] - ETA: 1s - loss: 0.1026 - accuracy: 0.9533 800/5752 [===>..........................] - ETA: 1s - loss: 0.0894 - accuracy: 0.96001000/5752 [====>.........................] - ETA: 1s - loss: 0.0899 - accuracy: 0.96301300/5752 [=====>........................] - ETA: 1s - loss: 0.0894 - accuracy: 0.96461500/5752 [======>.......................] - ETA: 1s - loss: 0.0926 - accuracy: 0.96531700/5752 [=======>......................] - ETA: 1s - loss: 0.0928 - accuracy: 0.96411950/5752 [=========>....................] - ETA: 1s - loss: 0.0908 - accuracy: 0.96622150/5752 [==========>...................] - ETA: 0s - loss: 0.0873 - accuracy: 0.96702300/5752 [==========>...................] - ETA: 0s - loss: 0.0896 - accuracy: 0.96612500/5752 [============>.................] - ETA: 0s - loss: 0.0857 - accuracy: 0.96762750/5752 [=============>................] - ETA: 0s - loss: 0.0866 - accuracy: 0.96732950/5752 [==============>...............] - ETA: 0s - loss: 0.0901 - accuracy: 0.96613150/5752 [===============>..............] - ETA: 0s - loss: 0.0937 - accuracy: 0.96483350/5752 [================>.............] - ETA: 0s - loss: 0.0925 - accuracy: 0.96513650/5752 [==================>...........] - ETA: 0s - loss: 0.0951 - accuracy: 0.96473900/5752 [===================>..........] - ETA: 0s - loss: 0.0987 - accuracy: 0.96444200/5752 [====================>.........] - ETA: 0s - loss: 0.0978 - accuracy: 0.96524500/5752 [======================>.......] - ETA: 0s - loss: 0.0985 - accuracy: 0.96474750/5752 [=======================>......] - ETA: 0s - loss: 0.0983 - accuracy: 0.96464900/5752 [========================>.....] - ETA: 0s - loss: 0.0972 - accuracy: 0.96535100/5752 [=========================>....] - ETA: 0s - loss: 0.0962 - accuracy: 0.96575300/5752 [==========================>...] - ETA: 0s - loss: 0.0949 - accuracy: 0.96585550/5752 [===========================>..] - ETA: 0s - loss: 0.0932 - accuracy: 0.96655752/5752 [==============================] - 2s 272us/sample - loss: 0.0921 - accuracy: 0.9668
Epoch 7/20
50/5752 [..............................] - ETA: 4s - loss: 0.0958 - accuracy: 0.9400 250/5752 [>.............................] - ETA: 2s - loss: 0.0822 - accuracy: 0.9640 400/5752 [=>............................] - ETA: 2s - loss: 0.0786 - accuracy: 0.9675 550/5752 [=>............................] - ETA: 2s - loss: 0.0820 - accuracy: 0.9673 750/5752 [==>...........................] - ETA: 1s - loss: 0.0967 - accuracy: 0.9613 900/5752 [===>..........................] - ETA: 1s - loss: 0.0878 - accuracy: 0.96561100/5752 [====>.........................] - ETA: 1s - loss: 0.0859 - accuracy: 0.96731300/5752 [=====>........................] - ETA: 1s - loss: 0.0879 - accuracy: 0.96621450/5752 [======>.......................] - ETA: 1s - loss: 0.0877 - accuracy: 0.96551650/5752 [=======>......................] - ETA: 1s - loss: 0.0834 - accuracy: 0.96791900/5752 [========>.....................] - ETA: 1s - loss: 0.0845 - accuracy: 0.96792100/5752 [=========>....................] - ETA: 1s - loss: 0.0858 - accuracy: 0.96762250/5752 [==========>...................] - ETA: 1s - loss: 0.0859 - accuracy: 0.96672500/5752 [============>.................] - ETA: 1s - loss: 0.0843 - accuracy: 0.96682750/5752 [=============>................] - ETA: 0s - loss: 0.0827 - accuracy: 0.96802950/5752 [==============>...............] - ETA: 0s - loss: 0.0847 - accuracy: 0.96713150/5752 [===============>..............] - ETA: 0s - loss: 0.0869 - accuracy: 0.96763350/5752 [================>.............] - ETA: 0s - loss: 0.0893 - accuracy: 0.96693550/5752 [=================>............] - ETA: 0s - loss: 0.0916 - accuracy: 0.96593750/5752 [==================>...........] - ETA: 0s - loss: 0.0907 - accuracy: 0.96614000/5752 [===================>..........] - ETA: 0s - loss: 0.0898 - accuracy: 0.96654250/5752 [=====================>........] - ETA: 0s - loss: 0.0894 - accuracy: 0.96664500/5752 [======================>.......] - ETA: 0s - loss: 0.0884 - accuracy: 0.96674750/5752 [=======================>......] - ETA: 0s - loss: 0.0867 - accuracy: 0.96675000/5752 [=========================>....] - ETA: 0s - loss: 0.0885 - accuracy: 0.96585300/5752 [==========================>...] - ETA: 0s - loss: 0.0894 - accuracy: 0.96585600/5752 [============================>.] - ETA: 0s - loss: 0.0887 - accuracy: 0.96635752/5752 [==============================] - 2s 267us/sample - loss: 0.0916 - accuracy: 0.9658
Epoch 8/20
50/5752 [..............................] - ETA: 0s - loss: 0.0407 - accuracy: 0.9800 450/5752 [=>............................] - ETA: 0s - loss: 0.0675 - accuracy: 0.9733 700/5752 [==>...........................] - ETA: 0s - loss: 0.0769 - accuracy: 0.9714 950/5752 [===>..........................] - ETA: 0s - loss: 0.0945 - accuracy: 0.96531250/5752 [=====>........................] - ETA: 0s - loss: 0.0932 - accuracy: 0.96481500/5752 [======>.......................] - ETA: 0s - loss: 0.0910 - accuracy: 0.96601800/5752 [========>.....................] - ETA: 0s - loss: 0.0858 - accuracy: 0.96892100/5752 [=========>....................] - ETA: 0s - loss: 0.0848 - accuracy: 0.96902350/5752 [===========>..................] - ETA: 0s - loss: 0.0845 - accuracy: 0.96852650/5752 [============>.................] - ETA: 0s - loss: 0.0855 - accuracy: 0.96982950/5752 [==============>...............] - ETA: 0s - loss: 0.0890 - accuracy: 0.96953200/5752 [===============>..............] - ETA: 0s - loss: 0.0890 - accuracy: 0.96913450/5752 [================>.............] - ETA: 0s - loss: 0.0870 - accuracy: 0.96993650/5752 [==================>...........] - ETA: 0s - loss: 0.0878 - accuracy: 0.96933850/5752 [===================>..........] - ETA: 0s - loss: 0.0863 - accuracy: 0.96944050/5752 [====================>.........] - ETA: 0s - loss: 0.0842 - accuracy: 0.97014250/5752 [=====================>........] - ETA: 0s - loss: 0.0845 - accuracy: 0.97014450/5752 [======================>.......] - ETA: 0s - loss: 0.0847 - accuracy: 0.96994650/5752 [=======================>......] - ETA: 0s - loss: 0.0839 - accuracy: 0.96954850/5752 [========================>.....] - ETA: 0s - loss: 0.0841 - accuracy: 0.96995050/5752 [=========================>....] - ETA: 0s - loss: 0.0851 - accuracy: 0.96975300/5752 [==========================>...] - ETA: 0s - loss: 0.0857 - accuracy: 0.96965500/5752 [===========================>..] - ETA: 0s - loss: 0.0867 - accuracy: 0.96915750/5752 [============================>.] - ETA: 0s - loss: 0.0873 - accuracy: 0.96895752/5752 [==============================] - 1s 233us/sample - loss: 0.0873 - accuracy: 0.9689
Epoch 9/20
50/5752 [..............................] - ETA: 1s - loss: 0.0817 - accuracy: 0.9600 250/5752 [>.............................] - ETA: 1s - loss: 0.0699 - accuracy: 0.9800 450/5752 [=>............................] - ETA: 1s - loss: 0.0540 - accuracy: 0.9822 700/5752 [==>...........................] - ETA: 1s - loss: 0.0790 - accuracy: 0.9714 950/5752 [===>..........................] - ETA: 1s - loss: 0.0863 - accuracy: 0.96741250/5752 [=====>........................] - ETA: 1s - loss: 0.0767 - accuracy: 0.97121550/5752 [=======>......................] - ETA: 0s - loss: 0.0759 - accuracy: 0.97101800/5752 [========>.....................] - ETA: 0s - loss: 0.0721 - accuracy: 0.97282050/5752 [=========>....................] - ETA: 0s - loss: 0.0768 - accuracy: 0.97122300/5752 [==========>...................] - ETA: 0s - loss: 0.0780 - accuracy: 0.97092500/5752 [============>.................] - ETA: 0s - loss: 0.0768 - accuracy: 0.97162800/5752 [=============>................] - ETA: 0s - loss: 0.0767 - accuracy: 0.97213100/5752 [===============>..............] - ETA: 0s - loss: 0.0743 - accuracy: 0.97263350/5752 [================>.............] - ETA: 0s - loss: 0.0760 - accuracy: 0.97193550/5752 [=================>............] - ETA: 0s - loss: 0.0760 - accuracy: 0.97183800/5752 [==================>...........] - ETA: 0s - loss: 0.0772 - accuracy: 0.97184050/5752 [====================>.........] - ETA: 0s - loss: 0.0774 - accuracy: 0.97144300/5752 [=====================>........] - ETA: 0s - loss: 0.0784 - accuracy: 0.97094500/5752 [======================>.......] - ETA: 0s - loss: 0.0775 - accuracy: 0.97184700/5752 [=======================>......] - ETA: 0s - loss: 0.0771 - accuracy: 0.97114950/5752 [========================>.....] - ETA: 0s - loss: 0.0765 - accuracy: 0.97115100/5752 [=========================>....] - ETA: 0s - loss: 0.0759 - accuracy: 0.97145300/5752 [==========================>...] - ETA: 0s - loss: 0.0756 - accuracy: 0.97155500/5752 [===========================>..] - ETA: 0s - loss: 0.0774 - accuracy: 0.97115750/5752 [============================>.] - ETA: 0s - loss: 0.0781 - accuracy: 0.97065752/5752 [==============================] - 1s 243us/sample - loss: 0.0781 - accuracy: 0.9706
Epoch 10/20
50/5752 [..............................] - ETA: 2s - loss: 0.0160 - accuracy: 1.0000 250/5752 [>.............................] - ETA: 1s - loss: 0.0972 - accuracy: 0.9600 450/5752 [=>............................] - ETA: 1s - loss: 0.0898 - accuracy: 0.9600 600/5752 [==>...........................] - ETA: 1s - loss: 0.0962 - accuracy: 0.9583 850/5752 [===>..........................] - ETA: 1s - loss: 0.0876 - accuracy: 0.96351100/5752 [====>.........................] - ETA: 1s - loss: 0.0842 - accuracy: 0.96551350/5752 [======>.......................] - ETA: 1s - loss: 0.0798 - accuracy: 0.96961550/5752 [=======>......................] - ETA: 1s - loss: 0.0823 - accuracy: 0.96901800/5752 [========>.....................] - ETA: 1s - loss: 0.0838 - accuracy: 0.97002000/5752 [=========>....................] - ETA: 0s - loss: 0.0850 - accuracy: 0.96952300/5752 [==========>...................] - ETA: 0s - loss: 0.0837 - accuracy: 0.96872550/5752 [============>.................] - ETA: 0s - loss: 0.0826 - accuracy: 0.96902850/5752 [=============>................] - ETA: 0s - loss: 0.0844 - accuracy: 0.96773200/5752 [===============>..............] - ETA: 0s - loss: 0.0813 - accuracy: 0.96813450/5752 [================>.............] - ETA: 0s - loss: 0.0790 - accuracy: 0.96903700/5752 [==================>...........] - ETA: 0s - loss: 0.0792 - accuracy: 0.96923950/5752 [===================>..........] - ETA: 0s - loss: 0.0782 - accuracy: 0.97014150/5752 [====================>.........] - ETA: 0s - loss: 0.0761 - accuracy: 0.97114400/5752 [=====================>........] - ETA: 0s - loss: 0.0781 - accuracy: 0.97054600/5752 [======================>.......] - ETA: 0s - loss: 0.0803 - accuracy: 0.96964800/5752 [========================>.....] - ETA: 0s - loss: 0.0799 - accuracy: 0.96964950/5752 [========================>.....] - ETA: 0s - loss: 0.0799 - accuracy: 0.96975150/5752 [=========================>....] - ETA: 0s - loss: 0.0793 - accuracy: 0.96995400/5752 [===========================>..] - ETA: 0s - loss: 0.0791 - accuracy: 0.97005600/5752 [============================>.] - ETA: 0s - loss: 0.0797 - accuracy: 0.96965752/5752 [==============================] - 1s 247us/sample - loss: 0.0790 - accuracy: 0.9701
Epoch 11/20
50/5752 [..............................] - ETA: 0s - loss: 0.0883 - accuracy: 0.9600 300/5752 [>.............................] - ETA: 1s - loss: 0.0998 - accuracy: 0.9633 600/5752 [==>...........................] - ETA: 1s - loss: 0.0806 - accuracy: 0.9700 850/5752 [===>..........................] - ETA: 1s - loss: 0.0708 - accuracy: 0.97531150/5752 [====>.........................] - ETA: 0s - loss: 0.0665 - accuracy: 0.97651400/5752 [======>.......................] - ETA: 0s - loss: 0.0723 - accuracy: 0.97361700/5752 [=======>......................] - ETA: 0s - loss: 0.0775 - accuracy: 0.96941900/5752 [========>.....................] - ETA: 0s - loss: 0.0749 - accuracy: 0.97112100/5752 [=========>....................] - ETA: 0s - loss: 0.0726 - accuracy: 0.97242300/5752 [==========>...................] - ETA: 0s - loss: 0.0716 - accuracy: 0.97392500/5752 [============>.................] - ETA: 0s - loss: 0.0715 - accuracy: 0.97322700/5752 [=============>................] - ETA: 0s - loss: 0.0753 - accuracy: 0.97302900/5752 [==============>...............] - ETA: 0s - loss: 0.0774 - accuracy: 0.97243150/5752 [===============>..............] - ETA: 0s - loss: 0.0752 - accuracy: 0.97273350/5752 [================>.............] - ETA: 0s - loss: 0.0763 - accuracy: 0.97283650/5752 [==================>...........] - ETA: 0s - loss: 0.0759 - accuracy: 0.97293850/5752 [===================>..........] - ETA: 0s - loss: 0.0760 - accuracy: 0.97224050/5752 [====================>.........] - ETA: 0s - loss: 0.0750 - accuracy: 0.97264250/5752 [=====================>........] - ETA: 0s - loss: 0.0742 - accuracy: 0.97344450/5752 [======================>.......] - ETA: 0s - loss: 0.0725 - accuracy: 0.97424750/5752 [=======================>......] - ETA: 0s - loss: 0.0735 - accuracy: 0.97375000/5752 [=========================>....] - ETA: 0s - loss: 0.0721 - accuracy: 0.97405250/5752 [==========================>...] - ETA: 0s - loss: 0.0723 - accuracy: 0.97415550/5752 [===========================>..] - ETA: 0s - loss: 0.0731 - accuracy: 0.97425752/5752 [==============================] - 1s 239us/sample - loss: 0.0732 - accuracy: 0.9743
Epoch 12/20
50/5752 [..............................] - ETA: 0s - loss: 0.0760 - accuracy: 0.9800 300/5752 [>.............................] - ETA: 1s - loss: 0.0655 - accuracy: 0.9733 550/5752 [=>............................] - ETA: 1s - loss: 0.0556 - accuracy: 0.9800 850/5752 [===>..........................] - ETA: 1s - loss: 0.0517 - accuracy: 0.98241100/5752 [====>.........................] - ETA: 0s - loss: 0.0515 - accuracy: 0.98091350/5752 [======>.......................] - ETA: 0s - loss: 0.0652 - accuracy: 0.97411650/5752 [=======>......................] - ETA: 0s - loss: 0.0695 - accuracy: 0.97211950/5752 [=========>....................] - ETA: 0s - loss: 0.0700 - accuracy: 0.97332250/5752 [==========>...................] - ETA: 0s - loss: 0.0701 - accuracy: 0.97382500/5752 [============>.................] - ETA: 0s - loss: 0.0700 - accuracy: 0.97362800/5752 [=============>................] - ETA: 0s - loss: 0.0722 - accuracy: 0.97253100/5752 [===============>..............] - ETA: 0s - loss: 0.0717 - accuracy: 0.97263350/5752 [================>.............] - ETA: 0s - loss: 0.0685 - accuracy: 0.97373650/5752 [==================>...........] - ETA: 0s - loss: 0.0669 - accuracy: 0.97453950/5752 [===================>..........] - ETA: 0s - loss: 0.0652 - accuracy: 0.97524200/5752 [====================>.........] - ETA: 0s - loss: 0.0678 - accuracy: 0.97454450/5752 [======================>.......] - ETA: 0s - loss: 0.0706 - accuracy: 0.97374750/5752 [=======================>......] - ETA: 0s - loss: 0.0700 - accuracy: 0.97395000/5752 [=========================>....] - ETA: 0s - loss: 0.0701 - accuracy: 0.97385300/5752 [==========================>...] - ETA: 0s - loss: 0.0693 - accuracy: 0.97455600/5752 [============================>.] - ETA: 0s - loss: 0.0687 - accuracy: 0.97455752/5752 [==============================] - 1s 202us/sample - loss: 0.0689 - accuracy: 0.9744
Epoch 13/20
50/5752 [..............................] - ETA: 0s - loss: 0.1581 - accuracy: 0.9400 300/5752 [>.............................] - ETA: 1s - loss: 0.1039 - accuracy: 0.9500 600/5752 [==>...........................] - ETA: 1s - loss: 0.0748 - accuracy: 0.9633 900/5752 [===>..........................] - ETA: 0s - loss: 0.0828 - accuracy: 0.96671250/5752 [=====>........................] - ETA: 0s - loss: 0.0784 - accuracy: 0.97041600/5752 [=======>......................] - ETA: 0s - loss: 0.0748 - accuracy: 0.97371900/5752 [========>.....................] - ETA: 0s - loss: 0.0695 - accuracy: 0.97532200/5752 [==========>...................] - ETA: 0s - loss: 0.0688 - accuracy: 0.97452450/5752 [===========>..................] - ETA: 0s - loss: 0.0679 - accuracy: 0.97472700/5752 [=============>................] - ETA: 0s - loss: 0.0666 - accuracy: 0.97482950/5752 [==============>...............] - ETA: 0s - loss: 0.0692 - accuracy: 0.97423150/5752 [===============>..............] - ETA: 0s - loss: 0.0689 - accuracy: 0.97463350/5752 [================>.............] - ETA: 0s - loss: 0.0672 - accuracy: 0.97493550/5752 [=================>............] - ETA: 0s - loss: 0.0667 - accuracy: 0.97553750/5752 [==================>...........] - ETA: 0s - loss: 0.0663 - accuracy: 0.97603950/5752 [===================>..........] - ETA: 0s - loss: 0.0644 - accuracy: 0.97674100/5752 [====================>.........] - ETA: 0s - loss: 0.0642 - accuracy: 0.97664300/5752 [=====================>........] - ETA: 0s - loss: 0.0642 - accuracy: 0.97634550/5752 [======================>.......] - ETA: 0s - loss: 0.0650 - accuracy: 0.97564800/5752 [========================>.....] - ETA: 0s - loss: 0.0681 - accuracy: 0.97525050/5752 [=========================>....] - ETA: 0s - loss: 0.0680 - accuracy: 0.97495300/5752 [==========================>...] - ETA: 0s - loss: 0.0675 - accuracy: 0.97515600/5752 [============================>.] - ETA: 0s - loss: 0.0665 - accuracy: 0.97555752/5752 [==============================] - 1s 224us/sample - loss: 0.0679 - accuracy: 0.9753
Epoch 14/20
50/5752 [..............................] - ETA: 1s - loss: 0.0241 - accuracy: 1.0000 350/5752 [>.............................] - ETA: 1s - loss: 0.0969 - accuracy: 0.9571 650/5752 [==>...........................] - ETA: 1s - loss: 0.0962 - accuracy: 0.9646 900/5752 [===>..........................] - ETA: 1s - loss: 0.0855 - accuracy: 0.97221200/5752 [=====>........................] - ETA: 0s - loss: 0.0805 - accuracy: 0.97501500/5752 [======>.......................] - ETA: 0s - loss: 0.0810 - accuracy: 0.97471800/5752 [========>.....................] - ETA: 0s - loss: 0.0738 - accuracy: 0.97672100/5752 [=========>....................] - ETA: 0s - loss: 0.0696 - accuracy: 0.97812400/5752 [===========>..................] - ETA: 0s - loss: 0.0709 - accuracy: 0.97622650/5752 [============>.................] - ETA: 0s - loss: 0.0694 - accuracy: 0.97742950/5752 [==============>...............] - ETA: 0s - loss: 0.0674 - accuracy: 0.97733200/5752 [===============>..............] - ETA: 0s - loss: 0.0652 - accuracy: 0.97783450/5752 [================>.............] - ETA: 0s - loss: 0.0649 - accuracy: 0.97803750/5752 [==================>...........] - ETA: 0s - loss: 0.0650 - accuracy: 0.97844100/5752 [====================>.........] - ETA: 0s - loss: 0.0646 - accuracy: 0.97884400/5752 [=====================>........] - ETA: 0s - loss: 0.0640 - accuracy: 0.97914700/5752 [=======================>......] - ETA: 0s - loss: 0.0611 - accuracy: 0.98025000/5752 [=========================>....] - ETA: 0s - loss: 0.0625 - accuracy: 0.97885300/5752 [==========================>...] - ETA: 0s - loss: 0.0649 - accuracy: 0.97725600/5752 [============================>.] - ETA: 0s - loss: 0.0639 - accuracy: 0.97715752/5752 [==============================] - 1s 193us/sample - loss: 0.0633 - accuracy: 0.9774
Epoch 15/20
50/5752 [..............................] - ETA: 1s - loss: 0.0265 - accuracy: 0.9800 300/5752 [>.............................] - ETA: 1s - loss: 0.0547 - accuracy: 0.9800 550/5752 [=>............................] - ETA: 1s - loss: 0.0456 - accuracy: 0.9818 850/5752 [===>..........................] - ETA: 0s - loss: 0.0564 - accuracy: 0.97411150/5752 [====>.........................] - ETA: 0s - loss: 0.0564 - accuracy: 0.97481450/5752 [======>.......................] - ETA: 0s - loss: 0.0557 - accuracy: 0.97521750/5752 [========>.....................] - ETA: 0s - loss: 0.0566 - accuracy: 0.97542000/5752 [=========>....................] - ETA: 0s - loss: 0.0572 - accuracy: 0.97502250/5752 [==========>...................] - ETA: 0s - loss: 0.0572 - accuracy: 0.97562450/5752 [===========>..................] - ETA: 0s - loss: 0.0575 - accuracy: 0.97592700/5752 [=============>................] - ETA: 0s - loss: 0.0587 - accuracy: 0.97482900/5752 [==============>...............] - ETA: 0s - loss: 0.0590 - accuracy: 0.97483100/5752 [===============>..............] - ETA: 0s - loss: 0.0574 - accuracy: 0.97613350/5752 [================>.............] - ETA: 0s - loss: 0.0602 - accuracy: 0.97523600/5752 [=================>............] - ETA: 0s - loss: 0.0603 - accuracy: 0.97533850/5752 [===================>..........] - ETA: 0s - loss: 0.0590 - accuracy: 0.97614050/5752 [====================>.........] - ETA: 0s - loss: 0.0606 - accuracy: 0.97584200/5752 [====================>.........] - ETA: 0s - loss: 0.0616 - accuracy: 0.97604400/5752 [=====================>........] - ETA: 0s - loss: 0.0600 - accuracy: 0.97644650/5752 [=======================>......] - ETA: 0s - loss: 0.0614 - accuracy: 0.97594800/5752 [========================>.....] - ETA: 0s - loss: 0.0625 - accuracy: 0.97545100/5752 [=========================>....] - ETA: 0s - loss: 0.0615 - accuracy: 0.97575350/5752 [==========================>...] - ETA: 0s - loss: 0.0622 - accuracy: 0.97505600/5752 [============================>.] - ETA: 0s - loss: 0.0627 - accuracy: 0.97465752/5752 [==============================] - 1s 235us/sample - loss: 0.0622 - accuracy: 0.9748
Epoch 16/20
50/5752 [..............................] - ETA: 1s - loss: 0.0789 - accuracy: 0.9800 300/5752 [>.............................] - ETA: 1s - loss: 0.0582 - accuracy: 0.9867 600/5752 [==>...........................] - ETA: 1s - loss: 0.0461 - accuracy: 0.9867 900/5752 [===>..........................] - ETA: 0s - loss: 0.0414 - accuracy: 0.98781150/5752 [====>.........................] - ETA: 0s - loss: 0.0428 - accuracy: 0.98521400/5752 [======>.......................] - ETA: 0s - loss: 0.0493 - accuracy: 0.98291700/5752 [=======>......................] - ETA: 0s - loss: 0.0525 - accuracy: 0.98241900/5752 [========>.....................] - ETA: 0s - loss: 0.0549 - accuracy: 0.98212150/5752 [==========>...................] - ETA: 0s - loss: 0.0532 - accuracy: 0.98192350/5752 [===========>..................] - ETA: 0s - loss: 0.0527 - accuracy: 0.98172600/5752 [============>.................] - ETA: 0s - loss: 0.0500 - accuracy: 0.98192850/5752 [=============>................] - ETA: 0s - loss: 0.0556 - accuracy: 0.98113100/5752 [===============>..............] - ETA: 0s - loss: 0.0551 - accuracy: 0.98063400/5752 [================>.............] - ETA: 0s - loss: 0.0567 - accuracy: 0.97973650/5752 [==================>...........] - ETA: 0s - loss: 0.0560 - accuracy: 0.97973900/5752 [===================>..........] - ETA: 0s - loss: 0.0550 - accuracy: 0.98054100/5752 [====================>.........] - ETA: 0s - loss: 0.0554 - accuracy: 0.98054300/5752 [=====================>........] - ETA: 0s - loss: 0.0583 - accuracy: 0.97954500/5752 [======================>.......] - ETA: 0s - loss: 0.0583 - accuracy: 0.97934700/5752 [=======================>......] - ETA: 0s - loss: 0.0585 - accuracy: 0.97914950/5752 [========================>.....] - ETA: 0s - loss: 0.0591 - accuracy: 0.97845250/5752 [==========================>...] - ETA: 0s - loss: 0.0597 - accuracy: 0.97815550/5752 [===========================>..] - ETA: 0s - loss: 0.0597 - accuracy: 0.97825750/5752 [============================>.] - ETA: 0s - loss: 0.0596 - accuracy: 0.97845752/5752 [==============================] - 1s 233us/sample - loss: 0.0596 - accuracy: 0.9784
Epoch 17/20
50/5752 [..............................] - ETA: 0s - loss: 0.0362 - accuracy: 0.9800 200/5752 [>.............................] - ETA: 1s - loss: 0.0582 - accuracy: 0.9800 400/5752 [=>............................] - ETA: 1s - loss: 0.0579 - accuracy: 0.9800 700/5752 [==>...........................] - ETA: 1s - loss: 0.0577 - accuracy: 0.9814 950/5752 [===>..........................] - ETA: 1s - loss: 0.0539 - accuracy: 0.98321200/5752 [=====>........................] - ETA: 1s - loss: 0.0526 - accuracy: 0.98331450/5752 [======>.......................] - ETA: 1s - loss: 0.0543 - accuracy: 0.98211700/5752 [=======>......................] - ETA: 0s - loss: 0.0551 - accuracy: 0.98242000/5752 [=========>....................] - ETA: 0s - loss: 0.0597 - accuracy: 0.98052300/5752 [==========>...................] - ETA: 0s - loss: 0.0628 - accuracy: 0.97782550/5752 [============>.................] - ETA: 0s - loss: 0.0654 - accuracy: 0.97732900/5752 [==============>...............] - ETA: 0s - loss: 0.0621 - accuracy: 0.97693250/5752 [===============>..............] - ETA: 0s - loss: 0.0616 - accuracy: 0.97693500/5752 [=================>............] - ETA: 0s - loss: 0.0606 - accuracy: 0.97713850/5752 [===================>..........] - ETA: 0s - loss: 0.0628 - accuracy: 0.97614150/5752 [====================>.........] - ETA: 0s - loss: 0.0616 - accuracy: 0.97614450/5752 [======================>.......] - ETA: 0s - loss: 0.0622 - accuracy: 0.97644800/5752 [========================>.....] - ETA: 0s - loss: 0.0638 - accuracy: 0.97545050/5752 [=========================>....] - ETA: 0s - loss: 0.0629 - accuracy: 0.97585350/5752 [==========================>...] - ETA: 0s - loss: 0.0619 - accuracy: 0.97645600/5752 [============================>.] - ETA: 0s - loss: 0.0610 - accuracy: 0.97715752/5752 [==============================] - 1s 208us/sample - loss: 0.0600 - accuracy: 0.9772
Epoch 18/20
50/5752 [..............................] - ETA: 0s - loss: 0.1422 - accuracy: 0.9400 350/5752 [>.............................] - ETA: 1s - loss: 0.0830 - accuracy: 0.9657 700/5752 [==>...........................] - ETA: 0s - loss: 0.0607 - accuracy: 0.9786 950/5752 [===>..........................] - ETA: 0s - loss: 0.0559 - accuracy: 0.98111250/5752 [=====>........................] - ETA: 0s - loss: 0.0509 - accuracy: 0.98161500/5752 [======>.......................] - ETA: 0s - loss: 0.0622 - accuracy: 0.97931750/5752 [========>.....................] - ETA: 0s - loss: 0.0623 - accuracy: 0.97831950/5752 [=========>....................] - ETA: 0s - loss: 0.0587 - accuracy: 0.98002150/5752 [==========>...................] - ETA: 0s - loss: 0.0582 - accuracy: 0.98052400/5752 [===========>..................] - ETA: 0s - loss: 0.0573 - accuracy: 0.98122650/5752 [============>.................] - ETA: 0s - loss: 0.0568 - accuracy: 0.98112900/5752 [==============>...............] - ETA: 0s - loss: 0.0598 - accuracy: 0.97973200/5752 [===============>..............] - ETA: 0s - loss: 0.0597 - accuracy: 0.97813500/5752 [=================>............] - ETA: 0s - loss: 0.0609 - accuracy: 0.97863750/5752 [==================>...........] - ETA: 0s - loss: 0.0602 - accuracy: 0.97874000/5752 [===================>..........] - ETA: 0s - loss: 0.0614 - accuracy: 0.97804250/5752 [=====================>........] - ETA: 0s - loss: 0.0632 - accuracy: 0.97694500/5752 [======================>.......] - ETA: 0s - loss: 0.0630 - accuracy: 0.97734750/5752 [=======================>......] - ETA: 0s - loss: 0.0635 - accuracy: 0.97715000/5752 [=========================>....] - ETA: 0s - loss: 0.0647 - accuracy: 0.97705300/5752 [==========================>...] - ETA: 0s - loss: 0.0653 - accuracy: 0.97685600/5752 [============================>.] - ETA: 0s - loss: 0.0650 - accuracy: 0.97705752/5752 [==============================] - 1s 215us/sample - loss: 0.0647 - accuracy: 0.9771
Epoch 19/20
50/5752 [..............................] - ETA: 1s - loss: 0.0359 - accuracy: 1.0000 300/5752 [>.............................] - ETA: 1s - loss: 0.0269 - accuracy: 0.9967 550/5752 [=>............................] - ETA: 1s - loss: 0.0406 - accuracy: 0.9873 800/5752 [===>..........................] - ETA: 1s - loss: 0.0356 - accuracy: 0.98751050/5752 [====>.........................] - ETA: 0s - loss: 0.0356 - accuracy: 0.98571350/5752 [======>.......................] - ETA: 0s - loss: 0.0360 - accuracy: 0.98591650/5752 [=======>......................] - ETA: 0s - loss: 0.0387 - accuracy: 0.98421850/5752 [========>.....................] - ETA: 0s - loss: 0.0408 - accuracy: 0.98382150/5752 [==========>...................] - ETA: 0s - loss: 0.0423 - accuracy: 0.98282400/5752 [===========>..................] - ETA: 0s - loss: 0.0431 - accuracy: 0.98172700/5752 [=============>................] - ETA: 0s - loss: 0.0442 - accuracy: 0.98192950/5752 [==============>...............] - ETA: 0s - loss: 0.0472 - accuracy: 0.98103250/5752 [===============>..............] - ETA: 0s - loss: 0.0485 - accuracy: 0.98063550/5752 [=================>............] - ETA: 0s - loss: 0.0496 - accuracy: 0.98063800/5752 [==================>...........] - ETA: 0s - loss: 0.0501 - accuracy: 0.98034050/5752 [====================>.........] - ETA: 0s - loss: 0.0494 - accuracy: 0.98104350/5752 [=====================>........] - ETA: 0s - loss: 0.0512 - accuracy: 0.98094600/5752 [======================>.......] - ETA: 0s - loss: 0.0505 - accuracy: 0.98154900/5752 [========================>.....] - ETA: 0s - loss: 0.0530 - accuracy: 0.98105200/5752 [==========================>...] - ETA: 0s - loss: 0.0556 - accuracy: 0.98005500/5752 [===========================>..] - ETA: 0s - loss: 0.0564 - accuracy: 0.97985750/5752 [============================>.] - ETA: 0s - loss: 0.0578 - accuracy: 0.97905752/5752 [==============================] - 1s 208us/sample - loss: 0.0578 - accuracy: 0.9790
Epoch 20/20
50/5752 [..............................] - ETA: 1s - loss: 0.1480 - accuracy: 0.9400 250/5752 [>.............................] - ETA: 1s - loss: 0.0856 - accuracy: 0.9680 500/5752 [=>............................] - ETA: 1s - loss: 0.0677 - accuracy: 0.9760 750/5752 [==>...........................] - ETA: 1s - loss: 0.0662 - accuracy: 0.97601000/5752 [====>.........................] - ETA: 1s - loss: 0.0601 - accuracy: 0.97701300/5752 [=====>........................] - ETA: 1s - loss: 0.0559 - accuracy: 0.97921550/5752 [=======>......................] - ETA: 0s - loss: 0.0556 - accuracy: 0.97871750/5752 [========>.....................] - ETA: 0s - loss: 0.0617 - accuracy: 0.97712150/5752 [==========>...................] - ETA: 0s - loss: 0.0620 - accuracy: 0.97722400/5752 [===========>..................] - ETA: 0s - loss: 0.0608 - accuracy: 0.97752650/5752 [============>.................] - ETA: 0s - loss: 0.0586 - accuracy: 0.97812850/5752 [=============>................] - ETA: 0s - loss: 0.0580 - accuracy: 0.97793050/5752 [==============>...............] - ETA: 0s - loss: 0.0594 - accuracy: 0.97803250/5752 [===============>..............] - ETA: 0s - loss: 0.0582 - accuracy: 0.97853450/5752 [================>.............] - ETA: 0s - loss: 0.0586 - accuracy: 0.97833750/5752 [==================>...........] - ETA: 0s - loss: 0.0622 - accuracy: 0.97714000/5752 [===================>..........] - ETA: 0s - loss: 0.0631 - accuracy: 0.97704250/5752 [=====================>........] - ETA: 0s - loss: 0.0630 - accuracy: 0.97724450/5752 [======================>.......] - ETA: 0s - loss: 0.0631 - accuracy: 0.97664650/5752 [=======================>......] - ETA: 0s - loss: 0.0623 - accuracy: 0.97634900/5752 [========================>.....] - ETA: 0s - loss: 0.0624 - accuracy: 0.97635100/5752 [=========================>....] - ETA: 0s - loss: 0.0620 - accuracy: 0.97655350/5752 [==========================>...] - ETA: 0s - loss: 0.0640 - accuracy: 0.97575650/5752 [============================>.] - ETA: 0s - loss: 0.0631 - accuracy: 0.97635752/5752 [==============================] - 1s 231us/sample - loss: 0.0628 - accuracy: 0.9765
Test loss: 0.08155760412386322
Test accuracy: 0.9770115
Train on 5752 samples
Epoch 1/20
50/5752 [..............................] - ETA: 2:56 - loss: 0.6427 - accuracy: 0.6000 200/5752 [>.............................] - ETA: 44s - loss: 0.6659 - accuracy: 0.6400 400/5752 [=>............................] - ETA: 22s - loss: 0.6449 - accuracy: 0.7000 600/5752 [==>...........................] - ETA: 14s - loss: 0.6228 - accuracy: 0.7400 850/5752 [===>..........................] - ETA: 10s - loss: 0.5905 - accuracy: 0.77411050/5752 [====>.........................] - ETA: 8s - loss: 0.5730 - accuracy: 0.7848 1300/5752 [=====>........................] - ETA: 6s - loss: 0.5399 - accuracy: 0.80921500/5752 [======>.......................] - ETA: 5s - loss: 0.5207 - accuracy: 0.82201650/5752 [=======>......................] - ETA: 4s - loss: 0.5025 - accuracy: 0.82911900/5752 [========>.....................] - ETA: 4s - loss: 0.4752 - accuracy: 0.83952100/5752 [=========>....................] - ETA: 3s - loss: 0.4556 - accuracy: 0.84812350/5752 [===========>..................] - ETA: 3s - loss: 0.4354 - accuracy: 0.85322500/5752 [============>.................] - ETA: 2s - loss: 0.4285 - accuracy: 0.85362650/5752 [============>.................] - ETA: 2s - loss: 0.4199 - accuracy: 0.85702950/5752 [==============>...............] - ETA: 2s - loss: 0.3984 - accuracy: 0.86543100/5752 [===============>..............] - ETA: 2s - loss: 0.3903 - accuracy: 0.86683300/5752 [================>.............] - ETA: 1s - loss: 0.3781 - accuracy: 0.87123500/5752 [=================>............] - ETA: 1s - loss: 0.3661 - accuracy: 0.87543700/5752 [==================>...........] - ETA: 1s - loss: 0.3525 - accuracy: 0.88003850/5752 [===================>..........] - ETA: 1s - loss: 0.3458 - accuracy: 0.88264050/5752 [====================>.........] - ETA: 1s - loss: 0.3345 - accuracy: 0.88724300/5752 [=====================>........] - ETA: 0s - loss: 0.3244 - accuracy: 0.89074550/5752 [======================>.......] - ETA: 0s - loss: 0.3182 - accuracy: 0.89214750/5752 [=======================>......] - ETA: 0s - loss: 0.3128 - accuracy: 0.89335000/5752 [=========================>....] - ETA: 0s - loss: 0.3062 - accuracy: 0.89545250/5752 [==========================>...] - ETA: 0s - loss: 0.3006 - accuracy: 0.89755450/5752 [===========================>..] - ETA: 0s - loss: 0.2968 - accuracy: 0.89895700/5752 [============================>.] - ETA: 0s - loss: 0.2902 - accuracy: 0.90165752/5752 [==============================] - 3s 544us/sample - loss: 0.2891 - accuracy: 0.9019
Epoch 2/20
50/5752 [..............................] - ETA: 1s - loss: 0.1930 - accuracy: 0.9200 300/5752 [>.............................] - ETA: 1s - loss: 0.1911 - accuracy: 0.9267 550/5752 [=>............................] - ETA: 1s - loss: 0.1610 - accuracy: 0.9418 700/5752 [==>...........................] - ETA: 1s - loss: 0.1476 - accuracy: 0.9471 850/5752 [===>..........................] - ETA: 1s - loss: 0.1523 - accuracy: 0.94001050/5752 [====>.........................] - ETA: 1s - loss: 0.1492 - accuracy: 0.94291250/5752 [=====>........................] - ETA: 1s - loss: 0.1490 - accuracy: 0.94481450/5752 [======>.......................] - ETA: 1s - loss: 0.1458 - accuracy: 0.94621750/5752 [========>.....................] - ETA: 1s - loss: 0.1451 - accuracy: 0.94862000/5752 [=========>....................] - ETA: 0s - loss: 0.1456 - accuracy: 0.94902200/5752 [==========>...................] - ETA: 0s - loss: 0.1516 - accuracy: 0.94592400/5752 [===========>..................] - ETA: 0s - loss: 0.1473 - accuracy: 0.94752650/5752 [============>.................] - ETA: 0s - loss: 0.1438 - accuracy: 0.94872950/5752 [==============>...............] - ETA: 0s - loss: 0.1401 - accuracy: 0.95083150/5752 [===============>..............] - ETA: 0s - loss: 0.1380 - accuracy: 0.95173350/5752 [================>.............] - ETA: 0s - loss: 0.1400 - accuracy: 0.95013600/5752 [=================>............] - ETA: 0s - loss: 0.1384 - accuracy: 0.95033750/5752 [==================>...........] - ETA: 0s - loss: 0.1389 - accuracy: 0.95073950/5752 [===================>..........] - ETA: 0s - loss: 0.1399 - accuracy: 0.95014200/5752 [====================>.........] - ETA: 0s - loss: 0.1406 - accuracy: 0.95004450/5752 [======================>.......] - ETA: 0s - loss: 0.1415 - accuracy: 0.94924600/5752 [======================>.......] - ETA: 0s - loss: 0.1388 - accuracy: 0.95024800/5752 [========================>.....] - ETA: 0s - loss: 0.1398 - accuracy: 0.95025000/5752 [=========================>....] - ETA: 0s - loss: 0.1405 - accuracy: 0.94985200/5752 [==========================>...] - ETA: 0s - loss: 0.1403 - accuracy: 0.94965500/5752 [===========================>..] - ETA: 0s - loss: 0.1391 - accuracy: 0.95075750/5752 [============================>.] - ETA: 0s - loss: 0.1400 - accuracy: 0.95035752/5752 [==============================] - 1s 256us/sample - loss: 0.1400 - accuracy: 0.9503
Epoch 3/20
50/5752 [..............................] - ETA: 2s - loss: 0.1227 - accuracy: 0.9200 250/5752 [>.............................] - ETA: 1s - loss: 0.0872 - accuracy: 0.9640 500/5752 [=>............................] - ETA: 1s - loss: 0.1113 - accuracy: 0.9600 750/5752 [==>...........................] - ETA: 1s - loss: 0.1193 - accuracy: 0.9560 950/5752 [===>..........................] - ETA: 1s - loss: 0.1163 - accuracy: 0.95471150/5752 [====>.........................] - ETA: 1s - loss: 0.1150 - accuracy: 0.95741350/5752 [======>.......................] - ETA: 1s - loss: 0.1200 - accuracy: 0.95561550/5752 [=======>......................] - ETA: 1s - loss: 0.1265 - accuracy: 0.95291800/5752 [========>.....................] - ETA: 1s - loss: 0.1251 - accuracy: 0.95282050/5752 [=========>....................] - ETA: 0s - loss: 0.1247 - accuracy: 0.95322300/5752 [==========>...................] - ETA: 0s - loss: 0.1214 - accuracy: 0.95572550/5752 [============>.................] - ETA: 0s - loss: 0.1227 - accuracy: 0.95612800/5752 [=============>................] - ETA: 0s - loss: 0.1194 - accuracy: 0.95753050/5752 [==============>...............] - ETA: 0s - loss: 0.1200 - accuracy: 0.95773300/5752 [================>.............] - ETA: 0s - loss: 0.1179 - accuracy: 0.95943500/5752 [=================>............] - ETA: 0s - loss: 0.1180 - accuracy: 0.95943650/5752 [==================>...........] - ETA: 0s - loss: 0.1169 - accuracy: 0.96083800/5752 [==================>...........] - ETA: 0s - loss: 0.1169 - accuracy: 0.96053950/5752 [===================>..........] - ETA: 0s - loss: 0.1164 - accuracy: 0.96054200/5752 [====================>.........] - ETA: 0s - loss: 0.1136 - accuracy: 0.96104350/5752 [=====================>........] - ETA: 0s - loss: 0.1128 - accuracy: 0.96144500/5752 [======================>.......] - ETA: 0s - loss: 0.1125 - accuracy: 0.96094750/5752 [=======================>......] - ETA: 0s - loss: 0.1107 - accuracy: 0.96175000/5752 [=========================>....] - ETA: 0s - loss: 0.1115 - accuracy: 0.96205300/5752 [==========================>...] - ETA: 0s - loss: 0.1122 - accuracy: 0.96095550/5752 [===========================>..] - ETA: 0s - loss: 0.1118 - accuracy: 0.96135752/5752 [==============================] - 1s 256us/sample - loss: 0.1120 - accuracy: 0.9609
Epoch 4/20
50/5752 [..............................] - ETA: 2s - loss: 0.0702 - accuracy: 0.9800 250/5752 [>.............................] - ETA: 1s - loss: 0.1525 - accuracy: 0.9480 500/5752 [=>............................] - ETA: 1s - loss: 0.1682 - accuracy: 0.9340 700/5752 [==>...........................] - ETA: 1s - loss: 0.1973 - accuracy: 0.9171 950/5752 [===>..........................] - ETA: 1s - loss: 0.1735 - accuracy: 0.92741100/5752 [====>.........................] - ETA: 1s - loss: 0.1599 - accuracy: 0.93361300/5752 [=====>........................] - ETA: 1s - loss: 0.1527 - accuracy: 0.93621500/5752 [======>.......................] - ETA: 1s - loss: 0.1433 - accuracy: 0.93931650/5752 [=======>......................] - ETA: 1s - loss: 0.1445 - accuracy: 0.93881850/5752 [========>.....................] - ETA: 1s - loss: 0.1417 - accuracy: 0.94162100/5752 [=========>....................] - ETA: 1s - loss: 0.1418 - accuracy: 0.94242300/5752 [==========>...................] - ETA: 1s - loss: 0.1383 - accuracy: 0.94432500/5752 [============>.................] - ETA: 0s - loss: 0.1350 - accuracy: 0.94562700/5752 [=============>................] - ETA: 0s - loss: 0.1335 - accuracy: 0.94742950/5752 [==============>...............] - ETA: 0s - loss: 0.1279 - accuracy: 0.95053150/5752 [===============>..............] - ETA: 0s - loss: 0.1277 - accuracy: 0.95213300/5752 [================>.............] - ETA: 0s - loss: 0.1238 - accuracy: 0.95333500/5752 [=================>............] - ETA: 0s - loss: 0.1203 - accuracy: 0.95493700/5752 [==================>...........] - ETA: 0s - loss: 0.1181 - accuracy: 0.95543900/5752 [===================>..........] - ETA: 0s - loss: 0.1166 - accuracy: 0.95594100/5752 [====================>.........] - ETA: 0s - loss: 0.1158 - accuracy: 0.95594300/5752 [=====================>........] - ETA: 0s - loss: 0.1147 - accuracy: 0.95564500/5752 [======================>.......] - ETA: 0s - loss: 0.1142 - accuracy: 0.95584700/5752 [=======================>......] - ETA: 0s - loss: 0.1119 - accuracy: 0.95704900/5752 [========================>.....] - ETA: 0s - loss: 0.1116 - accuracy: 0.95765150/5752 [=========================>....] - ETA: 0s - loss: 0.1107 - accuracy: 0.95795400/5752 [===========================>..] - ETA: 0s - loss: 0.1095 - accuracy: 0.95895650/5752 [============================>.] - ETA: 0s - loss: 0.1114 - accuracy: 0.95885752/5752 [==============================] - 2s 287us/sample - loss: 0.1111 - accuracy: 0.9583
Epoch 5/20
50/5752 [..............................] - ETA: 1s - loss: 0.1195 - accuracy: 0.9800 250/5752 [>.............................] - ETA: 1s - loss: 0.1463 - accuracy: 0.9680 550/5752 [=>............................] - ETA: 1s - loss: 0.1465 - accuracy: 0.9600 900/5752 [===>..........................] - ETA: 0s - loss: 0.1384 - accuracy: 0.95781150/5752 [====>.........................] - ETA: 0s - loss: 0.1204 - accuracy: 0.96431300/5752 [=====>........................] - ETA: 0s - loss: 0.1204 - accuracy: 0.96461500/5752 [======>.......................] - ETA: 1s - loss: 0.1176 - accuracy: 0.96531700/5752 [=======>......................] - ETA: 0s - loss: 0.1156 - accuracy: 0.96651950/5752 [=========>....................] - ETA: 0s - loss: 0.1099 - accuracy: 0.96922150/5752 [==========>...................] - ETA: 0s - loss: 0.1040 - accuracy: 0.97022350/5752 [===========>..................] - ETA: 0s - loss: 0.1035 - accuracy: 0.97022600/5752 [============>.................] - ETA: 0s - loss: 0.1009 - accuracy: 0.97042850/5752 [=============>................] - ETA: 0s - loss: 0.0999 - accuracy: 0.96953050/5752 [==============>...............] - ETA: 0s - loss: 0.0988 - accuracy: 0.97023300/5752 [================>.............] - ETA: 0s - loss: 0.0955 - accuracy: 0.97153550/5752 [=================>............] - ETA: 0s - loss: 0.0973 - accuracy: 0.97133800/5752 [==================>...........] - ETA: 0s - loss: 0.0970 - accuracy: 0.97134100/5752 [====================>.........] - ETA: 0s - loss: 0.0976 - accuracy: 0.97004400/5752 [=====================>........] - ETA: 0s - loss: 0.0986 - accuracy: 0.96914700/5752 [=======================>......] - ETA: 0s - loss: 0.0990 - accuracy: 0.96894950/5752 [========================>.....] - ETA: 0s - loss: 0.0993 - accuracy: 0.96855250/5752 [==========================>...] - ETA: 0s - loss: 0.0975 - accuracy: 0.96865500/5752 [===========================>..] - ETA: 0s - loss: 0.0972 - accuracy: 0.96845750/5752 [============================>.] - ETA: 0s - loss: 0.0969 - accuracy: 0.96895752/5752 [==============================] - 1s 237us/sample - loss: 0.0970 - accuracy: 0.9689
Epoch 6/20
50/5752 [..............................] - ETA: 0s - loss: 0.1949 - accuracy: 0.9200 300/5752 [>.............................] - ETA: 1s - loss: 0.1957 - accuracy: 0.9400 500/5752 [=>............................] - ETA: 1s - loss: 0.1606 - accuracy: 0.9460 750/5752 [==>...........................] - ETA: 1s - loss: 0.1659 - accuracy: 0.94801000/5752 [====>.........................] - ETA: 1s - loss: 0.1397 - accuracy: 0.95701200/5752 [=====>........................] - ETA: 1s - loss: 0.1293 - accuracy: 0.96081400/5752 [======>.......................] - ETA: 1s - loss: 0.1286 - accuracy: 0.95931600/5752 [=======>......................] - ETA: 1s - loss: 0.1234 - accuracy: 0.96061800/5752 [========>.....................] - ETA: 1s - loss: 0.1207 - accuracy: 0.96222000/5752 [=========>....................] - ETA: 0s - loss: 0.1207 - accuracy: 0.96202250/5752 [==========>...................] - ETA: 0s - loss: 0.1162 - accuracy: 0.96362450/5752 [===========>..................] - ETA: 0s - loss: 0.1134 - accuracy: 0.96372650/5752 [============>.................] - ETA: 0s - loss: 0.1108 - accuracy: 0.96382900/5752 [==============>...............] - ETA: 0s - loss: 0.1091 - accuracy: 0.96383150/5752 [===============>..............] - ETA: 0s - loss: 0.1050 - accuracy: 0.96573350/5752 [================>.............] - ETA: 0s - loss: 0.1036 - accuracy: 0.96483550/5752 [=================>............] - ETA: 0s - loss: 0.1030 - accuracy: 0.96543700/5752 [==================>...........] - ETA: 0s - loss: 0.1044 - accuracy: 0.96413950/5752 [===================>..........] - ETA: 0s - loss: 0.1053 - accuracy: 0.96414250/5752 [=====================>........] - ETA: 0s - loss: 0.1017 - accuracy: 0.96544450/5752 [======================>.......] - ETA: 0s - loss: 0.1021 - accuracy: 0.96544700/5752 [=======================>......] - ETA: 0s - loss: 0.1018 - accuracy: 0.96514950/5752 [========================>.....] - ETA: 0s - loss: 0.1002 - accuracy: 0.96555250/5752 [==========================>...] - ETA: 0s - loss: 0.0983 - accuracy: 0.96655500/5752 [===========================>..] - ETA: 0s - loss: 0.0967 - accuracy: 0.96675750/5752 [============================>.] - ETA: 0s - loss: 0.0966 - accuracy: 0.96685752/5752 [==============================] - 1s 243us/sample - loss: 0.0966 - accuracy: 0.9668
Epoch 7/20
50/5752 [..............................] - ETA: 1s - loss: 0.0847 - accuracy: 0.9800 250/5752 [>.............................] - ETA: 1s - loss: 0.1343 - accuracy: 0.9480 450/5752 [=>............................] - ETA: 1s - loss: 0.1461 - accuracy: 0.9467 650/5752 [==>...........................] - ETA: 1s - loss: 0.1444 - accuracy: 0.9477 850/5752 [===>..........................] - ETA: 1s - loss: 0.1410 - accuracy: 0.94471050/5752 [====>.........................] - ETA: 1s - loss: 0.1344 - accuracy: 0.94671300/5752 [=====>........................] - ETA: 1s - loss: 0.1278 - accuracy: 0.95001450/5752 [======>.......................] - ETA: 1s - loss: 0.1207 - accuracy: 0.95241600/5752 [=======>......................] - ETA: 1s - loss: 0.1175 - accuracy: 0.95381800/5752 [========>.....................] - ETA: 1s - loss: 0.1109 - accuracy: 0.95612050/5752 [=========>....................] - ETA: 1s - loss: 0.1051 - accuracy: 0.95852300/5752 [==========>...................] - ETA: 0s - loss: 0.1007 - accuracy: 0.96092550/5752 [============>.................] - ETA: 0s - loss: 0.1048 - accuracy: 0.96042800/5752 [=============>................] - ETA: 0s - loss: 0.1008 - accuracy: 0.96293000/5752 [==============>...............] - ETA: 0s - loss: 0.0977 - accuracy: 0.96473200/5752 [===============>..............] - ETA: 0s - loss: 0.0955 - accuracy: 0.96593450/5752 [================>.............] - ETA: 0s - loss: 0.0964 - accuracy: 0.96553700/5752 [==================>...........] - ETA: 0s - loss: 0.0959 - accuracy: 0.96573850/5752 [===================>..........] - ETA: 0s - loss: 0.0966 - accuracy: 0.96554050/5752 [====================>.........] - ETA: 0s - loss: 0.0979 - accuracy: 0.96494300/5752 [=====================>........] - ETA: 0s - loss: 0.0960 - accuracy: 0.96564550/5752 [======================>.......] - ETA: 0s - loss: 0.0948 - accuracy: 0.96594800/5752 [========================>.....] - ETA: 0s - loss: 0.0932 - accuracy: 0.96635100/5752 [=========================>....] - ETA: 0s - loss: 0.0911 - accuracy: 0.96715250/5752 [==========================>...] - ETA: 0s - loss: 0.0905 - accuracy: 0.96745450/5752 [===========================>..] - ETA: 0s - loss: 0.0906 - accuracy: 0.96665650/5752 [============================>.] - ETA: 0s - loss: 0.0904 - accuracy: 0.96715752/5752 [==============================] - 2s 269us/sample - loss: 0.0902 - accuracy: 0.9668
Epoch 8/20
50/5752 [..............................] - ETA: 1s - loss: 0.0541 - accuracy: 0.9800 300/5752 [>.............................] - ETA: 1s - loss: 0.0449 - accuracy: 0.9867 600/5752 [==>...........................] - ETA: 1s - loss: 0.0591 - accuracy: 0.9767 850/5752 [===>..........................] - ETA: 1s - loss: 0.0598 - accuracy: 0.97761050/5752 [====>.........................] - ETA: 1s - loss: 0.0636 - accuracy: 0.97521250/5752 [=====>........................] - ETA: 1s - loss: 0.0779 - accuracy: 0.97361400/5752 [======>.......................] - ETA: 1s - loss: 0.0762 - accuracy: 0.97501600/5752 [=======>......................] - ETA: 1s - loss: 0.0723 - accuracy: 0.97621800/5752 [========>.....................] - ETA: 1s - loss: 0.0698 - accuracy: 0.97721950/5752 [=========>....................] - ETA: 1s - loss: 0.0751 - accuracy: 0.97592150/5752 [==========>...................] - ETA: 0s - loss: 0.0774 - accuracy: 0.97492400/5752 [===========>..................] - ETA: 0s - loss: 0.0794 - accuracy: 0.97292600/5752 [============>.................] - ETA: 0s - loss: 0.0799 - accuracy: 0.97272800/5752 [=============>................] - ETA: 0s - loss: 0.0789 - accuracy: 0.97323000/5752 [==============>...............] - ETA: 0s - loss: 0.0808 - accuracy: 0.97273200/5752 [===============>..............] - ETA: 0s - loss: 0.0793 - accuracy: 0.97343400/5752 [================>.............] - ETA: 0s - loss: 0.0800 - accuracy: 0.97323600/5752 [=================>............] - ETA: 0s - loss: 0.0774 - accuracy: 0.97443800/5752 [==================>...........] - ETA: 0s - loss: 0.0764 - accuracy: 0.97474000/5752 [===================>..........] - ETA: 0s - loss: 0.0751 - accuracy: 0.97454200/5752 [====================>.........] - ETA: 0s - loss: 0.0762 - accuracy: 0.97384400/5752 [=====================>........] - ETA: 0s - loss: 0.0757 - accuracy: 0.97364600/5752 [======================>.......] - ETA: 0s - loss: 0.0760 - accuracy: 0.97334850/5752 [========================>.....] - ETA: 0s - loss: 0.0782 - accuracy: 0.97265050/5752 [=========================>....] - ETA: 0s - loss: 0.0761 - accuracy: 0.97335300/5752 [==========================>...] - ETA: 0s - loss: 0.0769 - accuracy: 0.97305600/5752 [============================>.] - ETA: 0s - loss: 0.0763 - accuracy: 0.97325752/5752 [==============================] - 2s 267us/sample - loss: 0.0768 - accuracy: 0.9731
Epoch 9/20
50/5752 [..............................] - ETA: 0s - loss: 0.0252 - accuracy: 1.0000 300/5752 [>.............................] - ETA: 1s - loss: 0.0540 - accuracy: 0.9833 550/5752 [=>............................] - ETA: 1s - loss: 0.0748 - accuracy: 0.9800 800/5752 [===>..........................] - ETA: 1s - loss: 0.0713 - accuracy: 0.97501100/5752 [====>.........................] - ETA: 1s - loss: 0.0766 - accuracy: 0.97361350/5752 [======>.......................] - ETA: 0s - loss: 0.0720 - accuracy: 0.97481600/5752 [=======>......................] - ETA: 0s - loss: 0.0667 - accuracy: 0.97621850/5752 [========>.....................] - ETA: 0s - loss: 0.0738 - accuracy: 0.97302100/5752 [=========>....................] - ETA: 0s - loss: 0.0730 - accuracy: 0.97332350/5752 [===========>..................] - ETA: 0s - loss: 0.0742 - accuracy: 0.97232550/5752 [============>.................] - ETA: 0s - loss: 0.0751 - accuracy: 0.97222800/5752 [=============>................] - ETA: 0s - loss: 0.0745 - accuracy: 0.97213100/5752 [===============>..............] - ETA: 0s - loss: 0.0701 - accuracy: 0.97423350/5752 [================>.............] - ETA: 0s - loss: 0.0699 - accuracy: 0.97403600/5752 [=================>............] - ETA: 0s - loss: 0.0698 - accuracy: 0.97473850/5752 [===================>..........] - ETA: 0s - loss: 0.0717 - accuracy: 0.97304100/5752 [====================>.........] - ETA: 0s - loss: 0.0718 - accuracy: 0.97294300/5752 [=====================>........] - ETA: 0s - loss: 0.0739 - accuracy: 0.97264500/5752 [======================>.......] - ETA: 0s - loss: 0.0728 - accuracy: 0.97314700/5752 [=======================>......] - ETA: 0s - loss: 0.0740 - accuracy: 0.97214950/5752 [========================>.....] - ETA: 0s - loss: 0.0733 - accuracy: 0.97235200/5752 [==========================>...] - ETA: 0s - loss: 0.0722 - accuracy: 0.97295500/5752 [===========================>..] - ETA: 0s - loss: 0.0724 - accuracy: 0.97295752/5752 [==============================] - 1s 233us/sample - loss: 0.0733 - accuracy: 0.9725
Epoch 10/20
50/5752 [..............................] - ETA: 0s - loss: 0.0283 - accuracy: 1.0000 300/5752 [>.............................] - ETA: 1s - loss: 0.0796 - accuracy: 0.9733 550/5752 [=>............................] - ETA: 1s - loss: 0.0819 - accuracy: 0.9709 750/5752 [==>...........................] - ETA: 1s - loss: 0.0739 - accuracy: 0.97601050/5752 [====>.........................] - ETA: 1s - loss: 0.0825 - accuracy: 0.97141300/5752 [=====>........................] - ETA: 1s - loss: 0.0829 - accuracy: 0.97081550/5752 [=======>......................] - ETA: 0s - loss: 0.0780 - accuracy: 0.97351900/5752 [========>.....................] - ETA: 0s - loss: 0.0733 - accuracy: 0.97472250/5752 [==========>...................] - ETA: 0s - loss: 0.0667 - accuracy: 0.97732550/5752 [============>.................] - ETA: 0s - loss: 0.0694 - accuracy: 0.97652850/5752 [=============>................] - ETA: 0s - loss: 0.0680 - accuracy: 0.97613100/5752 [===============>..............] - ETA: 0s - loss: 0.0684 - accuracy: 0.97553400/5752 [================>.............] - ETA: 0s - loss: 0.0694 - accuracy: 0.97563650/5752 [==================>...........] - ETA: 0s - loss: 0.0679 - accuracy: 0.97563950/5752 [===================>..........] - ETA: 0s - loss: 0.0669 - accuracy: 0.97594250/5752 [=====================>........] - ETA: 0s - loss: 0.0654 - accuracy: 0.97654550/5752 [======================>.......] - ETA: 0s - loss: 0.0691 - accuracy: 0.97434800/5752 [========================>.....] - ETA: 0s - loss: 0.0686 - accuracy: 0.97485100/5752 [=========================>....] - ETA: 0s - loss: 0.0675 - accuracy: 0.97535350/5752 [==========================>...] - ETA: 0s - loss: 0.0685 - accuracy: 0.97505650/5752 [============================>.] - ETA: 0s - loss: 0.0678 - accuracy: 0.97525752/5752 [==============================] - 1s 204us/sample - loss: 0.0682 - accuracy: 0.9753
Epoch 11/20
50/5752 [..............................] - ETA: 1s - loss: 0.0574 - accuracy: 0.9800 350/5752 [>.............................] - ETA: 0s - loss: 0.2909 - accuracy: 0.9229 650/5752 [==>...........................] - ETA: 0s - loss: 0.2648 - accuracy: 0.90921050/5752 [====>.........................] - ETA: 0s - loss: 0.2170 - accuracy: 0.92291300/5752 [=====>........................] - ETA: 0s - loss: 0.1965 - accuracy: 0.93001650/5752 [=======>......................] - ETA: 0s - loss: 0.1768 - accuracy: 0.93761900/5752 [========>.....................] - ETA: 0s - loss: 0.1663 - accuracy: 0.94212150/5752 [==========>...................] - ETA: 0s - loss: 0.1575 - accuracy: 0.94472350/5752 [===========>..................] - ETA: 0s - loss: 0.1487 - accuracy: 0.94852500/5752 [============>.................] - ETA: 0s - loss: 0.1433 - accuracy: 0.95082750/5752 [=============>................] - ETA: 0s - loss: 0.1403 - accuracy: 0.95162950/5752 [==============>...............] - ETA: 0s - loss: 0.1360 - accuracy: 0.95363200/5752 [===============>..............] - ETA: 0s - loss: 0.1296 - accuracy: 0.95633500/5752 [=================>............] - ETA: 0s - loss: 0.1247 - accuracy: 0.95803750/5752 [==================>...........] - ETA: 0s - loss: 0.1233 - accuracy: 0.95894050/5752 [====================>.........] - ETA: 0s - loss: 0.1206 - accuracy: 0.95904250/5752 [=====================>........] - ETA: 0s - loss: 0.1208 - accuracy: 0.95884450/5752 [======================>.......] - ETA: 0s - loss: 0.1207 - accuracy: 0.95894650/5752 [=======================>......] - ETA: 0s - loss: 0.1192 - accuracy: 0.95944900/5752 [========================>.....] - ETA: 0s - loss: 0.1157 - accuracy: 0.96005150/5752 [=========================>....] - ETA: 0s - loss: 0.1154 - accuracy: 0.96025350/5752 [==========================>...] - ETA: 0s - loss: 0.1158 - accuracy: 0.95985600/5752 [============================>.] - ETA: 0s - loss: 0.1136 - accuracy: 0.96045752/5752 [==============================] - 1s 227us/sample - loss: 0.1119 - accuracy: 0.9605
Epoch 12/20
50/5752 [..............................] - ETA: 0s - loss: 0.0703 - accuracy: 0.9600 200/5752 [>.............................] - ETA: 1s - loss: 0.0747 - accuracy: 0.9700 500/5752 [=>............................] - ETA: 1s - loss: 0.0747 - accuracy: 0.9740 750/5752 [==>...........................] - ETA: 1s - loss: 0.0798 - accuracy: 0.97331000/5752 [====>.........................] - ETA: 1s - loss: 0.0750 - accuracy: 0.97301300/5752 [=====>........................] - ETA: 0s - loss: 0.0719 - accuracy: 0.97381600/5752 [=======>......................] - ETA: 0s - loss: 0.0792 - accuracy: 0.97191900/5752 [========>.....................] - ETA: 0s - loss: 0.0814 - accuracy: 0.96952150/5752 [==========>...................] - ETA: 0s - loss: 0.0819 - accuracy: 0.96882400/5752 [===========>..................] - ETA: 0s - loss: 0.0827 - accuracy: 0.96882650/5752 [============>.................] - ETA: 0s - loss: 0.0805 - accuracy: 0.97062950/5752 [==============>...............] - ETA: 0s - loss: 0.0774 - accuracy: 0.97223250/5752 [===============>..............] - ETA: 0s - loss: 0.0796 - accuracy: 0.97263550/5752 [=================>............] - ETA: 0s - loss: 0.0753 - accuracy: 0.97463800/5752 [==================>...........] - ETA: 0s - loss: 0.0763 - accuracy: 0.97454050/5752 [====================>.........] - ETA: 0s - loss: 0.0745 - accuracy: 0.97534350/5752 [=====================>........] - ETA: 0s - loss: 0.0729 - accuracy: 0.97564650/5752 [=======================>......] - ETA: 0s - loss: 0.0742 - accuracy: 0.97464900/5752 [========================>.....] - ETA: 0s - loss: 0.0752 - accuracy: 0.97475200/5752 [==========================>...] - ETA: 0s - loss: 0.0749 - accuracy: 0.97485450/5752 [===========================>..] - ETA: 0s - loss: 0.0739 - accuracy: 0.97495700/5752 [============================>.] - ETA: 0s - loss: 0.0735 - accuracy: 0.97465752/5752 [==============================] - 1s 208us/sample - loss: 0.0730 - accuracy: 0.9748
Epoch 13/20
50/5752 [..............................] - ETA: 1s - loss: 0.0576 - accuracy: 0.9800 350/5752 [>.............................] - ETA: 1s - loss: 0.0545 - accuracy: 0.9829 600/5752 [==>...........................] - ETA: 1s - loss: 0.0425 - accuracy: 0.9883 850/5752 [===>..........................] - ETA: 0s - loss: 0.0579 - accuracy: 0.98241150/5752 [====>.........................] - ETA: 0s - loss: 0.0604 - accuracy: 0.97911450/5752 [======>.......................] - ETA: 0s - loss: 0.0615 - accuracy: 0.98001700/5752 [=======>......................] - ETA: 0s - loss: 0.0613 - accuracy: 0.97821950/5752 [=========>....................] - ETA: 0s - loss: 0.0637 - accuracy: 0.97742250/5752 [==========>...................] - ETA: 0s - loss: 0.0662 - accuracy: 0.97562550/5752 [============>.................] - ETA: 0s - loss: 0.0662 - accuracy: 0.97492850/5752 [=============>................] - ETA: 0s - loss: 0.0670 - accuracy: 0.97513150/5752 [===============>..............] - ETA: 0s - loss: 0.0679 - accuracy: 0.97523450/5752 [================>.............] - ETA: 0s - loss: 0.0734 - accuracy: 0.97283700/5752 [==================>...........] - ETA: 0s - loss: 0.0727 - accuracy: 0.97323950/5752 [===================>..........] - ETA: 0s - loss: 0.0740 - accuracy: 0.97244250/5752 [=====================>........] - ETA: 0s - loss: 0.0735 - accuracy: 0.97274550/5752 [======================>.......] - ETA: 0s - loss: 0.0699 - accuracy: 0.97434850/5752 [========================>.....] - ETA: 0s - loss: 0.0699 - accuracy: 0.97425100/5752 [=========================>....] - ETA: 0s - loss: 0.0693 - accuracy: 0.97455350/5752 [==========================>...] - ETA: 0s - loss: 0.0720 - accuracy: 0.97385650/5752 [============================>.] - ETA: 0s - loss: 0.0730 - accuracy: 0.97315752/5752 [==============================] - 1s 205us/sample - loss: 0.0722 - accuracy: 0.9736
Epoch 14/20
50/5752 [..............................] - ETA: 1s - loss: 0.0351 - accuracy: 0.9800 250/5752 [>.............................] - ETA: 1s - loss: 0.0539 - accuracy: 0.9760 450/5752 [=>............................] - ETA: 1s - loss: 0.0427 - accuracy: 0.9844 650/5752 [==>...........................] - ETA: 1s - loss: 0.0532 - accuracy: 0.9800 850/5752 [===>..........................] - ETA: 1s - loss: 0.0573 - accuracy: 0.97881100/5752 [====>.........................] - ETA: 1s - loss: 0.0622 - accuracy: 0.97551300/5752 [=====>........................] - ETA: 1s - loss: 0.0603 - accuracy: 0.97771550/5752 [=======>......................] - ETA: 1s - loss: 0.0573 - accuracy: 0.97811850/5752 [========>.....................] - ETA: 0s - loss: 0.0571 - accuracy: 0.97842100/5752 [=========>....................] - ETA: 0s - loss: 0.0586 - accuracy: 0.97862350/5752 [===========>..................] - ETA: 0s - loss: 0.0555 - accuracy: 0.97962650/5752 [============>.................] - ETA: 0s - loss: 0.0550 - accuracy: 0.97922900/5752 [==============>...............] - ETA: 0s - loss: 0.0562 - accuracy: 0.97903150/5752 [===============>..............] - ETA: 0s - loss: 0.0589 - accuracy: 0.97783450/5752 [================>.............] - ETA: 0s - loss: 0.0590 - accuracy: 0.97773600/5752 [=================>............] - ETA: 0s - loss: 0.0638 - accuracy: 0.97673900/5752 [===================>..........] - ETA: 0s - loss: 0.0645 - accuracy: 0.97674150/5752 [====================>.........] - ETA: 0s - loss: 0.0654 - accuracy: 0.97664350/5752 [=====================>........] - ETA: 0s - loss: 0.0647 - accuracy: 0.97704550/5752 [======================>.......] - ETA: 0s - loss: 0.0638 - accuracy: 0.97714750/5752 [=======================>......] - ETA: 0s - loss: 0.0636 - accuracy: 0.97774900/5752 [========================>.....] - ETA: 0s - loss: 0.0630 - accuracy: 0.97785200/5752 [==========================>...] - ETA: 0s - loss: 0.0654 - accuracy: 0.97635450/5752 [===========================>..] - ETA: 0s - loss: 0.0654 - accuracy: 0.97615700/5752 [============================>.] - ETA: 0s - loss: 0.0669 - accuracy: 0.97605752/5752 [==============================] - 1s 243us/sample - loss: 0.0671 - accuracy: 0.9757
Epoch 15/20
50/5752 [..............................] - ETA: 2s - loss: 0.1074 - accuracy: 0.9600 250/5752 [>.............................] - ETA: 2s - loss: 0.0763 - accuracy: 0.9680 500/5752 [=>............................] - ETA: 1s - loss: 0.0646 - accuracy: 0.9740 650/5752 [==>...........................] - ETA: 1s - loss: 0.0716 - accuracy: 0.9677 850/5752 [===>..........................] - ETA: 1s - loss: 0.0681 - accuracy: 0.96941050/5752 [====>.........................] - ETA: 1s - loss: 0.0590 - accuracy: 0.97331250/5752 [=====>........................] - ETA: 1s - loss: 0.0558 - accuracy: 0.97441500/5752 [======>.......................] - ETA: 1s - loss: 0.0591 - accuracy: 0.97401800/5752 [========>.....................] - ETA: 1s - loss: 0.0568 - accuracy: 0.97392100/5752 [=========>....................] - ETA: 0s - loss: 0.0619 - accuracy: 0.97192300/5752 [==========>...................] - ETA: 0s - loss: 0.0634 - accuracy: 0.97092550/5752 [============>.................] - ETA: 0s - loss: 0.0604 - accuracy: 0.97252750/5752 [=============>................] - ETA: 0s - loss: 0.0611 - accuracy: 0.97272950/5752 [==============>...............] - ETA: 0s - loss: 0.0611 - accuracy: 0.97223150/5752 [===============>..............] - ETA: 0s - loss: 0.0602 - accuracy: 0.97273400/5752 [================>.............] - ETA: 0s - loss: 0.0593 - accuracy: 0.97353750/5752 [==================>...........] - ETA: 0s - loss: 0.0613 - accuracy: 0.97413950/5752 [===================>..........] - ETA: 0s - loss: 0.0608 - accuracy: 0.97424200/5752 [====================>.........] - ETA: 0s - loss: 0.0622 - accuracy: 0.97434400/5752 [=====================>........] - ETA: 0s - loss: 0.0639 - accuracy: 0.97394600/5752 [======================>.......] - ETA: 0s - loss: 0.0644 - accuracy: 0.97394800/5752 [========================>.....] - ETA: 0s - loss: 0.0657 - accuracy: 0.97355000/5752 [=========================>....] - ETA: 0s - loss: 0.0659 - accuracy: 0.97405250/5752 [==========================>...] - ETA: 0s - loss: 0.0661 - accuracy: 0.97415550/5752 [===========================>..] - ETA: 0s - loss: 0.0649 - accuracy: 0.97515752/5752 [==============================] - 1s 253us/sample - loss: 0.0664 - accuracy: 0.9744
Epoch 16/20
50/5752 [..............................] - ETA: 0s - loss: 0.0349 - accuracy: 0.9800 300/5752 [>.............................] - ETA: 1s - loss: 0.0699 - accuracy: 0.9700 550/5752 [=>............................] - ETA: 1s - loss: 0.0775 - accuracy: 0.9673 850/5752 [===>..........................] - ETA: 1s - loss: 0.0686 - accuracy: 0.97291100/5752 [====>.........................] - ETA: 1s - loss: 0.0685 - accuracy: 0.97361350/5752 [======>.......................] - ETA: 0s - loss: 0.0712 - accuracy: 0.97261600/5752 [=======>......................] - ETA: 0s - loss: 0.0744 - accuracy: 0.97061800/5752 [========>.....................] - ETA: 0s - loss: 0.0701 - accuracy: 0.97222000/5752 [=========>....................] - ETA: 0s - loss: 0.0697 - accuracy: 0.97202250/5752 [==========>...................] - ETA: 0s - loss: 0.0682 - accuracy: 0.97382550/5752 [============>.................] - ETA: 0s - loss: 0.0701 - accuracy: 0.97372850/5752 [=============>................] - ETA: 0s - loss: 0.0689 - accuracy: 0.97373000/5752 [==============>...............] - ETA: 0s - loss: 0.0670 - accuracy: 0.97473250/5752 [===============>..............] - ETA: 0s - loss: 0.0657 - accuracy: 0.97513400/5752 [================>.............] - ETA: 0s - loss: 0.0636 - accuracy: 0.97593650/5752 [==================>...........] - ETA: 0s - loss: 0.0622 - accuracy: 0.97643900/5752 [===================>..........] - ETA: 0s - loss: 0.0618 - accuracy: 0.97594150/5752 [====================>.........] - ETA: 0s - loss: 0.0606 - accuracy: 0.97694400/5752 [=====================>........] - ETA: 0s - loss: 0.0605 - accuracy: 0.97704650/5752 [=======================>......] - ETA: 0s - loss: 0.0597 - accuracy: 0.97764900/5752 [========================>.....] - ETA: 0s - loss: 0.0629 - accuracy: 0.97655150/5752 [=========================>....] - ETA: 0s - loss: 0.0627 - accuracy: 0.97635450/5752 [===========================>..] - ETA: 0s - loss: 0.0617 - accuracy: 0.97695600/5752 [============================>.] - ETA: 0s - loss: 0.0614 - accuracy: 0.97705752/5752 [==============================] - 1s 241us/sample - loss: 0.0625 - accuracy: 0.9771
Epoch 17/20
50/5752 [..............................] - ETA: 1s - loss: 0.0635 - accuracy: 0.9800 350/5752 [>.............................] - ETA: 1s - loss: 0.0397 - accuracy: 0.9857 550/5752 [=>............................] - ETA: 1s - loss: 0.0418 - accuracy: 0.9836 750/5752 [==>...........................] - ETA: 1s - loss: 0.0459 - accuracy: 0.9827 950/5752 [===>..........................] - ETA: 1s - loss: 0.0452 - accuracy: 0.98211150/5752 [====>.........................] - ETA: 1s - loss: 0.0408 - accuracy: 0.98431350/5752 [======>.......................] - ETA: 1s - loss: 0.0514 - accuracy: 0.98071550/5752 [=======>......................] - ETA: 1s - loss: 0.0520 - accuracy: 0.98001800/5752 [========>.....................] - ETA: 1s - loss: 0.0524 - accuracy: 0.98062050/5752 [=========>....................] - ETA: 0s - loss: 0.0557 - accuracy: 0.98002250/5752 [==========>...................] - ETA: 0s - loss: 0.0538 - accuracy: 0.98132450/5752 [===========>..................] - ETA: 0s - loss: 0.0524 - accuracy: 0.98162700/5752 [=============>................] - ETA: 0s - loss: 0.0521 - accuracy: 0.98153000/5752 [==============>...............] - ETA: 0s - loss: 0.0526 - accuracy: 0.98033250/5752 [===============>..............] - ETA: 0s - loss: 0.0516 - accuracy: 0.98093450/5752 [================>.............] - ETA: 0s - loss: 0.0517 - accuracy: 0.98063650/5752 [==================>...........] - ETA: 0s - loss: 0.0525 - accuracy: 0.98003900/5752 [===================>..........] - ETA: 0s - loss: 0.0519 - accuracy: 0.98034100/5752 [====================>.........] - ETA: 0s - loss: 0.0524 - accuracy: 0.98004300/5752 [=====================>........] - ETA: 0s - loss: 0.0538 - accuracy: 0.97914500/5752 [======================>.......] - ETA: 0s - loss: 0.0552 - accuracy: 0.97844700/5752 [=======================>......] - ETA: 0s - loss: 0.0547 - accuracy: 0.97944900/5752 [========================>.....] - ETA: 0s - loss: 0.0554 - accuracy: 0.97925100/5752 [=========================>....] - ETA: 0s - loss: 0.0553 - accuracy: 0.97905300/5752 [==========================>...] - ETA: 0s - loss: 0.0564 - accuracy: 0.97895500/5752 [===========================>..] - ETA: 0s - loss: 0.0566 - accuracy: 0.97875752/5752 [==============================] - 2s 263us/sample - loss: 0.0578 - accuracy: 0.9781
Epoch 18/20
50/5752 [..............................] - ETA: 1s - loss: 0.0087 - accuracy: 1.0000 350/5752 [>.............................] - ETA: 1s - loss: 0.0511 - accuracy: 0.9771 650/5752 [==>...........................] - ETA: 1s - loss: 0.0486 - accuracy: 0.9800 950/5752 [===>..........................] - ETA: 0s - loss: 0.0484 - accuracy: 0.97891150/5752 [====>.........................] - ETA: 0s - loss: 0.0479 - accuracy: 0.97911400/5752 [======>.......................] - ETA: 0s - loss: 0.0483 - accuracy: 0.97931650/5752 [=======>......................] - ETA: 0s - loss: 0.0529 - accuracy: 0.97821850/5752 [========>.....................] - ETA: 0s - loss: 0.0522 - accuracy: 0.97732050/5752 [=========>....................] - ETA: 0s - loss: 0.0561 - accuracy: 0.97662250/5752 [==========>...................] - ETA: 0s - loss: 0.0558 - accuracy: 0.97732500/5752 [============>.................] - ETA: 0s - loss: 0.0590 - accuracy: 0.97602700/5752 [=============>................] - ETA: 0s - loss: 0.0604 - accuracy: 0.97632950/5752 [==============>...............] - ETA: 0s - loss: 0.0599 - accuracy: 0.97633200/5752 [===============>..............] - ETA: 0s - loss: 0.0573 - accuracy: 0.97753350/5752 [================>.............] - ETA: 0s - loss: 0.0580 - accuracy: 0.97643550/5752 [=================>............] - ETA: 0s - loss: 0.0568 - accuracy: 0.97753750/5752 [==================>...........] - ETA: 0s - loss: 0.0578 - accuracy: 0.97713950/5752 [===================>..........] - ETA: 0s - loss: 0.0583 - accuracy: 0.97704250/5752 [=====================>........] - ETA: 0s - loss: 0.0562 - accuracy: 0.97844500/5752 [======================>.......] - ETA: 0s - loss: 0.0582 - accuracy: 0.97784750/5752 [=======================>......] - ETA: 0s - loss: 0.0580 - accuracy: 0.97795000/5752 [=========================>....] - ETA: 0s - loss: 0.0590 - accuracy: 0.97765300/5752 [==========================>...] - ETA: 0s - loss: 0.0582 - accuracy: 0.97755550/5752 [===========================>..] - ETA: 0s - loss: 0.0578 - accuracy: 0.97775752/5752 [==============================] - 1s 242us/sample - loss: 0.0575 - accuracy: 0.9777
Epoch 19/20
50/5752 [..............................] - ETA: 1s - loss: 0.1141 - accuracy: 0.9600 300/5752 [>.............................] - ETA: 1s - loss: 0.0615 - accuracy: 0.9767 500/5752 [=>............................] - ETA: 1s - loss: 0.0488 - accuracy: 0.9820 750/5752 [==>...........................] - ETA: 1s - loss: 0.0491 - accuracy: 0.98001000/5752 [====>.........................] - ETA: 1s - loss: 0.0482 - accuracy: 0.98001300/5752 [=====>........................] - ETA: 0s - loss: 0.0496 - accuracy: 0.98001700/5752 [=======>......................] - ETA: 0s - loss: 0.0454 - accuracy: 0.98182050/5752 [=========>....................] - ETA: 0s - loss: 0.0509 - accuracy: 0.97852350/5752 [===========>..................] - ETA: 0s - loss: 0.0545 - accuracy: 0.97742650/5752 [============>.................] - ETA: 0s - loss: 0.0540 - accuracy: 0.97772900/5752 [==============>...............] - ETA: 0s - loss: 0.0530 - accuracy: 0.97833150/5752 [===============>..............] - ETA: 0s - loss: 0.0528 - accuracy: 0.97843450/5752 [================>.............] - ETA: 0s - loss: 0.0541 - accuracy: 0.97773700/5752 [==================>...........] - ETA: 0s - loss: 0.0544 - accuracy: 0.97783900/5752 [===================>..........] - ETA: 0s - loss: 0.0542 - accuracy: 0.97774150/5752 [====================>.........] - ETA: 0s - loss: 0.0540 - accuracy: 0.97764400/5752 [=====================>........] - ETA: 0s - loss: 0.0527 - accuracy: 0.97844700/5752 [=======================>......] - ETA: 0s - loss: 0.0534 - accuracy: 0.97894950/5752 [========================>.....] - ETA: 0s - loss: 0.0519 - accuracy: 0.97965250/5752 [==========================>...] - ETA: 0s - loss: 0.0533 - accuracy: 0.97925550/5752 [===========================>..] - ETA: 0s - loss: 0.0530 - accuracy: 0.97935752/5752 [==============================] - 1s 199us/sample - loss: 0.0529 - accuracy: 0.9791
Epoch 20/20
50/5752 [..............................] - ETA: 1s - loss: 0.0728 - accuracy: 0.9800 300/5752 [>.............................] - ETA: 1s - loss: 0.0532 - accuracy: 0.9833 550/5752 [=>............................] - ETA: 1s - loss: 0.0480 - accuracy: 0.9800 800/5752 [===>..........................] - ETA: 1s - loss: 0.0483 - accuracy: 0.97871050/5752 [====>.........................] - ETA: 1s - loss: 0.0497 - accuracy: 0.98001300/5752 [=====>........................] - ETA: 0s - loss: 0.0443 - accuracy: 0.98311600/5752 [=======>......................] - ETA: 0s - loss: 0.0463 - accuracy: 0.98191850/5752 [========>.....................] - ETA: 0s - loss: 0.0488 - accuracy: 0.98052100/5752 [=========>....................] - ETA: 0s - loss: 0.0481 - accuracy: 0.98102350/5752 [===========>..................] - ETA: 0s - loss: 0.0456 - accuracy: 0.98172700/5752 [=============>................] - ETA: 0s - loss: 0.0454 - accuracy: 0.98113050/5752 [==============>...............] - ETA: 0s - loss: 0.0469 - accuracy: 0.98103300/5752 [================>.............] - ETA: 0s - loss: 0.0496 - accuracy: 0.97973600/5752 [=================>............] - ETA: 0s - loss: 0.0491 - accuracy: 0.97973850/5752 [===================>..........] - ETA: 0s - loss: 0.0515 - accuracy: 0.97904150/5752 [====================>.........] - ETA: 0s - loss: 0.0505 - accuracy: 0.97934450/5752 [======================>.......] - ETA: 0s - loss: 0.0511 - accuracy: 0.97914700/5752 [=======================>......] - ETA: 0s - loss: 0.0509 - accuracy: 0.97914900/5752 [========================>.....] - ETA: 0s - loss: 0.0498 - accuracy: 0.98005100/5752 [=========================>....] - ETA: 0s - loss: 0.0511 - accuracy: 0.97925300/5752 [==========================>...] - ETA: 0s - loss: 0.0508 - accuracy: 0.97915500/5752 [===========================>..] - ETA: 0s - loss: 0.0514 - accuracy: 0.97895750/5752 [============================>.] - ETA: 0s - loss: 0.0513 - accuracy: 0.97885752/5752 [==============================] - 1s 215us/sample - loss: 0.0513 - accuracy: 0.9788
Test loss: 0.08785544213093104
Test accuracy: 0.967433
TOTAL BENİM HESAPLADIĞIM ACCURACY = 97.23