-
Notifications
You must be signed in to change notification settings - Fork 0
/
Copy pathtrain1.log
604 lines (604 loc) · 38.7 KB
/
train1.log
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
428
429
430
431
432
433
434
435
436
437
438
439
440
441
442
443
444
445
446
447
448
449
450
451
452
453
454
455
456
457
458
459
460
461
462
463
464
465
466
467
468
469
470
471
472
473
474
475
476
477
478
479
480
481
482
483
484
485
486
487
488
489
490
491
492
493
494
495
496
497
498
499
500
501
502
503
504
505
506
507
508
509
510
511
512
513
514
515
516
517
518
519
520
521
522
523
524
525
526
527
528
529
530
531
532
533
534
535
536
537
538
539
540
541
542
543
544
545
546
547
548
549
550
551
552
553
554
555
556
557
558
559
560
561
562
563
564
565
566
567
568
569
570
571
572
573
574
575
576
577
578
579
580
581
582
583
584
585
586
587
588
589
590
591
592
593
594
595
596
597
598
599
600
601
602
603
604
Files already downloaded and verified
Files already downloaded and verified
Start Training 100 EPOCHs
Epoch 0: [39/195] Time 6.0231 Loss 1.9375 (2.9344) Prec@1 28.906 (24.980)
Epoch 0: [78/195] Time 3.0710 Loss 1.7483 (2.3464) Prec@1 37.500 (30.534)
Epoch 0: [117/195] Time 3.0699 Loss 1.6590 (2.1188) Prec@1 42.578 (33.400)
Epoch 0: [156/195] Time 3.0785 Loss 1.6690 (1.9883) Prec@1 41.406 (35.650)
Epoch 0: [195/195] Time 3.0743 Loss 1.7737 (1.8887) Prec@1 46.875 (37.768)
* Prec@1 46.865
Epoch 1: [39/195] Time 3.3089 Loss 1.4763 (1.4743) Prec@1 46.484 (47.586)
Epoch 1: [78/195] Time 3.0746 Loss 1.4484 (1.4570) Prec@1 47.656 (48.242)
Epoch 1: [117/195] Time 3.0891 Loss 1.2468 (1.4359) Prec@1 53.906 (49.038)
Epoch 1: [156/195] Time 3.1106 Loss 1.1980 (1.4060) Prec@1 53.906 (49.987)
Epoch 1: [195/195] Time 3.1018 Loss 1.1929 (1.3797) Prec@1 57.812 (50.807)
* Prec@1 56.540
Epoch 2: [39/195] Time 3.3259 Loss 1.3330 (1.2218) Prec@1 58.203 (56.941)
Epoch 2: [78/195] Time 3.0922 Loss 1.2421 (1.2035) Prec@1 54.688 (57.447)
Epoch 2: [117/195] Time 3.1079 Loss 1.1595 (1.1911) Prec@1 58.984 (57.806)
Epoch 2: [156/195] Time 3.1367 Loss 1.1011 (1.1782) Prec@1 63.281 (58.131)
Epoch 2: [195/195] Time 3.1213 Loss 1.1280 (1.1654) Prec@1 58.203 (58.590)
* Prec@1 64.133
Epoch 3: [39/195] Time 3.3249 Loss 1.2069 (1.0981) Prec@1 58.203 (60.857)
Epoch 3: [78/195] Time 3.1077 Loss 0.9180 (1.0749) Prec@1 68.359 (62.210)
Epoch 3: [117/195] Time 3.1046 Loss 0.8745 (1.0586) Prec@1 64.844 (62.867)
Epoch 3: [156/195] Time 3.1327 Loss 0.9678 (1.0442) Prec@1 69.141 (63.244)
Epoch 3: [195/195] Time 3.1199 Loss 0.9830 (1.0352) Prec@1 67.578 (63.654)
* Prec@1 65.745
Epoch 4: [39/195] Time 3.3222 Loss 0.9960 (0.9827) Prec@1 66.406 (65.885)
Epoch 4: [78/195] Time 3.1164 Loss 1.0252 (0.9675) Prec@1 63.672 (66.241)
Epoch 4: [117/195] Time 3.1174 Loss 0.9664 (0.9466) Prec@1 70.312 (66.887)
Epoch 4: [156/195] Time 3.1332 Loss 0.8389 (0.9355) Prec@1 67.969 (67.253)
Epoch 4: [195/195] Time 3.1335 Loss 1.0233 (0.9249) Prec@1 64.062 (67.682)
* Prec@1 68.399
Epoch 5: [39/195] Time 3.3372 Loss 0.8287 (0.8810) Prec@1 71.094 (69.111)
Epoch 5: [78/195] Time 3.1147 Loss 0.9238 (0.8812) Prec@1 67.969 (68.995)
Epoch 5: [117/195] Time 3.1140 Loss 1.0129 (0.8754) Prec@1 66.797 (69.151)
Epoch 5: [156/195] Time 3.1265 Loss 1.0143 (0.8712) Prec@1 68.359 (69.401)
Epoch 5: [195/195] Time 3.1255 Loss 0.7305 (0.8616) Prec@1 74.609 (69.714)
* Prec@1 71.194
Epoch 6: [39/195] Time 3.3549 Loss 0.7906 (0.8001) Prec@1 70.312 (71.975)
Epoch 6: [78/195] Time 3.1113 Loss 0.8048 (0.8092) Prec@1 73.828 (71.760)
Epoch 6: [117/195] Time 3.1334 Loss 0.8663 (0.8009) Prec@1 71.875 (71.965)
Epoch 6: [156/195] Time 3.1101 Loss 0.6831 (0.7959) Prec@1 74.609 (72.073)
Epoch 6: [195/195] Time 3.1125 Loss 0.7902 (0.7931) Prec@1 67.578 (72.091)
* Prec@1 72.196
Epoch 7: [39/195] Time 3.3035 Loss 0.7713 (0.7389) Prec@1 75.391 (74.199)
Epoch 7: [78/195] Time 3.1240 Loss 0.7676 (0.7412) Prec@1 73.047 (74.164)
Epoch 7: [117/195] Time 3.1353 Loss 0.7189 (0.7423) Prec@1 76.172 (74.169)
Epoch 7: [156/195] Time 3.1319 Loss 0.7002 (0.7401) Prec@1 72.266 (74.074)
Epoch 7: [195/195] Time 3.1316 Loss 0.6582 (0.7363) Prec@1 76.953 (74.249)
* Prec@1 74.900
Epoch 8: [39/195] Time 3.3785 Loss 0.6666 (0.6699) Prec@1 79.688 (76.302)
Epoch 8: [78/195] Time 3.1192 Loss 0.7011 (0.6836) Prec@1 75.781 (75.651)
Epoch 8: [117/195] Time 3.1086 Loss 0.7339 (0.6927) Prec@1 72.266 (75.548)
Epoch 8: [156/195] Time 3.1216 Loss 0.6338 (0.6923) Prec@1 77.734 (75.641)
Epoch 8: [195/195] Time 3.1368 Loss 0.7653 (0.6930) Prec@1 73.047 (75.747)
* Prec@1 76.743
Epoch 9: [39/195] Time 3.2839 Loss 0.6043 (0.6816) Prec@1 80.469 (76.402)
Epoch 9: [78/195] Time 3.1220 Loss 0.6211 (0.6703) Prec@1 78.516 (76.542)
Epoch 9: [117/195] Time 3.1118 Loss 0.5509 (0.6677) Prec@1 80.078 (76.653)
Epoch 9: [156/195] Time 3.1094 Loss 0.6838 (0.6643) Prec@1 79.688 (76.903)
Epoch 9: [195/195] Time 3.1400 Loss 0.6871 (0.6649) Prec@1 78.125 (76.855)
* Prec@1 75.561
Epoch 10: [39/195] Time 3.3304 Loss 0.6651 (0.6376) Prec@1 78.516 (77.003)
Epoch 10: [78/195] Time 3.1202 Loss 0.6316 (0.6347) Prec@1 75.000 (77.499)
Epoch 10: [117/195] Time 3.1186 Loss 0.6612 (0.6242) Prec@1 75.781 (77.995)
Epoch 10: [156/195] Time 3.1213 Loss 0.6690 (0.6213) Prec@1 78.125 (78.178)
Epoch 10: [195/195] Time 3.1173 Loss 0.6250 (0.6205) Prec@1 78.125 (78.293)
* Prec@1 78.255
Epoch 11: [39/195] Time 3.3005 Loss 0.5362 (0.5866) Prec@1 82.031 (79.457)
Epoch 11: [78/195] Time 3.1762 Loss 0.6194 (0.5810) Prec@1 78.906 (79.532)
Epoch 11: [117/195] Time 3.1060 Loss 0.5382 (0.5846) Prec@1 79.688 (79.447)
Epoch 11: [156/195] Time 3.1215 Loss 0.6270 (0.5878) Prec@1 80.469 (79.390)
Epoch 11: [195/195] Time 3.1388 Loss 0.5287 (0.5869) Prec@1 81.250 (79.475)
* Prec@1 78.796
Epoch 12: [39/195] Time 3.3217 Loss 0.7674 (0.5615) Prec@1 74.219 (79.908)
Epoch 12: [78/195] Time 3.1508 Loss 0.6063 (0.5751) Prec@1 78.516 (79.763)
Epoch 12: [117/195] Time 3.1137 Loss 0.5176 (0.5727) Prec@1 79.688 (79.905)
Epoch 12: [156/195] Time 3.1169 Loss 0.5788 (0.5687) Prec@1 76.953 (80.073)
Epoch 12: [195/195] Time 3.1192 Loss 0.4762 (0.5696) Prec@1 85.156 (79.994)
* Prec@1 79.417
Epoch 13: [39/195] Time 3.3090 Loss 0.4809 (0.5218) Prec@1 82.031 (81.801)
Epoch 13: [78/195] Time 3.1446 Loss 0.4653 (0.5371) Prec@1 83.984 (81.175)
Epoch 13: [117/195] Time 3.1255 Loss 0.5150 (0.5375) Prec@1 80.469 (81.036)
Epoch 13: [156/195] Time 3.1170 Loss 0.5008 (0.5376) Prec@1 82.031 (81.015)
Epoch 13: [195/195] Time 3.1187 Loss 0.4986 (0.5395) Prec@1 83.203 (81.058)
* Prec@1 79.607
Epoch 14: [39/195] Time 3.3453 Loss 0.4870 (0.5123) Prec@1 82.422 (82.252)
Epoch 14: [78/195] Time 3.1207 Loss 0.4817 (0.5139) Prec@1 82.812 (82.041)
Epoch 14: [117/195] Time 3.1480 Loss 0.4781 (0.5186) Prec@1 83.594 (81.804)
Epoch 14: [156/195] Time 3.1183 Loss 0.4302 (0.5161) Prec@1 81.250 (81.811)
Epoch 14: [195/195] Time 3.1173 Loss 0.6197 (0.5154) Prec@1 75.391 (81.851)
* Prec@1 81.390
Epoch 15: [39/195] Time 3.3055 Loss 0.4769 (0.4817) Prec@1 83.984 (83.023)
Epoch 15: [78/195] Time 3.1097 Loss 0.5677 (0.4925) Prec@1 85.156 (82.868)
Epoch 15: [117/195] Time 3.1139 Loss 0.4729 (0.4945) Prec@1 83.203 (82.833)
Epoch 15: [156/195] Time 3.1102 Loss 0.4818 (0.4953) Prec@1 82.031 (82.825)
Epoch 15: [195/195] Time 3.1071 Loss 0.4467 (0.4925) Prec@1 85.156 (83.003)
* Prec@1 81.861
Epoch 16: [39/195] Time 3.3411 Loss 0.4852 (0.4657) Prec@1 82.422 (83.834)
Epoch 16: [78/195] Time 3.1351 Loss 0.5127 (0.4640) Prec@1 83.594 (83.879)
Epoch 16: [117/195] Time 3.1559 Loss 0.4433 (0.4672) Prec@1 84.375 (83.684)
Epoch 16: [156/195] Time 3.1123 Loss 0.5083 (0.4709) Prec@1 81.250 (83.619)
Epoch 16: [195/195] Time 3.1638 Loss 0.4757 (0.4769) Prec@1 83.203 (83.353)
* Prec@1 82.722
Epoch 17: [39/195] Time 3.2960 Loss 0.3060 (0.4427) Prec@1 87.500 (84.345)
Epoch 17: [78/195] Time 3.1154 Loss 0.4474 (0.4596) Prec@1 84.766 (83.754)
Epoch 17: [117/195] Time 3.1120 Loss 0.4087 (0.4606) Prec@1 85.156 (83.787)
Epoch 17: [156/195] Time 3.1145 Loss 0.5537 (0.4627) Prec@1 82.031 (83.787)
Epoch 17: [195/195] Time 3.1632 Loss 0.4117 (0.4602) Prec@1 87.109 (83.862)
* Prec@1 82.001
Epoch 18: [39/195] Time 3.3300 Loss 0.3655 (0.4261) Prec@1 87.109 (84.786)
Epoch 18: [78/195] Time 3.1112 Loss 0.4060 (0.4344) Prec@1 87.109 (84.706)
Epoch 18: [117/195] Time 3.1842 Loss 0.4351 (0.4324) Prec@1 83.984 (84.849)
Epoch 18: [156/195] Time 3.1050 Loss 0.5009 (0.4359) Prec@1 82.031 (84.763)
Epoch 18: [195/195] Time 3.1083 Loss 0.4172 (0.4422) Prec@1 83.984 (84.575)
* Prec@1 81.901
Epoch 19: [39/195] Time 3.3741 Loss 0.3062 (0.4105) Prec@1 88.672 (85.647)
Epoch 19: [78/195] Time 3.1410 Loss 0.4306 (0.4214) Prec@1 83.203 (85.357)
Epoch 19: [117/195] Time 3.1403 Loss 0.4186 (0.4186) Prec@1 84.375 (85.313)
Epoch 19: [156/195] Time 3.1401 Loss 0.4982 (0.4216) Prec@1 82.812 (85.139)
Epoch 19: [195/195] Time 3.1429 Loss 0.3818 (0.4188) Prec@1 87.109 (85.306)
* Prec@1 83.363
Epoch 20: [39/195] Time 3.3301 Loss 0.4350 (0.3999) Prec@1 85.547 (86.178)
Epoch 20: [78/195] Time 3.1217 Loss 0.4206 (0.4011) Prec@1 85.156 (86.073)
Epoch 20: [117/195] Time 3.1112 Loss 0.3963 (0.4005) Prec@1 85.156 (86.078)
Epoch 20: [156/195] Time 3.1306 Loss 0.4354 (0.4033) Prec@1 86.328 (86.033)
Epoch 20: [195/195] Time 3.1226 Loss 0.4741 (0.4031) Prec@1 83.984 (85.990)
* Prec@1 83.494
Epoch 21: [39/195] Time 3.3335 Loss 0.3785 (0.3797) Prec@1 88.281 (86.478)
Epoch 21: [78/195] Time 3.1066 Loss 0.3485 (0.3836) Prec@1 89.844 (86.273)
Epoch 21: [117/195] Time 3.1311 Loss 0.3731 (0.3836) Prec@1 86.328 (86.372)
Epoch 21: [156/195] Time 3.1717 Loss 0.4509 (0.3902) Prec@1 81.250 (86.230)
Epoch 21: [195/195] Time 3.1257 Loss 0.3626 (0.3933) Prec@1 87.109 (86.156)
* Prec@1 83.744
Epoch 22: [39/195] Time 3.3119 Loss 0.4218 (0.3504) Prec@1 84.766 (87.680)
Epoch 22: [78/195] Time 3.1067 Loss 0.4112 (0.3672) Prec@1 85.156 (87.044)
Epoch 22: [117/195] Time 3.1076 Loss 0.3459 (0.3753) Prec@1 90.234 (86.819)
Epoch 22: [156/195] Time 3.1177 Loss 0.3488 (0.3773) Prec@1 88.281 (86.809)
Epoch 22: [195/195] Time 3.1281 Loss 0.3992 (0.3796) Prec@1 85.938 (86.701)
* Prec@1 83.263
Epoch 23: [39/195] Time 3.3708 Loss 0.3810 (0.3599) Prec@1 87.891 (87.260)
Epoch 23: [78/195] Time 3.1182 Loss 0.3648 (0.3602) Prec@1 86.328 (87.245)
Epoch 23: [117/195] Time 3.1349 Loss 0.3911 (0.3605) Prec@1 87.500 (87.333)
Epoch 23: [156/195] Time 3.2056 Loss 0.3424 (0.3634) Prec@1 85.547 (87.129)
Epoch 23: [195/195] Time 3.1218 Loss 0.4660 (0.3653) Prec@1 82.422 (87.041)
* Prec@1 84.295
Epoch 24: [39/195] Time 3.3027 Loss 0.3601 (0.3318) Prec@1 87.500 (88.181)
Epoch 24: [78/195] Time 3.1178 Loss 0.4076 (0.3399) Prec@1 88.281 (88.066)
Epoch 24: [117/195] Time 3.1090 Loss 0.2873 (0.3432) Prec@1 87.891 (87.747)
Epoch 24: [156/195] Time 3.1098 Loss 0.3540 (0.3431) Prec@1 87.109 (87.795)
Epoch 24: [195/195] Time 3.1262 Loss 0.3617 (0.3434) Prec@1 86.719 (87.784)
* Prec@1 85.026
Epoch 25: [39/195] Time 3.3521 Loss 0.3571 (0.3224) Prec@1 87.109 (88.632)
Epoch 25: [78/195] Time 3.1052 Loss 0.2852 (0.3307) Prec@1 90.625 (88.346)
Epoch 25: [117/195] Time 3.1134 Loss 0.2825 (0.3342) Prec@1 91.797 (88.255)
Epoch 25: [156/195] Time 3.1175 Loss 0.3907 (0.3369) Prec@1 85.156 (88.171)
Epoch 25: [195/195] Time 3.1873 Loss 0.2877 (0.3386) Prec@1 89.844 (88.135)
* Prec@1 84.265
Epoch 26: [39/195] Time 3.4095 Loss 0.3524 (0.3170) Prec@1 89.062 (88.852)
Epoch 26: [78/195] Time 3.1176 Loss 0.3238 (0.3249) Prec@1 90.234 (88.522)
Epoch 26: [117/195] Time 3.1111 Loss 0.4010 (0.3280) Prec@1 86.719 (88.425)
Epoch 26: [156/195] Time 3.1195 Loss 0.4113 (0.3284) Prec@1 86.719 (88.379)
Epoch 26: [195/195] Time 3.1121 Loss 0.4087 (0.3285) Prec@1 84.766 (88.438)
* Prec@1 84.535
Epoch 27: [39/195] Time 3.3693 Loss 0.3487 (0.2874) Prec@1 86.719 (89.804)
Epoch 27: [78/195] Time 3.1168 Loss 0.3009 (0.2968) Prec@1 87.500 (89.478)
Epoch 27: [117/195] Time 3.1300 Loss 0.2662 (0.3017) Prec@1 91.016 (89.376)
Epoch 27: [156/195] Time 3.1358 Loss 0.3394 (0.3056) Prec@1 88.281 (89.263)
Epoch 27: [195/195] Time 3.1217 Loss 0.3856 (0.3104) Prec@1 86.719 (89.069)
* Prec@1 84.756
Epoch 28: [39/195] Time 3.3968 Loss 0.3166 (0.2900) Prec@1 89.844 (89.954)
Epoch 28: [78/195] Time 3.1275 Loss 0.2575 (0.3025) Prec@1 91.406 (89.533)
Epoch 28: [117/195] Time 3.1400 Loss 0.2993 (0.3001) Prec@1 89.844 (89.493)
Epoch 28: [156/195] Time 3.1384 Loss 0.3141 (0.3029) Prec@1 89.062 (89.453)
Epoch 28: [195/195] Time 3.1589 Loss 0.2510 (0.3036) Prec@1 89.453 (89.373)
* Prec@1 85.266
Epoch 29: [39/195] Time 3.2986 Loss 0.2739 (0.2672) Prec@1 90.234 (90.976)
Epoch 29: [78/195] Time 3.1113 Loss 0.3315 (0.2794) Prec@1 85.547 (90.239)
Epoch 29: [117/195] Time 3.1090 Loss 0.2647 (0.2811) Prec@1 90.234 (90.074)
Epoch 29: [156/195] Time 3.1082 Loss 0.2311 (0.2850) Prec@1 90.234 (89.974)
Epoch 29: [195/195] Time 3.1108 Loss 0.2990 (0.2880) Prec@1 89.453 (89.852)
* Prec@1 85.807
Epoch 30: [39/195] Time 3.3326 Loss 0.2820 (0.2695) Prec@1 89.062 (90.575)
Epoch 30: [78/195] Time 3.1692 Loss 0.3457 (0.2753) Prec@1 87.891 (90.405)
Epoch 30: [117/195] Time 3.1345 Loss 0.3419 (0.2767) Prec@1 87.500 (90.301)
Epoch 30: [156/195] Time 3.1078 Loss 0.2996 (0.2781) Prec@1 90.625 (90.287)
Epoch 30: [195/195] Time 3.1090 Loss 0.2433 (0.2822) Prec@1 91.406 (90.172)
* Prec@1 85.557
Epoch 31: [39/195] Time 3.3662 Loss 0.2800 (0.2681) Prec@1 89.844 (90.635)
Epoch 31: [78/195] Time 3.1373 Loss 0.2069 (0.2642) Prec@1 93.359 (90.790)
Epoch 31: [117/195] Time 3.1131 Loss 0.2428 (0.2608) Prec@1 92.578 (90.879)
Epoch 31: [156/195] Time 3.1070 Loss 0.2995 (0.2636) Prec@1 85.547 (90.728)
Epoch 31: [195/195] Time 3.1853 Loss 0.2510 (0.2663) Prec@1 91.406 (90.617)
* Prec@1 86.288
Epoch 32: [39/195] Time 3.3412 Loss 0.3180 (0.2534) Prec@1 88.281 (91.116)
Epoch 32: [78/195] Time 3.1404 Loss 0.3101 (0.2562) Prec@1 88.672 (91.001)
Epoch 32: [117/195] Time 3.1135 Loss 0.2430 (0.2577) Prec@1 90.234 (90.882)
Epoch 32: [156/195] Time 3.1127 Loss 0.2441 (0.2632) Prec@1 91.797 (90.708)
Epoch 32: [195/195] Time 3.1068 Loss 0.2477 (0.2598) Prec@1 91.797 (90.867)
* Prec@1 85.547
Epoch 33: [39/195] Time 3.3779 Loss 0.2233 (0.2348) Prec@1 91.797 (91.476)
Epoch 33: [78/195] Time 3.1220 Loss 0.3177 (0.2353) Prec@1 89.062 (91.531)
Epoch 33: [117/195] Time 3.1145 Loss 0.2919 (0.2398) Prec@1 91.016 (91.453)
Epoch 33: [156/195] Time 3.1208 Loss 0.2847 (0.2470) Prec@1 89.844 (91.223)
Epoch 33: [195/195] Time 3.1449 Loss 0.1769 (0.2492) Prec@1 92.969 (91.190)
* Prec@1 85.727
Epoch 34: [39/195] Time 3.3734 Loss 0.2115 (0.2230) Prec@1 92.578 (92.127)
Epoch 34: [78/195] Time 3.1023 Loss 0.2612 (0.2213) Prec@1 90.625 (92.177)
Epoch 34: [117/195] Time 3.1069 Loss 0.1999 (0.2290) Prec@1 92.578 (91.957)
Epoch 34: [156/195] Time 3.1288 Loss 0.2593 (0.2352) Prec@1 92.578 (91.692)
Epoch 34: [195/195] Time 3.1193 Loss 0.1747 (0.2366) Prec@1 94.141 (91.667)
* Prec@1 85.907
Epoch 35: [39/195] Time 3.3576 Loss 0.1924 (0.2213) Prec@1 92.188 (92.167)
Epoch 35: [78/195] Time 3.1292 Loss 0.2341 (0.2197) Prec@1 92.188 (92.253)
Epoch 35: [117/195] Time 3.1220 Loss 0.2538 (0.2201) Prec@1 91.406 (92.254)
Epoch 35: [156/195] Time 3.1167 Loss 0.2219 (0.2249) Prec@1 91.016 (92.060)
Epoch 35: [195/195] Time 3.1166 Loss 0.1728 (0.2289) Prec@1 94.141 (91.945)
* Prec@1 86.138
Epoch 36: [39/195] Time 3.3454 Loss 0.2489 (0.2203) Prec@1 90.625 (91.897)
Epoch 36: [78/195] Time 3.1178 Loss 0.1926 (0.2161) Prec@1 92.578 (92.328)
Epoch 36: [117/195] Time 3.1310 Loss 0.1581 (0.2176) Prec@1 94.531 (92.314)
Epoch 36: [156/195] Time 3.1995 Loss 0.2328 (0.2189) Prec@1 91.406 (92.290)
Epoch 36: [195/195] Time 3.1381 Loss 0.2751 (0.2195) Prec@1 91.016 (92.242)
* Prec@1 85.747
Epoch 37: [39/195] Time 3.3191 Loss 0.2190 (0.2092) Prec@1 89.844 (92.488)
Epoch 37: [78/195] Time 3.1393 Loss 0.2420 (0.2100) Prec@1 91.016 (92.483)
Epoch 37: [117/195] Time 3.1373 Loss 0.1606 (0.2115) Prec@1 94.922 (92.341)
Epoch 37: [156/195] Time 3.1354 Loss 0.2565 (0.2137) Prec@1 91.797 (92.353)
Epoch 37: [195/195] Time 3.1461 Loss 0.2221 (0.2151) Prec@1 89.062 (92.294)
* Prec@1 86.358
Epoch 38: [39/195] Time 3.2999 Loss 0.2272 (0.2052) Prec@1 91.406 (92.819)
Epoch 38: [78/195] Time 3.1376 Loss 0.1953 (0.2053) Prec@1 92.969 (92.613)
Epoch 38: [117/195] Time 3.1099 Loss 0.2386 (0.2045) Prec@1 92.969 (92.571)
Epoch 38: [156/195] Time 3.1123 Loss 0.1848 (0.2033) Prec@1 92.969 (92.706)
Epoch 38: [195/195] Time 3.1436 Loss 0.2810 (0.2085) Prec@1 92.578 (92.538)
* Prec@1 85.517
Epoch 39: [39/195] Time 3.3456 Loss 0.1940 (0.1941) Prec@1 91.797 (93.089)
Epoch 39: [78/195] Time 3.1353 Loss 0.2364 (0.1932) Prec@1 92.188 (93.024)
Epoch 39: [117/195] Time 3.1352 Loss 0.2232 (0.1957) Prec@1 92.188 (92.995)
Epoch 39: [156/195] Time 3.1234 Loss 0.1697 (0.1964) Prec@1 92.969 (93.001)
Epoch 39: [195/195] Time 3.1195 Loss 0.2665 (0.1984) Prec@1 91.797 (93.017)
* Prec@1 86.348
Epoch 40: [39/195] Time 3.3594 Loss 0.2617 (0.1733) Prec@1 92.578 (93.800)
Epoch 40: [78/195] Time 3.1226 Loss 0.2302 (0.1799) Prec@1 94.141 (93.485)
Epoch 40: [117/195] Time 3.1189 Loss 0.1920 (0.1840) Prec@1 91.016 (93.356)
Epoch 40: [156/195] Time 3.1261 Loss 0.2265 (0.1868) Prec@1 90.625 (93.212)
Epoch 40: [195/195] Time 3.1201 Loss 0.1732 (0.1868) Prec@1 94.141 (93.259)
* Prec@1 86.528
Epoch 41: [39/195] Time 3.3269 Loss 0.1688 (0.1725) Prec@1 91.406 (93.720)
Epoch 41: [78/195] Time 3.1131 Loss 0.1672 (0.1762) Prec@1 94.531 (93.645)
Epoch 41: [117/195] Time 3.1485 Loss 0.1818 (0.1779) Prec@1 94.531 (93.630)
Epoch 41: [156/195] Time 3.1298 Loss 0.1247 (0.1788) Prec@1 96.094 (93.657)
Epoch 41: [195/195] Time 3.1105 Loss 0.1933 (0.1836) Prec@1 92.969 (93.494)
* Prec@1 86.609
Epoch 42: [39/195] Time 3.3468 Loss 0.0983 (0.1596) Prec@1 95.703 (94.411)
Epoch 42: [78/195] Time 3.1373 Loss 0.1409 (0.1608) Prec@1 94.531 (94.371)
Epoch 42: [117/195] Time 3.1317 Loss 0.1635 (0.1626) Prec@1 93.750 (94.278)
Epoch 42: [156/195] Time 3.1276 Loss 0.2051 (0.1658) Prec@1 92.578 (94.193)
Epoch 42: [195/195] Time 3.1297 Loss 0.2154 (0.1681) Prec@1 92.578 (94.075)
* Prec@1 86.619
Epoch 43: [39/195] Time 3.2936 Loss 0.2497 (0.1677) Prec@1 92.188 (94.131)
Epoch 43: [78/195] Time 3.1069 Loss 0.1065 (0.1579) Prec@1 96.094 (94.446)
Epoch 43: [117/195] Time 3.1412 Loss 0.1544 (0.1584) Prec@1 96.094 (94.515)
Epoch 43: [156/195] Time 3.1315 Loss 0.1660 (0.1651) Prec@1 94.922 (94.278)
Epoch 43: [195/195] Time 3.1087 Loss 0.2076 (0.1678) Prec@1 91.016 (94.163)
* Prec@1 86.268
Epoch 44: [39/195] Time 3.3531 Loss 0.1298 (0.1472) Prec@1 95.703 (94.712)
Epoch 44: [78/195] Time 3.1286 Loss 0.1234 (0.1497) Prec@1 95.703 (94.666)
Epoch 44: [117/195] Time 3.1208 Loss 0.1670 (0.1537) Prec@1 93.359 (94.501)
Epoch 44: [156/195] Time 3.1192 Loss 0.2529 (0.1565) Prec@1 92.188 (94.426)
Epoch 44: [195/195] Time 3.1221 Loss 0.1493 (0.1586) Prec@1 94.922 (94.419)
* Prec@1 86.739
Epoch 45: [39/195] Time 3.3309 Loss 0.1744 (0.1352) Prec@1 92.969 (95.172)
Epoch 45: [78/195] Time 3.1829 Loss 0.1763 (0.1365) Prec@1 92.969 (95.162)
Epoch 45: [117/195] Time 3.1104 Loss 0.1013 (0.1428) Prec@1 96.094 (95.012)
Epoch 45: [156/195] Time 3.1427 Loss 0.1670 (0.1462) Prec@1 94.922 (94.862)
Epoch 45: [195/195] Time 3.1300 Loss 0.1491 (0.1469) Prec@1 95.703 (94.844)
* Prec@1 86.358
Epoch 46: [39/195] Time 3.3358 Loss 0.1950 (0.1595) Prec@1 93.750 (94.702)
Epoch 46: [78/195] Time 3.1154 Loss 0.1661 (0.1732) Prec@1 94.141 (94.271)
Epoch 46: [117/195] Time 3.1473 Loss 0.1343 (0.1734) Prec@1 95.703 (94.187)
Epoch 46: [156/195] Time 3.1096 Loss 0.1226 (0.1682) Prec@1 94.922 (94.281)
Epoch 46: [195/195] Time 3.1411 Loss 0.1607 (0.1668) Prec@1 94.922 (94.299)
* Prec@1 86.719
Epoch 47: [39/195] Time 3.3312 Loss 0.1819 (0.1381) Prec@1 94.922 (95.122)
Epoch 47: [78/195] Time 3.1123 Loss 0.1500 (0.1387) Prec@1 93.359 (95.027)
Epoch 47: [117/195] Time 3.1121 Loss 0.1596 (0.1403) Prec@1 94.531 (94.959)
Epoch 47: [156/195] Time 3.1870 Loss 0.1631 (0.1408) Prec@1 93.359 (94.949)
Epoch 47: [195/195] Time 3.1135 Loss 0.1490 (0.1401) Prec@1 95.703 (94.968)
* Prec@1 86.609
Epoch 48: [39/195] Time 3.3739 Loss 0.2023 (0.1271) Prec@1 93.359 (95.272)
Epoch 48: [78/195] Time 3.1199 Loss 0.1402 (0.1275) Prec@1 95.312 (95.388)
Epoch 48: [117/195] Time 3.1098 Loss 0.1721 (0.1273) Prec@1 93.359 (95.406)
Epoch 48: [156/195] Time 3.1558 Loss 0.1557 (0.1307) Prec@1 96.094 (95.307)
Epoch 48: [195/195] Time 3.1274 Loss 0.0925 (0.1302) Prec@1 96.094 (95.397)
* Prec@1 86.839
Epoch 49: [39/195] Time 3.2929 Loss 0.1456 (0.1147) Prec@1 93.750 (96.084)
Epoch 49: [78/195] Time 3.0979 Loss 0.0808 (0.1147) Prec@1 96.875 (96.074)
Epoch 49: [117/195] Time 3.1051 Loss 0.1240 (0.1199) Prec@1 96.094 (95.767)
Epoch 49: [156/195] Time 3.1209 Loss 0.1119 (0.1239) Prec@1 96.484 (95.631)
Epoch 49: [195/195] Time 3.1202 Loss 0.1718 (0.1256) Prec@1 94.141 (95.603)
* Prec@1 87.129
Epoch 50: [39/195] Time 3.3564 Loss 0.1205 (0.1091) Prec@1 96.094 (96.004)
Epoch 50: [78/195] Time 3.1029 Loss 0.0997 (0.1114) Prec@1 97.266 (95.989)
Epoch 50: [117/195] Time 3.1028 Loss 0.1122 (0.1119) Prec@1 95.703 (95.970)
Epoch 50: [156/195] Time 3.1710 Loss 0.0810 (0.1131) Prec@1 95.703 (95.921)
Epoch 50: [195/195] Time 3.1157 Loss 0.1418 (0.1153) Prec@1 95.312 (95.829)
* Prec@1 87.039
Epoch 51: [39/195] Time 3.3500 Loss 0.1581 (0.1122) Prec@1 94.141 (95.793)
Epoch 51: [78/195] Time 3.1160 Loss 0.1466 (0.1089) Prec@1 95.312 (96.084)
Epoch 51: [117/195] Time 3.1141 Loss 0.0886 (0.1118) Prec@1 96.484 (95.944)
Epoch 51: [156/195] Time 3.1708 Loss 0.0750 (0.1132) Prec@1 97.656 (95.908)
Epoch 51: [195/195] Time 3.1100 Loss 0.1303 (0.1149) Prec@1 95.703 (95.875)
* Prec@1 86.939
Epoch 52: [39/195] Time 3.3271 Loss 0.0813 (0.1036) Prec@1 96.484 (96.284)
Epoch 52: [78/195] Time 3.1383 Loss 0.1597 (0.1010) Prec@1 93.359 (96.399)
Epoch 52: [117/195] Time 3.1503 Loss 0.1382 (0.1034) Prec@1 94.922 (96.378)
Epoch 52: [156/195] Time 3.1391 Loss 0.1042 (0.1039) Prec@1 95.703 (96.347)
Epoch 52: [195/195] Time 3.1278 Loss 0.0807 (0.1054) Prec@1 97.266 (96.312)
* Prec@1 87.179
Epoch 53: [39/195] Time 3.2939 Loss 0.0830 (0.0992) Prec@1 96.094 (96.504)
Epoch 53: [78/195] Time 3.1513 Loss 0.1182 (0.1013) Prec@1 96.484 (96.354)
Epoch 53: [117/195] Time 3.1058 Loss 0.0807 (0.1005) Prec@1 96.875 (96.334)
Epoch 53: [156/195] Time 3.1235 Loss 0.1135 (0.1033) Prec@1 94.922 (96.304)
Epoch 53: [195/195] Time 3.1465 Loss 0.0893 (0.1057) Prec@1 97.266 (96.204)
* Prec@1 86.939
Epoch 54: [39/195] Time 3.3354 Loss 0.0856 (0.0949) Prec@1 98.438 (96.635)
Epoch 54: [78/195] Time 3.1236 Loss 0.0955 (0.0956) Prec@1 96.094 (96.494)
Epoch 54: [117/195] Time 3.1212 Loss 0.0584 (0.0951) Prec@1 98.828 (96.591)
Epoch 54: [156/195] Time 3.1261 Loss 0.1086 (0.0974) Prec@1 97.266 (96.552)
Epoch 54: [195/195] Time 3.1157 Loss 0.0946 (0.0969) Prec@1 95.312 (96.522)
* Prec@1 86.869
Epoch 55: [39/195] Time 3.3572 Loss 0.0683 (0.0890) Prec@1 97.656 (96.945)
Epoch 55: [78/195] Time 3.1158 Loss 0.0765 (0.0861) Prec@1 98.047 (96.920)
Epoch 55: [117/195] Time 3.1117 Loss 0.0711 (0.0896) Prec@1 98.828 (96.775)
Epoch 55: [156/195] Time 3.1410 Loss 0.0991 (0.0909) Prec@1 96.875 (96.752)
Epoch 55: [195/195] Time 3.1286 Loss 0.1315 (0.0934) Prec@1 95.703 (96.659)
* Prec@1 87.300
Epoch 56: [39/195] Time 3.3408 Loss 0.0764 (0.0835) Prec@1 97.656 (97.095)
Epoch 56: [78/195] Time 3.1301 Loss 0.1036 (0.0879) Prec@1 96.875 (96.930)
Epoch 56: [117/195] Time 3.1434 Loss 0.0816 (0.0877) Prec@1 96.875 (96.902)
Epoch 56: [156/195] Time 3.1476 Loss 0.0853 (0.0894) Prec@1 96.094 (96.857)
Epoch 56: [195/195] Time 3.1191 Loss 0.0913 (0.0898) Prec@1 96.094 (96.839)
* Prec@1 87.139
Epoch 57: [39/195] Time 3.3529 Loss 0.0908 (0.0870) Prec@1 96.094 (96.805)
Epoch 57: [78/195] Time 3.1571 Loss 0.0634 (0.0847) Prec@1 97.656 (97.020)
Epoch 57: [117/195] Time 3.1143 Loss 0.1054 (0.0850) Prec@1 96.094 (96.989)
Epoch 57: [156/195] Time 3.1198 Loss 0.1078 (0.0851) Prec@1 96.484 (96.978)
Epoch 57: [195/195] Time 3.1375 Loss 0.1042 (0.0861) Prec@1 96.875 (96.937)
* Prec@1 87.360
Epoch 58: [39/195] Time 3.3171 Loss 0.0752 (0.0763) Prec@1 96.875 (97.436)
Epoch 58: [78/195] Time 3.1165 Loss 0.0358 (0.0755) Prec@1 98.828 (97.371)
Epoch 58: [117/195] Time 3.1246 Loss 0.0922 (0.0753) Prec@1 96.484 (97.322)
Epoch 58: [156/195] Time 3.1255 Loss 0.1153 (0.0776) Prec@1 96.094 (97.288)
Epoch 58: [195/195] Time 3.1196 Loss 0.0867 (0.0789) Prec@1 97.656 (97.244)
* Prec@1 87.370
Epoch 59: [39/195] Time 3.3175 Loss 0.0790 (0.0723) Prec@1 96.875 (97.426)
Epoch 59: [78/195] Time 3.1200 Loss 0.0795 (0.0720) Prec@1 96.875 (97.441)
Epoch 59: [117/195] Time 3.1186 Loss 0.0561 (0.0719) Prec@1 98.047 (97.419)
Epoch 59: [156/195] Time 3.1169 Loss 0.0679 (0.0728) Prec@1 98.047 (97.433)
Epoch 59: [195/195] Time 3.1124 Loss 0.0962 (0.0746) Prec@1 97.266 (97.360)
* Prec@1 87.390
Epoch 60: [39/195] Time 3.3021 Loss 0.1104 (0.0802) Prec@1 96.875 (97.125)
Epoch 60: [78/195] Time 3.0947 Loss 0.0500 (0.0765) Prec@1 98.438 (97.276)
Epoch 60: [117/195] Time 3.1326 Loss 0.0421 (0.0731) Prec@1 98.438 (97.446)
Epoch 60: [156/195] Time 3.1328 Loss 0.0457 (0.0742) Prec@1 98.438 (97.383)
Epoch 60: [195/195] Time 3.1270 Loss 0.0704 (0.0734) Prec@1 96.484 (97.412)
* Prec@1 87.590
Epoch 61: [39/195] Time 3.3053 Loss 0.0569 (0.0674) Prec@1 98.828 (97.526)
Epoch 61: [78/195] Time 3.1363 Loss 0.0599 (0.0704) Prec@1 97.266 (97.516)
Epoch 61: [117/195] Time 3.1127 Loss 0.0778 (0.0703) Prec@1 96.484 (97.513)
Epoch 61: [156/195] Time 3.1167 Loss 0.0467 (0.0690) Prec@1 98.047 (97.546)
Epoch 61: [195/195] Time 3.1132 Loss 0.0498 (0.0683) Prec@1 98.047 (97.540)
* Prec@1 87.490
Epoch 62: [39/195] Time 3.3554 Loss 0.1135 (0.0660) Prec@1 96.875 (97.586)
Epoch 62: [78/195] Time 3.1259 Loss 0.0398 (0.0650) Prec@1 98.047 (97.686)
Epoch 62: [117/195] Time 3.1250 Loss 0.0461 (0.0646) Prec@1 98.047 (97.690)
Epoch 62: [156/195] Time 3.1186 Loss 0.0896 (0.0667) Prec@1 96.484 (97.604)
Epoch 62: [195/195] Time 3.1701 Loss 0.0453 (0.0668) Prec@1 98.828 (97.594)
* Prec@1 87.390
Epoch 63: [39/195] Time 3.3963 Loss 0.0998 (0.0662) Prec@1 97.266 (97.776)
Epoch 63: [78/195] Time 3.1274 Loss 0.0548 (0.0653) Prec@1 98.438 (97.736)
Epoch 63: [117/195] Time 3.1243 Loss 0.0656 (0.0635) Prec@1 97.266 (97.803)
Epoch 63: [156/195] Time 3.1799 Loss 0.0420 (0.0622) Prec@1 98.438 (97.832)
Epoch 63: [195/195] Time 3.1270 Loss 0.0577 (0.0632) Prec@1 98.438 (97.821)
* Prec@1 87.440
Epoch 64: [39/195] Time 3.3305 Loss 0.0686 (0.0507) Prec@1 97.656 (98.347)
Epoch 64: [78/195] Time 3.1574 Loss 0.0446 (0.0516) Prec@1 98.438 (98.307)
Epoch 64: [117/195] Time 3.1370 Loss 0.0394 (0.0551) Prec@1 98.828 (98.147)
Epoch 64: [156/195] Time 3.1219 Loss 0.0403 (0.0560) Prec@1 97.656 (98.107)
Epoch 64: [195/195] Time 3.1168 Loss 0.0709 (0.0567) Prec@1 97.266 (98.073)
* Prec@1 87.760
Epoch 65: [39/195] Time 3.3513 Loss 0.0464 (0.0569) Prec@1 98.047 (98.107)
Epoch 65: [78/195] Time 3.1165 Loss 0.0461 (0.0555) Prec@1 98.047 (98.112)
Epoch 65: [117/195] Time 3.1111 Loss 0.0532 (0.0554) Prec@1 98.438 (98.064)
Epoch 65: [156/195] Time 3.1193 Loss 0.0769 (0.0560) Prec@1 97.266 (97.994)
Epoch 65: [195/195] Time 3.1295 Loss 0.0341 (0.0554) Prec@1 99.219 (98.015)
* Prec@1 87.500
Epoch 66: [39/195] Time 3.3613 Loss 0.0429 (0.0543) Prec@1 99.219 (98.247)
Epoch 66: [78/195] Time 3.1233 Loss 0.0637 (0.0496) Prec@1 97.266 (98.362)
Epoch 66: [117/195] Time 3.1242 Loss 0.0313 (0.0499) Prec@1 98.438 (98.291)
Epoch 66: [156/195] Time 3.1312 Loss 0.0606 (0.0500) Prec@1 98.047 (98.247)
Epoch 66: [195/195] Time 3.1401 Loss 0.0421 (0.0501) Prec@1 97.656 (98.211)
* Prec@1 87.530
Epoch 67: [39/195] Time 3.3753 Loss 0.0667 (0.0493) Prec@1 98.438 (98.267)
Epoch 67: [78/195] Time 3.1091 Loss 0.0509 (0.0474) Prec@1 98.047 (98.337)
Epoch 67: [117/195] Time 3.1545 Loss 0.0474 (0.0479) Prec@1 97.656 (98.327)
Epoch 67: [156/195] Time 3.1306 Loss 0.0734 (0.0471) Prec@1 97.656 (98.360)
Epoch 67: [195/195] Time 3.1265 Loss 0.0554 (0.0485) Prec@1 98.047 (98.325)
* Prec@1 87.590
Epoch 68: [39/195] Time 3.3867 Loss 0.0351 (0.0471) Prec@1 98.828 (98.187)
Epoch 68: [78/195] Time 3.1198 Loss 0.0742 (0.0485) Prec@1 97.656 (98.227)
Epoch 68: [117/195] Time 3.1773 Loss 0.0414 (0.0478) Prec@1 99.219 (98.291)
Epoch 68: [156/195] Time 3.1313 Loss 0.0586 (0.0463) Prec@1 98.047 (98.340)
Epoch 68: [195/195] Time 3.1226 Loss 0.0398 (0.0465) Prec@1 98.828 (98.361)
* Prec@1 87.770
Epoch 69: [39/195] Time 3.3626 Loss 0.0178 (0.0443) Prec@1 100.000 (98.488)
Epoch 69: [78/195] Time 3.1128 Loss 0.0787 (0.0443) Prec@1 97.656 (98.513)
Epoch 69: [117/195] Time 3.1326 Loss 0.0346 (0.0422) Prec@1 98.438 (98.534)
Epoch 69: [156/195] Time 3.1296 Loss 0.0327 (0.0420) Prec@1 99.219 (98.540)
Epoch 69: [195/195] Time 3.1343 Loss 0.0624 (0.0429) Prec@1 97.266 (98.488)
* Prec@1 87.730
Epoch 70: [39/195] Time 3.3552 Loss 0.0253 (0.0396) Prec@1 99.219 (98.528)
Epoch 70: [78/195] Time 3.1251 Loss 0.0548 (0.0392) Prec@1 98.828 (98.563)
Epoch 70: [117/195] Time 3.1254 Loss 0.0250 (0.0399) Prec@1 99.609 (98.564)
Epoch 70: [156/195] Time 3.1201 Loss 0.0598 (0.0419) Prec@1 97.266 (98.500)
Epoch 70: [195/195] Time 3.1357 Loss 0.0485 (0.0420) Prec@1 98.438 (98.492)
* Prec@1 87.710
Epoch 71: [39/195] Time 3.3263 Loss 0.0318 (0.0326) Prec@1 98.047 (98.918)
Epoch 71: [78/195] Time 3.1293 Loss 0.0340 (0.0347) Prec@1 99.219 (98.833)
Epoch 71: [117/195] Time 3.1269 Loss 0.0417 (0.0360) Prec@1 98.828 (98.751)
Epoch 71: [156/195] Time 3.1403 Loss 0.0207 (0.0367) Prec@1 99.219 (98.720)
Epoch 71: [195/195] Time 3.1990 Loss 0.0491 (0.0374) Prec@1 98.047 (98.714)
* Prec@1 87.720
Epoch 72: [39/195] Time 3.3545 Loss 0.0183 (0.0379) Prec@1 99.609 (98.718)
Epoch 72: [78/195] Time 3.1280 Loss 0.0437 (0.0392) Prec@1 98.828 (98.648)
Epoch 72: [117/195] Time 3.1223 Loss 0.0186 (0.0379) Prec@1 99.219 (98.658)
Epoch 72: [156/195] Time 3.1855 Loss 0.0465 (0.0388) Prec@1 98.438 (98.645)
Epoch 72: [195/195] Time 3.1041 Loss 0.0587 (0.0384) Prec@1 97.656 (98.648)
* Prec@1 87.670
Epoch 73: [39/195] Time 3.4423 Loss 0.0238 (0.0340) Prec@1 99.609 (98.788)
Epoch 73: [78/195] Time 3.1121 Loss 0.0194 (0.0346) Prec@1 99.609 (98.803)
Epoch 73: [117/195] Time 3.1161 Loss 0.0283 (0.0344) Prec@1 98.828 (98.805)
Epoch 73: [156/195] Time 3.1271 Loss 0.0351 (0.0341) Prec@1 99.219 (98.831)
Epoch 73: [195/195] Time 3.1225 Loss 0.0395 (0.0342) Prec@1 99.219 (98.824)
* Prec@1 87.780
Epoch 74: [39/195] Time 3.3528 Loss 0.0222 (0.0313) Prec@1 99.609 (98.908)
Epoch 74: [78/195] Time 3.1135 Loss 0.0544 (0.0317) Prec@1 98.047 (98.918)
Epoch 74: [117/195] Time 3.1115 Loss 0.0291 (0.0319) Prec@1 99.219 (98.885)
Epoch 74: [156/195] Time 3.1363 Loss 0.0243 (0.0341) Prec@1 99.219 (98.828)
Epoch 74: [195/195] Time 3.1348 Loss 0.0302 (0.0343) Prec@1 99.219 (98.822)
* Prec@1 87.670
Epoch 75: [39/195] Time 3.3703 Loss 0.0436 (0.0336) Prec@1 98.047 (98.798)
Epoch 75: [78/195] Time 3.1252 Loss 0.0155 (0.0321) Prec@1 99.219 (98.898)
Epoch 75: [117/195] Time 3.1221 Loss 0.0234 (0.0309) Prec@1 99.609 (98.905)
Epoch 75: [156/195] Time 3.1200 Loss 0.0420 (0.0301) Prec@1 98.828 (98.936)
Epoch 75: [195/195] Time 3.1178 Loss 0.0102 (0.0297) Prec@1 99.609 (98.968)
* Prec@1 87.720
Epoch 76: [39/195] Time 3.3658 Loss 0.0392 (0.0316) Prec@1 97.656 (98.818)
Epoch 76: [78/195] Time 3.1241 Loss 0.0108 (0.0312) Prec@1 100.000 (98.823)
Epoch 76: [117/195] Time 3.1183 Loss 0.0159 (0.0307) Prec@1 99.609 (98.902)
Epoch 76: [156/195] Time 3.1253 Loss 0.0222 (0.0300) Prec@1 98.828 (98.921)
Epoch 76: [195/195] Time 3.1186 Loss 0.0488 (0.0307) Prec@1 98.047 (98.890)
* Prec@1 87.911
Epoch 77: [39/195] Time 3.3836 Loss 0.0507 (0.0256) Prec@1 98.828 (99.129)
Epoch 77: [78/195] Time 3.1034 Loss 0.0188 (0.0265) Prec@1 99.219 (99.099)
Epoch 77: [117/195] Time 3.1837 Loss 0.0782 (0.0263) Prec@1 97.266 (99.119)
Epoch 77: [156/195] Time 3.1084 Loss 0.0065 (0.0270) Prec@1 100.000 (99.094)
Epoch 77: [195/195] Time 3.1266 Loss 0.0209 (0.0272) Prec@1 99.609 (99.083)
* Prec@1 88.131
Epoch 78: [39/195] Time 3.3225 Loss 0.0404 (0.0261) Prec@1 99.219 (99.159)
Epoch 78: [78/195] Time 3.1291 Loss 0.0057 (0.0260) Prec@1 100.000 (99.139)
Epoch 78: [117/195] Time 3.1034 Loss 0.0383 (0.0249) Prec@1 98.047 (99.155)
Epoch 78: [156/195] Time 3.1990 Loss 0.0291 (0.0247) Prec@1 98.828 (99.169)
Epoch 78: [195/195] Time 3.0976 Loss 0.0420 (0.0250) Prec@1 98.828 (99.155)
* Prec@1 88.111
Epoch 79: [39/195] Time 3.3857 Loss 0.0152 (0.0248) Prec@1 99.219 (99.099)
Epoch 79: [78/195] Time 3.1241 Loss 0.0305 (0.0261) Prec@1 98.828 (99.069)
Epoch 79: [117/195] Time 3.1013 Loss 0.0271 (0.0251) Prec@1 99.219 (99.119)
Epoch 79: [156/195] Time 3.1774 Loss 0.0114 (0.0251) Prec@1 100.000 (99.144)
Epoch 79: [195/195] Time 3.1025 Loss 0.0526 (0.0252) Prec@1 98.047 (99.137)
* Prec@1 87.821
Epoch 80: [39/195] Time 3.3720 Loss 0.0256 (0.0237) Prec@1 99.219 (99.249)
Epoch 80: [78/195] Time 3.1090 Loss 0.0226 (0.0216) Prec@1 98.828 (99.294)
Epoch 80: [117/195] Time 3.1832 Loss 0.0162 (0.0223) Prec@1 99.219 (99.265)
Epoch 80: [156/195] Time 3.1232 Loss 0.0115 (0.0227) Prec@1 99.609 (99.249)
Epoch 80: [195/195] Time 3.1165 Loss 0.0161 (0.0232) Prec@1 99.219 (99.219)
* Prec@1 88.181
Epoch 81: [39/195] Time 3.3462 Loss 0.0251 (0.0212) Prec@1 99.219 (99.239)
Epoch 81: [78/195] Time 3.1278 Loss 0.0343 (0.0221) Prec@1 99.219 (99.239)
Epoch 81: [117/195] Time 3.1239 Loss 0.0277 (0.0225) Prec@1 98.438 (99.242)
Epoch 81: [156/195] Time 3.1262 Loss 0.0256 (0.0229) Prec@1 98.828 (99.231)
Epoch 81: [195/195] Time 3.1187 Loss 0.0295 (0.0230) Prec@1 98.828 (99.215)
* Prec@1 88.151
Epoch 82: [39/195] Time 3.3796 Loss 0.0333 (0.0187) Prec@1 98.438 (99.399)
Epoch 82: [78/195] Time 3.1324 Loss 0.0226 (0.0200) Prec@1 98.828 (99.329)
Epoch 82: [117/195] Time 3.1325 Loss 0.0348 (0.0196) Prec@1 99.219 (99.359)
Epoch 82: [156/195] Time 3.1343 Loss 0.0248 (0.0199) Prec@1 98.438 (99.339)
Epoch 82: [195/195] Time 3.1124 Loss 0.0205 (0.0207) Prec@1 99.219 (99.301)
* Prec@1 88.291
Epoch 83: [39/195] Time 3.3446 Loss 0.0315 (0.0159) Prec@1 98.828 (99.489)
Epoch 83: [78/195] Time 3.1402 Loss 0.0221 (0.0169) Prec@1 99.219 (99.454)
Epoch 83: [117/195] Time 3.1001 Loss 0.0081 (0.0174) Prec@1 100.000 (99.402)
Epoch 83: [156/195] Time 3.1151 Loss 0.0371 (0.0188) Prec@1 98.828 (99.377)
Epoch 83: [195/195] Time 3.1307 Loss 0.0251 (0.0184) Prec@1 99.219 (99.393)
* Prec@1 88.421
Epoch 84: [39/195] Time 3.3194 Loss 0.0147 (0.0201) Prec@1 99.219 (99.359)
Epoch 84: [78/195] Time 3.1047 Loss 0.0055 (0.0204) Prec@1 100.000 (99.329)
Epoch 84: [117/195] Time 3.1148 Loss 0.0188 (0.0203) Prec@1 99.219 (99.292)
Epoch 84: [156/195] Time 3.1170 Loss 0.0287 (0.0202) Prec@1 98.828 (99.314)
Epoch 84: [195/195] Time 3.1193 Loss 0.0067 (0.0207) Prec@1 99.609 (99.275)
* Prec@1 88.321
Epoch 85: [39/195] Time 3.3358 Loss 0.0457 (0.0212) Prec@1 98.828 (99.299)
Epoch 85: [78/195] Time 3.1370 Loss 0.0234 (0.0190) Prec@1 99.219 (99.354)
Epoch 85: [117/195] Time 3.1282 Loss 0.0592 (0.0190) Prec@1 98.438 (99.342)
Epoch 85: [156/195] Time 3.1206 Loss 0.0430 (0.0194) Prec@1 98.828 (99.334)
Epoch 85: [195/195] Time 3.1246 Loss 0.0073 (0.0188) Prec@1 100.000 (99.335)
* Prec@1 88.271
Epoch 86: [39/195] Time 3.3793 Loss 0.0132 (0.0170) Prec@1 99.219 (99.369)
Epoch 86: [78/195] Time 3.1387 Loss 0.0085 (0.0166) Prec@1 100.000 (99.399)
Epoch 86: [117/195] Time 3.1419 Loss 0.0108 (0.0161) Prec@1 99.219 (99.416)
Epoch 86: [156/195] Time 3.1337 Loss 0.0069 (0.0164) Prec@1 100.000 (99.397)
Epoch 86: [195/195] Time 3.1301 Loss 0.0181 (0.0162) Prec@1 98.828 (99.411)
* Prec@1 88.281
Epoch 87: [39/195] Time 3.3752 Loss 0.0071 (0.0174) Prec@1 100.000 (99.339)
Epoch 87: [78/195] Time 3.1154 Loss 0.0372 (0.0190) Prec@1 99.219 (99.294)
Epoch 87: [117/195] Time 3.1146 Loss 0.0139 (0.0193) Prec@1 99.609 (99.292)
Epoch 87: [156/195] Time 3.1224 Loss 0.0164 (0.0185) Prec@1 99.219 (99.331)
Epoch 87: [195/195] Time 3.1349 Loss 0.0029 (0.0179) Prec@1 100.000 (99.353)
* Prec@1 88.211
Epoch 88: [39/195] Time 3.3332 Loss 0.0015 (0.0158) Prec@1 100.000 (99.469)
Epoch 88: [78/195] Time 3.1383 Loss 0.0087 (0.0166) Prec@1 99.609 (99.409)
Epoch 88: [117/195] Time 3.1273 Loss 0.0088 (0.0166) Prec@1 99.609 (99.409)
Epoch 88: [156/195] Time 3.1524 Loss 0.0216 (0.0161) Prec@1 99.219 (99.444)
Epoch 88: [195/195] Time 3.1216 Loss 0.0022 (0.0167) Prec@1 100.000 (99.441)
* Prec@1 88.271
Epoch 89: [39/195] Time 3.3655 Loss 0.0026 (0.0180) Prec@1 100.000 (99.399)
Epoch 89: [78/195] Time 3.1372 Loss 0.0226 (0.0157) Prec@1 99.219 (99.469)
Epoch 89: [117/195] Time 3.1824 Loss 0.0067 (0.0144) Prec@1 99.609 (99.529)
Epoch 89: [156/195] Time 3.1167 Loss 0.0091 (0.0147) Prec@1 100.000 (99.529)
Epoch 89: [195/195] Time 3.1113 Loss 0.0092 (0.0147) Prec@1 99.609 (99.527)
* Prec@1 88.341
Epoch 90: [39/195] Time 3.3500 Loss 0.0128 (0.0166) Prec@1 99.609 (99.489)
Epoch 90: [78/195] Time 3.1428 Loss 0.0370 (0.0162) Prec@1 98.828 (99.469)
Epoch 90: [117/195] Time 3.1331 Loss 0.0119 (0.0161) Prec@1 99.609 (99.483)
Epoch 90: [156/195] Time 3.1315 Loss 0.0323 (0.0155) Prec@1 99.609 (99.512)
Epoch 90: [195/195] Time 3.1349 Loss 0.0031 (0.0155) Prec@1 100.000 (99.491)
* Prec@1 88.301
Epoch 91: [39/195] Time 3.3926 Loss 0.0440 (0.0130) Prec@1 98.438 (99.489)
Epoch 91: [78/195] Time 3.1135 Loss 0.0085 (0.0119) Prec@1 100.000 (99.564)
Epoch 91: [117/195] Time 3.1783 Loss 0.0410 (0.0131) Prec@1 98.828 (99.553)
Epoch 91: [156/195] Time 3.1163 Loss 0.0168 (0.0125) Prec@1 99.609 (99.577)
Epoch 91: [195/195] Time 3.1118 Loss 0.0240 (0.0126) Prec@1 99.219 (99.563)
* Prec@1 88.311
Epoch 92: [39/195] Time 3.3758 Loss 0.0130 (0.0140) Prec@1 99.609 (99.609)
Epoch 92: [78/195] Time 3.1294 Loss 0.0302 (0.0142) Prec@1 98.828 (99.549)
Epoch 92: [117/195] Time 3.1318 Loss 0.0112 (0.0141) Prec@1 99.219 (99.546)
Epoch 92: [156/195] Time 3.1184 Loss 0.0071 (0.0135) Prec@1 99.609 (99.544)
Epoch 92: [195/195] Time 3.1212 Loss 0.0116 (0.0133) Prec@1 99.219 (99.565)
* Prec@1 88.321
Epoch 93: [39/195] Time 3.4058 Loss 0.0115 (0.0141) Prec@1 99.609 (99.469)
Epoch 93: [78/195] Time 3.1361 Loss 0.0078 (0.0141) Prec@1 99.609 (99.489)
Epoch 93: [117/195] Time 3.1281 Loss 0.0146 (0.0135) Prec@1 99.219 (99.519)
Epoch 93: [156/195] Time 3.1312 Loss 0.0128 (0.0133) Prec@1 99.219 (99.524)
Epoch 93: [195/195] Time 3.1264 Loss 0.0057 (0.0130) Prec@1 100.000 (99.541)
* Prec@1 88.391
Epoch 94: [39/195] Time 3.3686 Loss 0.0180 (0.0133) Prec@1 99.609 (99.549)
Epoch 94: [78/195] Time 3.1544 Loss 0.0116 (0.0126) Prec@1 99.609 (99.544)
Epoch 94: [117/195] Time 3.1299 Loss 0.0061 (0.0118) Prec@1 99.609 (99.589)
Epoch 94: [156/195] Time 3.1340 Loss 0.0042 (0.0119) Prec@1 100.000 (99.589)
Epoch 94: [195/195] Time 3.1325 Loss 0.0202 (0.0119) Prec@1 99.609 (99.597)
* Prec@1 88.452
Epoch 95: [39/195] Time 3.3537 Loss 0.0081 (0.0134) Prec@1 99.609 (99.629)
Epoch 95: [78/195] Time 3.1359 Loss 0.0031 (0.0124) Prec@1 100.000 (99.609)
Epoch 95: [117/195] Time 3.1106 Loss 0.0288 (0.0124) Prec@1 98.438 (99.606)
Epoch 95: [156/195] Time 3.1302 Loss 0.0053 (0.0123) Prec@1 100.000 (99.607)
Epoch 95: [195/195] Time 3.1182 Loss 0.0016 (0.0124) Prec@1 100.000 (99.613)
* Prec@1 88.321
Epoch 96: [39/195] Time 3.4740 Loss 0.0055 (0.0117) Prec@1 100.000 (99.569)
Epoch 96: [78/195] Time 3.0992 Loss 0.0249 (0.0122) Prec@1 98.828 (99.564)
Epoch 96: [117/195] Time 3.1348 Loss 0.0353 (0.0123) Prec@1 99.219 (99.603)
Epoch 96: [156/195] Time 3.1418 Loss 0.0041 (0.0122) Prec@1 100.000 (99.624)
Epoch 96: [195/195] Time 3.1270 Loss 0.0224 (0.0123) Prec@1 99.219 (99.629)
* Prec@1 88.462
Epoch 97: [39/195] Time 3.3098 Loss 0.0092 (0.0126) Prec@1 100.000 (99.569)
Epoch 97: [78/195] Time 3.1071 Loss 0.0041 (0.0118) Prec@1 100.000 (99.609)
Epoch 97: [117/195] Time 3.1143 Loss 0.0140 (0.0126) Prec@1 99.609 (99.589)
Epoch 97: [156/195] Time 3.1128 Loss 0.0074 (0.0125) Prec@1 99.609 (99.579)
Epoch 97: [195/195] Time 3.1189 Loss 0.0767 (0.0131) Prec@1 97.656 (99.565)
* Prec@1 88.391
Epoch 98: [39/195] Time 3.3615 Loss 0.0163 (0.0139) Prec@1 99.609 (99.489)
Epoch 98: [78/195] Time 3.1202 Loss 0.0208 (0.0138) Prec@1 98.828 (99.489)
Epoch 98: [117/195] Time 3.1342 Loss 0.0156 (0.0133) Prec@1 99.609 (99.529)
Epoch 98: [156/195] Time 3.1594 Loss 0.0209 (0.0129) Prec@1 98.828 (99.549)
Epoch 98: [195/195] Time 3.1275 Loss 0.0235 (0.0127) Prec@1 99.219 (99.547)
* Prec@1 88.462
Epoch 99: [39/195] Time 3.3560 Loss 0.0093 (0.0133) Prec@1 99.219 (99.509)
Epoch 99: [78/195] Time 3.1679 Loss 0.0093 (0.0119) Prec@1 100.000 (99.574)
Epoch 99: [117/195] Time 3.1133 Loss 0.0094 (0.0124) Prec@1 99.609 (99.546)
Epoch 99: [156/195] Time 3.1535 Loss 0.0092 (0.0130) Prec@1 100.000 (99.534)
Epoch 99: [195/195] Time 3.1187 Loss 0.0054 (0.0127) Prec@1 99.609 (99.551)
* Prec@1 88.341
Best Prec@1 88.462