File size: 65,321 Bytes
5c810e3
3ed1f49
 
de2f0ad
5c810e3
de2f0ad
5c810e3
 
 
 
 
 
a11e36a
5c810e3
 
 
 
 
 
 
a11e36a
5c810e3
 
 
 
 
 
 
a11e36a
5c810e3
 
 
 
 
 
 
a11e36a
5c810e3
 
 
 
 
 
 
a11e36a
5c810e3
 
 
 
 
 
 
a11e36a
5c810e3
 
 
 
 
 
 
a11e36a
5c810e3
 
 
 
 
 
 
a11e36a
5c810e3
 
 
 
 
 
 
a11e36a
5c810e3
 
 
 
 
 
 
a11e36a
5c810e3
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
a11e36a
 
 
dd61b91
a11e36a
 
 
 
 
 
 
dd61b91
a11e36a
 
 
 
 
 
 
dd61b91
a11e36a
 
 
 
 
 
 
dd61b91
a11e36a
 
 
 
 
 
 
dd61b91
a11e36a
 
 
 
 
 
 
dd61b91
a11e36a
 
 
 
 
 
 
dd61b91
a11e36a
 
 
 
 
 
 
dd61b91
a11e36a
 
 
 
 
 
 
dd61b91
a11e36a
 
 
 
 
 
 
dd61b91
a11e36a
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
dd61b91
 
 
b3f0bf7
dd61b91
 
 
 
 
 
 
b3f0bf7
dd61b91
 
 
 
 
 
 
b3f0bf7
dd61b91
 
 
 
 
 
 
b3f0bf7
dd61b91
 
 
 
 
 
 
b3f0bf7
dd61b91
 
 
 
 
 
 
b3f0bf7
dd61b91
 
 
 
 
 
 
b3f0bf7
dd61b91
 
 
 
 
 
 
b3f0bf7
dd61b91
 
 
 
 
 
 
b3f0bf7
dd61b91
 
 
 
 
 
 
b3f0bf7
dd61b91
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
b3f0bf7
 
 
e33ddfe
b3f0bf7
 
 
 
 
 
 
e33ddfe
b3f0bf7
 
 
 
 
 
 
e33ddfe
b3f0bf7
 
 
 
 
 
 
e33ddfe
b3f0bf7
 
 
 
 
 
 
e33ddfe
b3f0bf7
 
 
 
 
 
 
e33ddfe
b3f0bf7
 
 
 
 
 
 
e33ddfe
b3f0bf7
 
 
 
 
 
 
e33ddfe
b3f0bf7
 
 
 
 
 
 
e33ddfe
b3f0bf7
 
 
 
 
 
 
e33ddfe
b3f0bf7
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
e33ddfe
 
 
8753e13
e33ddfe
 
 
 
 
 
 
8753e13
e33ddfe
 
 
 
 
 
 
8753e13
e33ddfe
 
 
 
 
 
 
8753e13
e33ddfe
 
 
 
 
 
 
8753e13
e33ddfe
 
 
 
 
 
 
8753e13
e33ddfe
 
 
 
 
 
 
8753e13
e33ddfe
 
 
 
 
 
 
8753e13
e33ddfe
 
 
 
 
 
 
8753e13
e33ddfe
 
 
 
 
 
 
8753e13
e33ddfe
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
8753e13
 
 
510cf6b
8753e13
 
 
 
 
 
 
510cf6b
8753e13
 
 
 
 
 
 
510cf6b
8753e13
 
 
 
 
 
 
510cf6b
8753e13
 
 
 
 
 
 
510cf6b
8753e13
 
 
 
 
 
 
510cf6b
8753e13
 
 
 
 
 
 
510cf6b
8753e13
 
 
 
 
 
 
510cf6b
8753e13
 
 
 
 
 
 
510cf6b
8753e13
 
 
 
 
 
 
510cf6b
8753e13
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
510cf6b
 
 
3ed1f49
510cf6b
 
 
 
 
 
 
3ed1f49
510cf6b
 
 
 
 
 
 
3ed1f49
510cf6b
 
 
 
 
 
 
3ed1f49
510cf6b
 
 
 
 
 
 
3ed1f49
510cf6b
 
 
 
 
 
 
3ed1f49
510cf6b
 
 
 
 
 
 
3ed1f49
510cf6b
 
 
 
 
 
 
3ed1f49
510cf6b
 
 
 
 
 
 
3ed1f49
510cf6b
 
 
 
 
 
 
3ed1f49
510cf6b
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
3ed1f49
 
 
9a782a0
3ed1f49
 
 
 
 
 
 
9a782a0
3ed1f49
 
 
 
 
 
 
9a782a0
3ed1f49
 
 
 
 
 
 
9a782a0
3ed1f49
 
 
 
 
 
 
9a782a0
3ed1f49
 
 
 
 
 
 
9a782a0
3ed1f49
 
 
 
 
 
 
9a782a0
3ed1f49
 
 
 
 
 
 
9a782a0
3ed1f49
 
 
 
 
 
 
9a782a0
3ed1f49
 
 
 
 
 
 
9a782a0
3ed1f49
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
9a782a0
 
 
de2f0ad
9a782a0
 
 
 
 
 
 
de2f0ad
9a782a0
 
 
 
 
 
 
de2f0ad
9a782a0
 
 
 
 
 
 
de2f0ad
9a782a0
 
 
 
 
 
 
de2f0ad
9a782a0
 
 
 
 
 
 
de2f0ad
9a782a0
 
 
 
 
 
 
de2f0ad
9a782a0
 
 
 
 
 
 
de2f0ad
9a782a0
 
 
 
 
 
 
de2f0ad
9a782a0
 
 
 
 
 
 
de2f0ad
9a782a0
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
de2f0ad
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
5c810e3
 
 
 
 
 
 
 
 
 
 
 
 
 
de2f0ad
5c810e3
 
 
 
de2f0ad
5c810e3
 
 
 
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
428
429
430
431
432
433
434
435
436
437
438
439
440
441
442
443
444
445
446
447
448
449
450
451
452
453
454
455
456
457
458
459
460
461
462
463
464
465
466
467
468
469
470
471
472
473
474
475
476
477
478
479
480
481
482
483
484
485
486
487
488
489
490
491
492
493
494
495
496
497
498
499
500
501
502
503
504
505
506
507
508
509
510
511
512
513
514
515
516
517
518
519
520
521
522
523
524
525
526
527
528
529
530
531
532
533
534
535
536
537
538
539
540
541
542
543
544
545
546
547
548
549
550
551
552
553
554
555
556
557
558
559
560
561
562
563
564
565
566
567
568
569
570
571
572
573
574
575
576
577
578
579
580
581
582
583
584
585
586
587
588
589
590
591
592
593
594
595
596
597
598
599
600
601
602
603
604
605
606
607
608
609
610
611
612
613
614
615
616
617
618
619
620
621
622
623
624
625
626
627
628
629
630
631
632
633
634
635
636
637
638
639
640
641
642
643
644
645
646
647
648
649
650
651
652
653
654
655
656
657
658
659
660
661
662
663
664
665
666
667
668
669
670
671
672
673
674
675
676
677
678
679
680
681
682
683
684
685
686
687
688
689
690
691
692
693
694
695
696
697
698
699
700
701
702
703
704
705
706
707
708
709
710
711
712
713
714
715
716
717
718
719
720
721
722
723
724
725
726
727
728
729
730
731
732
733
734
735
736
737
738
739
740
741
742
743
744
745
746
747
748
749
750
751
752
753
754
755
756
757
758
759
760
761
762
763
764
765
766
767
768
769
770
771
772
773
774
775
776
777
778
779
780
781
782
783
784
785
786
787
788
789
790
791
792
793
794
795
796
797
798
799
800
801
802
803
804
805
806
807
808
809
810
811
812
813
814
815
816
817
818
819
820
821
822
823
824
825
826
827
828
829
830
831
832
833
834
835
836
837
838
839
840
841
842
843
844
845
846
847
848
849
850
851
852
853
854
855
856
857
858
859
860
861
862
863
864
865
866
867
868
869
870
871
872
873
874
875
876
877
878
879
880
881
882
883
884
885
886
887
888
889
890
891
892
893
894
895
896
897
898
899
900
901
902
903
904
905
906
907
908
909
910
911
912
913
914
915
916
917
918
919
920
921
922
923
924
925
926
927
928
929
930
931
932
933
934
935
936
937
938
939
940
941
942
943
944
945
946
947
948
949
950
951
952
953
954
955
956
957
958
959
960
961
962
963
964
{
  "best_metric": 5.905511811023622,
  "best_model_checkpoint": "./exp/wft-test-model/checkpoint-80",
  "epoch": 5.05,
  "eval_steps": 10,
  "global_step": 100,
  "is_hyper_param_search": false,
  "is_local_process_zero": true,
  "is_world_process_zero": true,
  "log_history": [
    {
      "epoch": 0.01,
      "eval_pred": null,
      "grad_norm": 32.254364013671875,
      "learning_rate": 1e-05,
      "loss": 4.3127,
      "step": 1
    },
    {
      "epoch": 0.02,
      "eval_pred": null,
      "grad_norm": 13.570059776306152,
      "learning_rate": 2e-05,
      "loss": 2.7251,
      "step": 2
    },
    {
      "epoch": 0.03,
      "eval_pred": null,
      "grad_norm": 27.845048904418945,
      "learning_rate": 3e-05,
      "loss": 3.8856,
      "step": 3
    },
    {
      "epoch": 0.04,
      "eval_pred": null,
      "grad_norm": 18.186725616455078,
      "learning_rate": 4e-05,
      "loss": 2.5123,
      "step": 4
    },
    {
      "epoch": 0.05,
      "eval_pred": null,
      "grad_norm": 20.293132781982422,
      "learning_rate": 5e-05,
      "loss": 2.9692,
      "step": 5
    },
    {
      "epoch": 0.06,
      "eval_pred": null,
      "grad_norm": 20.205909729003906,
      "learning_rate": 6e-05,
      "loss": 3.336,
      "step": 6
    },
    {
      "epoch": 0.07,
      "eval_pred": null,
      "grad_norm": 14.420604705810547,
      "learning_rate": 7.000000000000001e-05,
      "loss": 2.9546,
      "step": 7
    },
    {
      "epoch": 0.08,
      "eval_pred": null,
      "grad_norm": 5.636794090270996,
      "learning_rate": 8e-05,
      "loss": 2.107,
      "step": 8
    },
    {
      "epoch": 0.09,
      "eval_pred": null,
      "grad_norm": 16.66157341003418,
      "learning_rate": 8.999999999999999e-05,
      "loss": 2.8062,
      "step": 9
    },
    {
      "epoch": 0.1,
      "eval_pred": null,
      "grad_norm": 8.142745971679688,
      "learning_rate": 0.0001,
      "loss": 2.4079,
      "step": 10
    },
    {
      "epoch": 0.1,
      "eval_cer": 119.24715909090908,
      "eval_cer_time": 0.004143238067626953,
      "eval_decode_time": 0.5333919525146484,
      "eval_loss": 1.9885456562042236,
      "eval_pred": "| i | Label | Prediction |\n| --- | --- | --- |\n| 0 | MISTER QUILTER IS THE APOSTLE OF THE MIDDLE CLASSES AND WE ARE GLAD TO WELCOME HIS GOSPEL |  MristerTER QUILTER is THE APOSAL OF THE MLLE CLASSES AND WE ARE GLAD TO WELLCOME HIS GOSPLE.BBBBBB)) - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - |\n| 1 | NOR IS MISTER QUILTER'S MANNER LESS INTERESTING THAN HIS MATTER |  Noror is MrISTER QUILTER'SS MANER LESS INTERESTING THEN HIS MATTER.)))) - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - |\n| 2 | HE TELLS US THAT AT THIS FESTIVE SEASON OF THE YEAR WITH CHRISTMAS AND ROAST BEEF LOOMING BEFORE US SIMILES DRAWN FROM EATING AND ITS RESULTS OCCUR MOST READILY TO THE MIND |  He tellsELLS US THAT AT THIS FESTTIM SEASON OF THE YEAR WITH CHRISTMAS AND RAS BEEEF LUMING BEFORE US SIMILA DRAWN FROM EATING AND IT'S RESULTS ORPERURMOST RADITLY TO THE MIND. - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - |\n| 3 | HE HAS GRAVE DOUBTS WHETHER SIR FREDERICK LEIGHTON'S WORK IS REALLY GREEK AFTER ALL AND CAN DISCOVER IN IT BUT LITTLE OF ROCKY ITHACA |  He HAS GRAB DOTSTS,ETHER SURIRFDG LITTONS'S WORK IS REALLY GREK AFTER ALL AND CAN DISCOVER IN IT BUT LITTLE OF WCKY IS ISAKA. IS IS IS IS IS - IS IS IS IS - - - - - - - - - - - - - - - - - - - - - IS IS - - - - - - - - - - - - - - - - - - - - - - - - - - -- - - - - - - - ---- - - - - ----- |\n| 4 | LINNELL'S PICTURES ARE A SORT OF UP GUARDS AND AT EM PAINTINGS AND MASON'S EXQUISITE IDYLLS ARE AS NATIONAL AS A JINGO POEM MISTER BIRKET FOSTER'S LANDSCAPES SMILE AT ONE MUCH IN THE SAME WAY THAT MISTER CARKER USED TO FLASH HIS TEETH AND MISTER JOHN COLLIER GIVES HIS SITTER A CHEERFUL SLAP ON THE BACK BEFORE HE SAYS LIKE A SHAMPOOER IN A TURKISH BATH NEXT MAN |  LinILIL'ss picturesictTURES ARE A sortORT OF UPGARDS AND ADEM PININGS AND MASSS EXQUISIT ITOLLEES ARE AS NIONAL AS A GINGO PEM.ISTER BRIRKET FOSTERSS LANDSAPES SMYLEIT ONE MUCH IN THE SAME WAY THAT MISTER CARCER USED TO FASHES TETH AND MISTER JOHN COLEERER GIIVES HIS CIDTER A CHURFUL SLAP IN THE BACK BEFORE HE SAYS LIKE A SHAMPULOR IN A TURKEST BATH NEXT MAN |\n| 5 | IT IS OBVIOUSLY UNNECESSARY FOR US TO POINT OUT HOW LUMINOUS THESE CRITICISMS ARE HOW DELICATE IN EXPRESSION |  It is OBVIOUSLY UNNESSISARY FOR US TO POINT OUT HOW LUMINUS THESE CITICISMS ARE, DEELICATE IN EXPRESSION.))))) - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -2 -2 - - - -2 - - - - - - - - -2 - - - - - - -222 - - - - - - -22 |\n| 6 | ON THE GENERAL PRINCIPLES OF ART MISTER QUILTER WRITES WITH EQUAL LUCIDITY |  On GENERAL PRINCEIPAL OF ART ANDISTER QUILTER RITEES WITH EQUIL LUCIDITY - - - - - - - - - - - - - - - - - - -222 - - - -222 - - - - - -2 - - - -2 -2 -2 - - - - -2 - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - |\n| 7 | PAINTING HE TELLS US IS OF A DIFFERENT QUALITY TO MATHEMATICS AND FINISH IN ART IS ADDING MORE FACT |  PainINING HE TELLS US IS OF A DFFERENT QUALITY TO MAMIMADICS AND FINISH IN ART IS ADDING MORE FACT.)))))))))) - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - |\n| 8 | AS FOR ETCHINGS THEY ARE OF TWO KINDS BRITISH AND FOREIGN |  As FOR ECHING THE ARE OF TWO KINDES BRIDISH AND FOREIGN. -))))) - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - |\n| 9 | HE LAMENTS MOST BITTERLY THE DIVORCE THAT HAS BEEN MADE BETWEEN DECORATIVE ART AND WHAT WE USUALLY CALL PICTURES MAKES THE CUSTOMARY APPEAL TO THE LAST JUDGMENT AND REMINDS US THAT IN THE GREAT DAYS OF ART MICHAEL ANGELO WAS THE FURNISHING UPHOLSTERER |  He LAMEN mostOST BITERLY THE DIVORCE THAT HAS BEEN MADE BEWEEN DEECRADIVE ART AND WHAT WE USELALLY CALL PICTURES MAKES A CUSTOMER APPEALED THE LAST JGENT AND REMINDES USED IN THE GREAT DAYS OF ART MAGELOWVE THE FRINISHING APOSOSTSTTERER. |\n",
      "eval_runtime": 2.8482,
      "eval_samples_per_second": 3.511,
      "eval_steps_per_second": 0.702,
      "eval_wer": 312.2047244094488,
      "eval_wer_time": 0.016916990280151367,
      "step": 10
    },
    {
      "epoch": 0.11,
      "eval_pred": null,
      "grad_norm": 4.166449546813965,
      "learning_rate": 0.00011,
      "loss": 2.0676,
      "step": 11
    },
    {
      "epoch": 0.12,
      "eval_pred": null,
      "grad_norm": 17.860973358154297,
      "learning_rate": 0.00012,
      "loss": 2.3138,
      "step": 12
    },
    {
      "epoch": 0.13,
      "eval_pred": null,
      "grad_norm": 6.342301368713379,
      "learning_rate": 0.00013000000000000002,
      "loss": 2.0556,
      "step": 13
    },
    {
      "epoch": 0.14,
      "eval_pred": null,
      "grad_norm": 8.040596961975098,
      "learning_rate": 0.00014000000000000001,
      "loss": 1.9082,
      "step": 14
    },
    {
      "epoch": 0.15,
      "eval_pred": null,
      "grad_norm": 4.461116790771484,
      "learning_rate": 0.00015,
      "loss": 2.1481,
      "step": 15
    },
    {
      "epoch": 0.16,
      "eval_pred": null,
      "grad_norm": 4.888762950897217,
      "learning_rate": 0.00016,
      "loss": 2.1165,
      "step": 16
    },
    {
      "epoch": 0.17,
      "eval_pred": null,
      "grad_norm": 19.042604446411133,
      "learning_rate": 0.00017,
      "loss": 2.4252,
      "step": 17
    },
    {
      "epoch": 0.18,
      "eval_pred": null,
      "grad_norm": 5.278524398803711,
      "learning_rate": 0.00017999999999999998,
      "loss": 1.7136,
      "step": 18
    },
    {
      "epoch": 0.19,
      "eval_pred": null,
      "grad_norm": 10.18915843963623,
      "learning_rate": 0.00019,
      "loss": 2.0686,
      "step": 19
    },
    {
      "epoch": 1.01,
      "eval_pred": null,
      "grad_norm": 3.584944486618042,
      "learning_rate": 0.0002,
      "loss": 1.2303,
      "step": 20
    },
    {
      "epoch": 1.01,
      "eval_cer": 100.0,
      "eval_cer_time": 0.004556179046630859,
      "eval_decode_time": 0.5213298797607422,
      "eval_loss": 1.1646130084991455,
      "eval_pred": "| i | Label | Prediction |\n| --- | --- | --- |\n| 0 | MISTER QUILTER IS THE APOSTLE OF THE MIDDLE CLASSES AND WE ARE GLAD TO WELCOME HIS GOSPEL |  MristerTER QUILTER IS THE APOSAL OF THE MDLE CLASSES AND WE'RE GLAD TO WELLCOME HIS GOSPLETHTHTH) - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -\"-\"-\"- -\"-\"- - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - |\n| 1 | NOR IS MISTER QUILTER'S MANNER LESS INTERESTING THAN HIS MATTER |  NorORIS MrISTER QUILTERSS MANER LESS INTERESTING THEN HIS MATTER - - - - - - - - - - - - - - -) - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - |\n| 2 | HE TELLS US THAT AT THIS FESTIVE SEASON OF THE YEAR WITH CHRISTMAS AND ROAST BEEF LOOMING BEFORE US SIMILES DRAWN FROM EATING AND ITS RESULTS OCCUR MOST READILY TO THE MIND |  He TELLS US THAT AT THIS FESTTIVE SEASON OF THE YEAR WITH CHRISTMAS AND RAST BEEEF LUMING BEFORE US SIMILA DRAWN FROM EATING AND IT'S RESULTS ORPERUR MOST READITLY TO THE MIND - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -\"- - - - -\"-\"-\"-\"- |\n| 3 | HE HAS GRAVE DOUBTS WHETHER SIR FREDERICK LEIGHTON'S WORK IS REALLY GREEK AFTER ALL AND CAN DISCOVER IN IT BUT LITTLE OF ROCKY ITHACA |  He HAS GB DOTSTS WHETHER SURIRFDG LITTON'S'S WORK IS REALLY GREK AFTER ALL AND CAN DISCOVER IN IT BUT LITTLE OF WCKY ISHAKA IS IS IS IS IS IS IS IS IS IS+ - IS ---\"-\"-\"-\"-\"-\"- IS IS IS\"-\"-\"-++\"-\"-+++\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"- |\n| 4 | LINNELL'S PICTURES ARE A SORT OF UP GUARDS AND AT EM PAINTINGS AND MASON'S EXQUISITE IDYLLS ARE AS NATIONAL AS A JINGO POEM MISTER BIRKET FOSTER'S LANDSCAPES SMILE AT ONE MUCH IN THE SAME WAY THAT MISTER CARKER USED TO FLASH HIS TEETH AND MISTER JOHN COLLIER GIVES HIS SITTER A CHEERFUL SLAP ON THE BACK BEFORE HE SAYS LIKE A SHAMPOOER IN A TURKISH BATH NEXT MAN |  LininILILSS PICTURES ARE AS SOR OF UPGARDS AN ADOM PINING AND MASSS EXQUISIT ITELLE'S ARE AS NIONAL AS A JINGO PEM MrISTER BRIRK AT FOSTERSS LANDSAPES SMYLE AT ONE MUCH IN THE SAME WAY THAT MISTER CARCER USED TO FASH HIS TETH AND MISTER JO COLLIER GIIVES HIS CIDTER A CHURFUL SLAP IN THE BACK BEFORE HE SAYS LIKE A SHAMPURER IN A TURKISH BATH NEXT MAN |\n| 5 | IT IS OBVIOUSLY UNNECESSARY FOR US TO POINT OUT HOW LUMINOUS THESE CRITICISMS ARE HOW DELICATE IN EXPRESSION |  It IS OBVISUSLY UNNESSESSARY FOR US TO POINT OUT HOW LUMINUS THESE CRITICISMS ARE HOW DEELICATE IN EXPRESSION IS - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -- - - - - - - - - - - - - - -- - - - - - - - -- - - - - - - - - -- |\n| 6 | ON THE GENERAL PRINCIPLES OF ART MISTER QUILTER WRITES WITH EQUAL LUCIDITY |  On THE JENRAL PRINCEIPAL OF ART ANDISTER QUILTER RIGHTITEES WITH EQUIL LOUCIDITY - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - |\n| 7 | PAINTING HE TELLS US IS OF A DIFFERENT QUALITY TO MATHEMATICS AND FINISH IN ART IS ADDING MORE FACT |  PainINING HE TELLS US IS OF A DFFERENT QUALITY TO MHAMADICS AND FINISH IN ART IS ADDING MORE FACT - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - |\n| 8 | AS FOR ETCHINGS THEY ARE OF TWO KINDS BRITISH AND FOREIGN |  As FOR ECHINGS TH ARE OF TWO KINDES BRIDISH AND FOREIGN)) IS - - - - - - - - - - - - - - - -)) - - - -) - - - - - - - - - - - - - - - - - - - - - - - - - - - - |\n| 9 | HE LAMENTS MOST BITTERLY THE DIVORCE THAT HAS BEEN MADE BETWEEN DECORATIVE ART AND WHAT WE USUALLY CALL PICTURES MAKES THE CUSTOMARY APPEAL TO THE LAST JUDGMENT AND REMINDS US THAT IN THE GREAT DAYS OF ART MICHAEL ANGELO WAS THE FURNISHING UPHOLSTERER |  He LAMEN MOST BITTERLY THE DEIVORCE THAT HAS BEEN MADE BEWEEN DEECREDIVE ART AND WHAT WE USEALLY CALL PICTURES MAKES A CUSTOMER APPEALED THE LAST JGENT AND REMINDES US THAT IN THE GREAT DAYS OF ART MAGELO WAS THE FRINISHING APHOLSTTERER |\n",
      "eval_runtime": 2.7415,
      "eval_samples_per_second": 3.648,
      "eval_steps_per_second": 0.73,
      "eval_wer": 258.26771653543307,
      "eval_wer_time": 1.4057037830352783,
      "step": 20
    },
    {
      "epoch": 1.02,
      "eval_pred": null,
      "grad_norm": 4.428985118865967,
      "learning_rate": 0.00021,
      "loss": 1.2975,
      "step": 21
    },
    {
      "epoch": 1.03,
      "eval_pred": null,
      "grad_norm": 4.232193470001221,
      "learning_rate": 0.00022,
      "loss": 1.3636,
      "step": 22
    },
    {
      "epoch": 1.04,
      "eval_pred": null,
      "grad_norm": 5.8515167236328125,
      "learning_rate": 0.00023,
      "loss": 1.3856,
      "step": 23
    },
    {
      "epoch": 1.05,
      "eval_pred": null,
      "grad_norm": 3.324622869491577,
      "learning_rate": 0.00024,
      "loss": 0.9259,
      "step": 24
    },
    {
      "epoch": 1.06,
      "eval_pred": null,
      "grad_norm": 5.164034366607666,
      "learning_rate": 0.00025,
      "loss": 1.1038,
      "step": 25
    },
    {
      "epoch": 1.07,
      "eval_pred": null,
      "grad_norm": 8.681169509887695,
      "learning_rate": 0.00026000000000000003,
      "loss": 1.4779,
      "step": 26
    },
    {
      "epoch": 1.08,
      "eval_pred": null,
      "grad_norm": 3.7555525302886963,
      "learning_rate": 0.00027,
      "loss": 1.0174,
      "step": 27
    },
    {
      "epoch": 1.09,
      "eval_pred": null,
      "grad_norm": 4.5491042137146,
      "learning_rate": 0.00028000000000000003,
      "loss": 1.1516,
      "step": 28
    },
    {
      "epoch": 1.1,
      "eval_pred": null,
      "grad_norm": 3.3533918857574463,
      "learning_rate": 0.00029,
      "loss": 0.7413,
      "step": 29
    },
    {
      "epoch": 1.11,
      "eval_pred": null,
      "grad_norm": 3.5604212284088135,
      "learning_rate": 0.0003,
      "loss": 0.8667,
      "step": 30
    },
    {
      "epoch": 1.11,
      "eval_cer": 52.34375,
      "eval_cer_time": 0.004464864730834961,
      "eval_decode_time": 0.5007879734039307,
      "eval_loss": 0.8100153803825378,
      "eval_pred": "| i | Label | Prediction |\n| --- | --- | --- |\n| 0 | MISTER QUILTER IS THE APOSTLE OF THE MIDDLE CLASSES AND WE ARE GLAD TO WELCOME HIS GOSPEL | MISTER QUILTER IS THE APOSAL OF THE MDLE CLASSES AND WE ARE GLAD TO WELCOME HIS GOSPLETHTHTHGTHTHTHTHGTHTHTHTHTHTHTHTHTHTHTHTHTH)#)#TH##)#)#### \u266a### - \u266a######################\"-####\"-####\"-####\"-#\"-##\"-\"-\"-#\"-\"-\"-\"-\"-\"-\"-##\"- |\n| 1 | NOR IS MISTER QUILTER'S MANNER LESS INTERESTING THAN HIS MATTER | NOR IS MISTER QUOLTERSS MANER LESS INTERESTING THEN HIS MATTER)))))))))))))))))))))))))))))) -))-------\"-\"-\"-\"----\"--\"---------------------------------------- |\n| 2 | HE TELLS US THAT AT THIS FESTIVE SEASON OF THE YEAR WITH CHRISTMAS AND ROAST BEEF LOOMING BEFORE US SIMILES DRAWN FROM EATING AND ITS RESULTS OCCUR MOST READILY TO THE MIND | HE TELLS US THAT AT THIS FESTTIVE SEASON OF THE YEAR WITH CHRISTMAS AND RAST BEEEF LUMING BEFORE US SIMILA DRAwnN FROM EATING AND IT'S RESULTS ORCRUR MOST RADDILY TO THE MIND ############ |\n| 3 | HE HAS GRAVE DOUBTS WHETHER SIR FREDERICK LEIGHTON'S WORK IS REALLY GREEK AFTER ALL AND CAN DISCOVER IN IT BUT LITTLE OF ROCKY ITHACA | HE HAS GRAB DTSTS WHETHER SURIR FRDG LITTON'SS WORK IS REALLY GREEK AFTER ALL AND CAN DISCOVER IN IT BUT LITTLE OF ROCKY ITHAKA################## |\n| 4 | LINNELL'S PICTURES ARE A SORT OF UP GUARDS AND AT EM PAINTINGS AND MASON'S EXQUISITE IDYLLS ARE AS NATIONAL AS A JINGO POEM MISTER BIRKET FOSTER'S LANDSCAPES SMILE AT ONE MUCH IN THE SAME WAY THAT MISTER CARKER USED TO FLASH HIS TEETH AND MISTER JOHN COLLIER GIVES HIS SITTER A CHEERFUL SLAP ON THE BACK BEFORE HE SAYS LIKE A SHAMPOOER IN A TURKISH BATH NEXT MAN | LINELELSS PICTURES ARE A SORT OF UPGARDS AN ADT PINTINGS AND MASSS EXQUISIT ITOLLEESS AREA NIONAL AS A JINGO PEM MrISTER BRIRKET FOSTERSS LANDSAPES SMILE AT ONE MUCH IN THE SAME WAY THAT MISTER CARCER USED TO FASH HIS TEETH AND MISTER John COLLIER GIVES HIS SITTER A CHURFUL SLAP IN THE BACK BEFORE HE SAYS LIKE A SHAMPURER AND A TURKISH BATH NEXT MAN |\n| 5 | IT IS OBVIOUSLY UNNECESSARY FOR US TO POINT OUT HOW LUMINOUS THESE CRITICISMS ARE HOW DELICATE IN EXPRESSION | H IS OBVIOUSLY UNNESSESSARY FOR US TO POINT OUT HOW LUMENUS THESE CRITICISM ARE HOW DEELICAT IN EXPRESSIONTHTHTHTHTH)))#TH####TH##################################\"-######\"-\"-\"-\"-###\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"- |\n| 6 | ON THE GENERAL PRINCIPLES OF ART MISTER QUILTER WRITES WITH EQUAL LUCIDITY | ON THE GENRAL PRENCEIPAL OF ART ANDISTER QUILTER RIGHTITEES WITH EQUAL LOUCIDITY))))))) - - - - - - - - - - -+ -++\"-\"-\"- -++\"-\"-\"-\"-+\"-++++\"-\"-\"-++\"-+\"-\"-\"-\"-\"-\"-+\"-\"-\"-\"-\"-\"-\"-++++++++++++++++++++++\"-\"- |\n| 7 | PAINTING HE TELLS US IS OF A DIFFERENT QUALITY TO MATHEMATICS AND FINISH IN ART IS ADDING MORE FACT | PINING HE TELLS US IS OF A DFFERENT QUALITY TO MHAMATICS AND FINISH IN ART IS ADDING MORE FACT))))#########################################++#####+######+++####+\"-\"-++\"-\"-+++++++ |\n| 8 | AS FOR ETCHINGS THEY ARE OF TWO KINDS BRITISH AND FOREIGN | As FORECHINGS THEY ARE OF TWO KINDDS BRITISH AND FOREIGN)))))))))))))) |\n| 9 | HE LAMENTS MOST BITTERLY THE DIVORCE THAT HAS BEEN MADE BETWEEN DECORATIVE ART AND WHAT WE USUALLY CALL PICTURES MAKES THE CUSTOMARY APPEAL TO THE LAST JUDGMENT AND REMINDS US THAT IN THE GREAT DAYS OF ART MICHAEL ANGELO WAS THE FURNISHING UPHOLSTERER | HE LAMENTS MOST BITTERLY THE DIVORCE THAT HAS BEEN MADE BEWEEN DEECRADIVE ART AND WHAT WE USELALLY CALL PICTURES MAKEES A CUSTOMER APPEAL TO THE LAST JGENT AND REMINDES US THAT IN THE GREAT DAYS OF ART MAGELO WAS THE FURNISHING AHOLSTTERER |\n",
      "eval_runtime": 2.1555,
      "eval_samples_per_second": 4.639,
      "eval_steps_per_second": 0.928,
      "eval_wer": 37.79527559055118,
      "eval_wer_time": 0.03960013389587402,
      "step": 30
    },
    {
      "epoch": 1.12,
      "eval_pred": null,
      "grad_norm": 3.4594056606292725,
      "learning_rate": 0.00031,
      "loss": 0.8506,
      "step": 31
    },
    {
      "epoch": 1.13,
      "eval_pred": null,
      "grad_norm": 2.7810869216918945,
      "learning_rate": 0.00032,
      "loss": 0.6984,
      "step": 32
    },
    {
      "epoch": 1.1400000000000001,
      "eval_pred": null,
      "grad_norm": 3.656834840774536,
      "learning_rate": 0.00033,
      "loss": 0.7591,
      "step": 33
    },
    {
      "epoch": 1.15,
      "eval_pred": null,
      "grad_norm": 3.26741886138916,
      "learning_rate": 0.00034,
      "loss": 0.7747,
      "step": 34
    },
    {
      "epoch": 1.16,
      "eval_pred": null,
      "grad_norm": 2.717848777770996,
      "learning_rate": 0.00035,
      "loss": 0.7748,
      "step": 35
    },
    {
      "epoch": 1.17,
      "eval_pred": null,
      "grad_norm": 2.2561049461364746,
      "learning_rate": 0.00035999999999999997,
      "loss": 0.8973,
      "step": 36
    },
    {
      "epoch": 1.18,
      "eval_pred": null,
      "grad_norm": 3.305250406265259,
      "learning_rate": 0.00037,
      "loss": 0.8124,
      "step": 37
    },
    {
      "epoch": 1.19,
      "eval_pred": null,
      "grad_norm": 5.550938129425049,
      "learning_rate": 0.00038,
      "loss": 0.7307,
      "step": 38
    },
    {
      "epoch": 2.01,
      "eval_pred": null,
      "grad_norm": 2.3965165615081787,
      "learning_rate": 0.00039000000000000005,
      "loss": 0.5959,
      "step": 39
    },
    {
      "epoch": 2.02,
      "eval_pred": null,
      "grad_norm": 1.919407844543457,
      "learning_rate": 0.0004,
      "loss": 0.4517,
      "step": 40
    },
    {
      "epoch": 2.02,
      "eval_cer": 73.79261363636364,
      "eval_cer_time": 0.002995014190673828,
      "eval_decode_time": 0.5137369632720947,
      "eval_loss": 0.6337034106254578,
      "eval_pred": "| i | Label | Prediction |\n| --- | --- | --- |\n| 0 | MISTER QUILTER IS THE APOSTLE OF THE MIDDLE CLASSES AND WE ARE GLAD TO WELCOME HIS GOSPEL | MISTER QUILTER IS THE APOSLE OF THE MDLE CLASSES AND WE ARE GLAD TO WELCOME HIS GOSPLETHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTH#THTHTHTH# \u266a# -####TH# - - -THTHTH#\"- \u266aTHTHTH#THTH#\"-\"-##++++++\"-\"-\"-++\"-\"-\"-\"-\"-\"-\"-\"-++\"-\"-\"-\"-\"-\"-\"-\"-+\"-\"-\"-\"-\"-\"-\"-\"-+\"- |\n| 1 | NOR IS MISTER QUILTER'S MANNER LESS INTERESTING THAN HIS MATTER | NOR IS MrISTER QUILTERSS MANNER LESS INTERESTING THAN HIS MATTERMM)) - -)))) - - - - -### - - - - - -\"-\"- - - -\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-++\"-\"-\"-\"-\"-\"- |\n| 2 | HE TELLS US THAT AT THIS FESTIVE SEASON OF THE YEAR WITH CHRISTMAS AND ROAST BEEF LOOMING BEFORE US SIMILES DRAWN FROM EATING AND ITS RESULTS OCCUR MOST READILY TO THE MIND | HE TELLS US THAT AT THIS FESTTIVE SEASON OF THE YEAR WITH CHRISTMAS AND ROAST BEEEF LUMING BEFORE US SIMILES DRAWN FROM EATING AND ITS RESULTS OCRUR MOST READDILY TO THE MINDGTHTHG%%%###%####%####%####%###%%###%####%### |\n| 3 | HE HAS GRAVE DOUBTS WHETHER SIR FREDERICK LEIGHTON'S WORK IS REALLY GREEK AFTER ALL AND CAN DISCOVER IN IT BUT LITTLE OF ROCKY ITHACA | HE HAS GRAVE DOTSTS WHETHER SERIR FRDIC LITTON'SS WORK IS REALLY GREK AFTER ALL AND CAN DISCOVER IN IT BUT LITTLE OF ROCKY ITHAKAGTHTHTHGTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTH##GTHTHTH#TH####THTHTH##TH##THTHTHTH |\n| 4 | LINNELL'S PICTURES ARE A SORT OF UP GUARDS AND AT EM PAINTINGS AND MASON'S EXQUISITE IDYLLS ARE AS NATIONAL AS A JINGO POEM MISTER BIRKET FOSTER'S LANDSCAPES SMILE AT ONE MUCH IN THE SAME WAY THAT MISTER CARKER USED TO FLASH HIS TEETH AND MISTER JOHN COLLIER GIVES HIS SITTER A CHEERFUL SLAP ON THE BACK BEFORE HE SAYS LIKE A SHAMPOOER IN A TURKISH BATH NEXT MAN | LINELEL'S PICTURES ARE A SORT OF UPGARDS AND ADT PINTINGS AND MASSS EXQUISIT ITOLLEIS ARE AS NATIONAL AS A GINGO PEM MrISTER BRIRKET FOSTER'S LANDSAPES SMILE AT ONE MUCH IN THE SAME WAY THAT MISTER CARCER USED TO FASH HIS TEETH AND MISTER John COLLIER GIVES HIS CITTER A CHURFUL SLAP IN THE BACK BEFORE HE SAYS LIKE A SHAMPURER AND A TURKISH BATH NEXT MAN |\n| 5 | IT IS OBVIOUSLY UNNECESSARY FOR US TO POINT OUT HOW LUMINOUS THESE CRITICISMS ARE HOW DELICATE IN EXPRESSION | IT IS OBVIOUSLY UNNESSESSARY FOR US TO POINT OUT HOW LUMINUS THESE CRITICISMS ARE HOW DEELICATE IN EXPRESSIONTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTH-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"\"-\"--\"-\"-\"-\"\"--\"\"-\"-\"-\"--\" |\n| 6 | ON THE GENERAL PRINCIPLES OF ART MISTER QUILTER WRITES WITH EQUAL LUCIDITY | ON THE GENERAL PRINCEIPLES OF ART MISTER QUILTER RITES WITH EQUIL LUCIDITYEEE - -EEEEEEE+ -++++++++++++\"-++++++\"-\"-\"-+++\"-\"-\"-\"-+\"-+\"-++\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-e\"-\"-\"-\"-\"-\"-e\"-\"-ee\"-\"-\"-\"-\"-\"-\"-ee\"-\"- |\n| 7 | PAINTING HE TELLS US IS OF A DIFFERENT QUALITY TO MATHEMATICS AND FINISH IN ART IS ADDING MORE FACT | PINING HE TELLS US IS OF A DIFFERENT QUALITY TO MHEMATICS AND FINISH IN ART IS ADDING MORE FACT%%%%%%%%%%%%%%%%#%%%%%%++%%+++++++++++++++++++++++++++++++++++++++++++++\"-++++++++\"-+++++++ |\n| 8 | AS FOR ETCHINGS THEY ARE OF TWO KINDS BRITISH AND FOREIGN | AS FOR ECHINGS THEY ARE OF TWO KINDS BRITISH AND FOREIGN \u266a \u266a) \u266a \u266a \u266a \u266a \u266a \u266a \u266a \u266a \u266a \u266a \u266a \u266a \u266a \u266a \u266aTH |\n| 9 | HE LAMENTS MOST BITTERLY THE DIVORCE THAT HAS BEEN MADE BETWEEN DECORATIVE ART AND WHAT WE USUALLY CALL PICTURES MAKES THE CUSTOMARY APPEAL TO THE LAST JUDGMENT AND REMINDS US THAT IN THE GREAT DAYS OF ART MICHAEL ANGELO WAS THE FURNISHING UPHOLSTERER | HE LAMENTS MOST BITTERLY THE DEIVORCE THAT HAS BEEN MADE BEWEEN DEECRATIVE ART AND WHAT WE USELALLY CALL PICTURES MAKES A CUSTOMER APPEAL TO THE LAST JGENT AND REMINES US THAT IN THE GREAT DAYS OF ART M ANGELO WAS THE FURNISHING APHOLSTTERER |\n",
      "eval_runtime": 1.3876,
      "eval_samples_per_second": 7.207,
      "eval_steps_per_second": 1.441,
      "eval_wer": 40.94488188976378,
      "eval_wer_time": 0.02174687385559082,
      "step": 40
    },
    {
      "epoch": 2.03,
      "eval_pred": null,
      "grad_norm": 2.023576021194458,
      "learning_rate": 0.00041,
      "loss": 0.6744,
      "step": 41
    },
    {
      "epoch": 2.04,
      "eval_pred": null,
      "grad_norm": 1.814568281173706,
      "learning_rate": 0.00042,
      "loss": 0.4547,
      "step": 42
    },
    {
      "epoch": 2.05,
      "eval_pred": null,
      "grad_norm": 2.640611171722412,
      "learning_rate": 0.00043,
      "loss": 0.5251,
      "step": 43
    },
    {
      "epoch": 2.06,
      "eval_pred": null,
      "grad_norm": 2.0394105911254883,
      "learning_rate": 0.00044,
      "loss": 0.561,
      "step": 44
    },
    {
      "epoch": 2.07,
      "eval_pred": null,
      "grad_norm": 2.003967046737671,
      "learning_rate": 0.00045000000000000004,
      "loss": 0.4994,
      "step": 45
    },
    {
      "epoch": 2.08,
      "eval_pred": null,
      "grad_norm": 2.668008804321289,
      "learning_rate": 0.00046,
      "loss": 0.51,
      "step": 46
    },
    {
      "epoch": 2.09,
      "eval_pred": null,
      "grad_norm": 2.123786687850952,
      "learning_rate": 0.00047,
      "loss": 0.6328,
      "step": 47
    },
    {
      "epoch": 2.1,
      "eval_pred": null,
      "grad_norm": 2.4257912635803223,
      "learning_rate": 0.00048,
      "loss": 0.3986,
      "step": 48
    },
    {
      "epoch": 2.11,
      "eval_pred": null,
      "grad_norm": 2.094670057296753,
      "learning_rate": 0.00049,
      "loss": 0.4531,
      "step": 49
    },
    {
      "epoch": 2.12,
      "eval_pred": null,
      "grad_norm": 2.141101837158203,
      "learning_rate": 0.0005,
      "loss": 0.4352,
      "step": 50
    },
    {
      "epoch": 2.12,
      "eval_cer": 88.13920454545455,
      "eval_cer_time": 0.0032167434692382812,
      "eval_decode_time": 0.5202732086181641,
      "eval_loss": 0.4492875337600708,
      "eval_pred": "| i | Label | Prediction |\n| --- | --- | --- |\n| 0 | MISTER QUILTER IS THE APOSTLE OF THE MIDDLE CLASSES AND WE ARE GLAD TO WELCOME HIS GOSPEL | MISTER QUILTER IS THE APOSTLE OF THE MIDDLE CLASSES AND WE ARE GLAD TO WELCOME HIS GOSPELBBBBBBTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTH\"-\"-\"-TH\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"- |\n| 1 | NOR IS MISTER QUILTER'S MANNER LESS INTERESTING THAN HIS MATTER | NOR IS MISTER QUILTER'S MANNER LESS INTERESTING THAN HIS MATTERSSMMMTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTH\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"- |\n| 2 | HE TELLS US THAT AT THIS FESTIVE SEASON OF THE YEAR WITH CHRISTMAS AND ROAST BEEF LOOMING BEFORE US SIMILES DRAWN FROM EATING AND ITS RESULTS OCCUR MOST READILY TO THE MIND | HE TELLS US THAT AT THIS FESTIVE SEASON OF THE YEAR WITH CHRISTMAS AND ROAST BEEF LUMING BEFORE US SIMILES DRAWN FROM EATING AND ITS RESULTS OCCUR MOST READDILY TO THE MINDSSSSSSSSSTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTH##THTHTHTHTH#TH###THTHTHTH |\n| 3 | HE HAS GRAVE DOUBTS WHETHER SIR FREDERICK LEIGHTON'S WORK IS REALLY GREEK AFTER ALL AND CAN DISCOVER IN IT BUT LITTLE OF ROCKY ITHACA | HE HAS GRAVE DOTSTS WHETHER SIR FREDIC LIGHTTON'S WORK IS REALLY GREEK AFTER ALL AND CAN DISCOVER IN IT BUT LITTLE OF ROCKY ITHAKAAAAEEEEEEEEETHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTH |\n| 4 | LINNELL'S PICTURES ARE A SORT OF UP GUARDS AND AT EM PAINTINGS AND MASON'S EXQUISITE IDYLLS ARE AS NATIONAL AS A JINGO POEM MISTER BIRKET FOSTER'S LANDSCAPES SMILE AT ONE MUCH IN THE SAME WAY THAT MISTER CARKER USED TO FLASH HIS TEETH AND MISTER JOHN COLLIER GIVES HIS SITTER A CHEERFUL SLAP ON THE BACK BEFORE HE SAYS LIKE A SHAMPOOER IN A TURKISH BATH NEXT MAN | LINELELL'S PICTURES ARE A SORT OF UP GUARDS AND ATEM PAINTINGS AND MAS'S EXQUISATE ITOLLESS ARE AS NATIONAL AS A JINGO POEM MISTER BIRKET FOSTER'S LANDSAPES SMILE AT ONE MUCH IN THE SAME WAY THAT MISTER CARCER USED TO FLASH HIS TEETH AND MISTER JOHN COLLIER GIVES HIS SITTER A CHIRFUL SLAP ON THE BACK BEFORE HE SAYS LIKE A SHAMPOOER IN A TURKISH BATH NEXT MAN |\n| 5 | IT IS OBVIOUSLY UNNECESSARY FOR US TO POINT OUT HOW LUMINOUS THESE CRITICISMS ARE HOW DELICATE IN EXPRESSION | HE IS OVIOUSLY UNNESSESSARY FOR US TO POINT OUT HOW LUMENUS THESE CRITICISMS ARE HOW DEELICATE IN EXPRESSIONENENENENEN))THTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHCOMTH-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"\"--\"-\" |\n| 6 | ON THE GENERAL PRINCIPLES OF ART MISTER QUILTER WRITES WITH EQUAL LUCIDITY | ON THE GENERAL PRINCEIPLES OF ART MISTER QUILTER RIGHTITES WITH EQUIL LUCIDITYSEEEEEEEEEEEDEEEEEEEDDDED\"-D\"-\"-D++\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"- |\n| 7 | PAINTING HE TELLS US IS OF A DIFFERENT QUALITY TO MATHEMATICS AND FINISH IN ART IS ADDING MORE FACT | PINTING HE TELLS US IS OF A DIFFERENT QUALITY TO MATHEMATICS AND FINISH IN ART IS ADDING MORE FACTTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTH++%++++++++++++++++++++++++++++++++++++++\"-+++++\"-\"-+\"-+\"-\"-++\"-\"-\"-\"-\"-++++ |\n| 8 | AS FOR ETCHINGS THEY ARE OF TWO KINDS BRITISH AND FOREIGN | AS FOR ATCHINGS THEY ARE OF TWO KINDS BRITISH AND FOREIGNTHTHTHTHTH |\n| 9 | HE LAMENTS MOST BITTERLY THE DIVORCE THAT HAS BEEN MADE BETWEEN DECORATIVE ART AND WHAT WE USUALLY CALL PICTURES MAKES THE CUSTOMARY APPEAL TO THE LAST JUDGMENT AND REMINDS US THAT IN THE GREAT DAYS OF ART MICHAEL ANGELO WAS THE FURNISHING UPHOLSTERER | HE LAMENTS MOST BITTERLY THE DEIVORCE THAT HAS BEEN MADE BEWEEN DEECRATIVE ART AND WHAT WE USEALLY CALL PICTURES MAKEES A CUSTOMARY APPEAL TO THE LAST JGENT AND REMINES US THAT IN THE GREAT DAYS OF ART M ANGELO WAS THE FURNISHING APHOLSTTERER |\n",
      "eval_runtime": 1.3178,
      "eval_samples_per_second": 7.588,
      "eval_steps_per_second": 1.518,
      "eval_wer": 16.535433070866144,
      "eval_wer_time": 0.005387067794799805,
      "step": 50
    },
    {
      "epoch": 2.13,
      "eval_pred": null,
      "grad_norm": 2.5712523460388184,
      "learning_rate": 0.00049,
      "loss": 0.4704,
      "step": 51
    },
    {
      "epoch": 2.14,
      "eval_pred": null,
      "grad_norm": 2.026331901550293,
      "learning_rate": 0.00048,
      "loss": 0.2717,
      "step": 52
    },
    {
      "epoch": 2.15,
      "eval_pred": null,
      "grad_norm": 1.7977256774902344,
      "learning_rate": 0.00047,
      "loss": 0.5672,
      "step": 53
    },
    {
      "epoch": 2.16,
      "eval_pred": null,
      "grad_norm": 2.375070810317993,
      "learning_rate": 0.00046,
      "loss": 0.4817,
      "step": 54
    },
    {
      "epoch": 2.17,
      "eval_pred": null,
      "grad_norm": 3.009258985519409,
      "learning_rate": 0.00045000000000000004,
      "loss": 0.533,
      "step": 55
    },
    {
      "epoch": 2.18,
      "eval_pred": null,
      "grad_norm": 2.3523738384246826,
      "learning_rate": 0.00044,
      "loss": 0.4127,
      "step": 56
    },
    {
      "epoch": 2.19,
      "eval_pred": null,
      "grad_norm": 5.932104110717773,
      "learning_rate": 0.00043,
      "loss": 0.3008,
      "step": 57
    },
    {
      "epoch": 3.01,
      "eval_pred": null,
      "grad_norm": 1.4854482412338257,
      "learning_rate": 0.00042,
      "loss": 0.3457,
      "step": 58
    },
    {
      "epoch": 3.02,
      "eval_pred": null,
      "grad_norm": 2.2406277656555176,
      "learning_rate": 0.00041,
      "loss": 0.3722,
      "step": 59
    },
    {
      "epoch": 3.03,
      "eval_pred": null,
      "grad_norm": 1.1445629596710205,
      "learning_rate": 0.0004,
      "loss": 0.2341,
      "step": 60
    },
    {
      "epoch": 3.03,
      "eval_cer": 97.58522727272727,
      "eval_cer_time": 0.003239154815673828,
      "eval_decode_time": 0.54343581199646,
      "eval_loss": 0.2922370731830597,
      "eval_pred": "| i | Label | Prediction |\n| --- | --- | --- |\n| 0 | MISTER QUILTER IS THE APOSTLE OF THE MIDDLE CLASSES AND WE ARE GLAD TO WELCOME HIS GOSPEL | MISTER QUILTER IS THE APOSTLE OF THE MIDDLE CLASSES AND WE ARE GLAD TO WELCOME HIS GOSPELLLELBBTHBBBTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTH\"-TH\"-TH\"-THTHTHTH\"-\"-\"-THTHTH\"-THTH\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"- |\n| 1 | NOR IS MISTER QUILTER'S MANNER LESS INTERESTING THAN HIS MATTER | NOR IS MISTER QUILTER'S MANNER LESS INTERESTING THEN HIS MATTERTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTH\"-\"-\"-\"-TH\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"- |\n| 2 | HE TELLS US THAT AT THIS FESTIVE SEASON OF THE YEAR WITH CHRISTMAS AND ROAST BEEF LOOMING BEFORE US SIMILES DRAWN FROM EATING AND ITS RESULTS OCCUR MOST READILY TO THE MIND | HE TELLS US THAT AT THIS FESTIVE SEASON OF THE YEAR WITH CHRISTMAS AND ROAST BEEF LUMING BEFORE US SIMILES DRAWN FROM EATING AND ITS RESULTS OCCUR MOST READDILY TO THE MINDTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTH |\n| 3 | HE HAS GRAVE DOUBTS WHETHER SIR FREDERICK LEIGHTON'S WORK IS REALLY GREEK AFTER ALL AND CAN DISCOVER IN IT BUT LITTLE OF ROCKY ITHACA | HE HAS GRAVE DOBSTS WHETHER SIR FDERIC LIITTON'S WORK IS REALLY GREEK AFTER ALL AND CAN DISCOVER IN IT BUT LITTLE OF ROCKY ITHAKATHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTH |\n| 4 | LINNELL'S PICTURES ARE A SORT OF UP GUARDS AND AT EM PAINTINGS AND MASON'S EXQUISITE IDYLLS ARE AS NATIONAL AS A JINGO POEM MISTER BIRKET FOSTER'S LANDSCAPES SMILE AT ONE MUCH IN THE SAME WAY THAT MISTER CARKER USED TO FLASH HIS TEETH AND MISTER JOHN COLLIER GIVES HIS SITTER A CHEERFUL SLAP ON THE BACK BEFORE HE SAYS LIKE A SHAMPOOER IN A TURKISH BATH NEXT MAN | LINNELL'S PICTURES ARE A SORT OF UP GUARDS AND AT EM PAINTINGS AND MAAS'S EXQUISITE ITOLLESLS ARE AS NATIONAL AS A JINGO POEM MISTER BIRKET FOSTER'S LANDSCAPES SMILE AT ONE MUCH IN THE SAME WAY THAT MISTER CARKER USED TO FLASH HIS TEETH AND MISTER JOHN COLLIER GIVES HIS SITTER A CHIRFUL SLAP ON THE BACK BEFORE HE SAYS LIKE A SHAMPULER IN A TURKISH BATH NEXT MAN |\n| 5 | IT IS OBVIOUSLY UNNECESSARY FOR US TO POINT OUT HOW LUMINOUS THESE CRITICISMS ARE HOW DELICATE IN EXPRESSION | IT IS OBVIOUSLY UNNECESSARY FOR US TO POINT OUT HOW LUMINUS THESE CRITICISMS ARE HOW DELICATE IN EXPRESSIONTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTH-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"\"--\"-\"-\"-\"\"-\"-\"--\"-\"\"--\"-\"-\"\"-\"-\"-\"--\"-\"\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"--\" |\n| 6 | ON THE GENERAL PRINCIPLES OF ART MISTER QUILTER WRITES WITH EQUAL LUCIDITY | ON THE GENERAL PRINCIPLES OF ART MISTER QUILTER WRITES WITH EQUAL LUCIDITYTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTH\"-TH==\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"- |\n| 7 | PAINTING HE TELLS US IS OF A DIFFERENT QUALITY TO MATHEMATICS AND FINISH IN ART IS ADDING MORE FACT | PAINTING HE TELLS US IS OF A DIFFERENT QUALITY TO MATHEMATICS AND FINISH IN ART IS ADDING MORE FACTTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTH%%%TH%%%%\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"- |\n| 8 | AS FOR ETCHINGS THEY ARE OF TWO KINDS BRITISH AND FOREIGN | AS FOR ETCHINGS THEY ARE OF TWO KINDS BRITISH AND FOREIGNTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTH |\n| 9 | HE LAMENTS MOST BITTERLY THE DIVORCE THAT HAS BEEN MADE BETWEEN DECORATIVE ART AND WHAT WE USUALLY CALL PICTURES MAKES THE CUSTOMARY APPEAL TO THE LAST JUDGMENT AND REMINDS US THAT IN THE GREAT DAYS OF ART MICHAEL ANGELO WAS THE FURNISHING UPHOLSTERER | HE LAMENTS MOST BITTERLY THE DIVORCE THAT HAS BEEN MADE BETWEEN DECORATIVE ART AND WHAT WE USUALLY CALL PICTURES MAKES THE CUSTOMARY APPEAL TO THE LAST JGMENT AND REMINDS US THAT IN THE GREAT DAYS OF ART MIC ANGELO WAS THE FURNISHING UPHOLSTERER |\n",
      "eval_runtime": 1.3214,
      "eval_samples_per_second": 7.568,
      "eval_steps_per_second": 1.514,
      "eval_wer": 8.267716535433072,
      "eval_wer_time": 0.0059778690338134766,
      "step": 60
    },
    {
      "epoch": 3.04,
      "eval_pred": null,
      "grad_norm": 1.4139453172683716,
      "learning_rate": 0.00039000000000000005,
      "loss": 0.2319,
      "step": 61
    },
    {
      "epoch": 3.05,
      "eval_pred": null,
      "grad_norm": 1.311193823814392,
      "learning_rate": 0.00038,
      "loss": 0.235,
      "step": 62
    },
    {
      "epoch": 3.06,
      "eval_pred": null,
      "grad_norm": 1.1820735931396484,
      "learning_rate": 0.00037,
      "loss": 0.1914,
      "step": 63
    },
    {
      "epoch": 3.07,
      "eval_pred": null,
      "grad_norm": 1.2226531505584717,
      "learning_rate": 0.00035999999999999997,
      "loss": 0.3147,
      "step": 64
    },
    {
      "epoch": 3.08,
      "eval_pred": null,
      "grad_norm": 1.2730989456176758,
      "learning_rate": 0.00035,
      "loss": 0.2505,
      "step": 65
    },
    {
      "epoch": 3.09,
      "eval_pred": null,
      "grad_norm": 1.0159199237823486,
      "learning_rate": 0.00034,
      "loss": 0.15,
      "step": 66
    },
    {
      "epoch": 3.1,
      "eval_pred": null,
      "grad_norm": 1.2265311479568481,
      "learning_rate": 0.00033,
      "loss": 0.1765,
      "step": 67
    },
    {
      "epoch": 3.11,
      "eval_pred": null,
      "grad_norm": 0.8005520105361938,
      "learning_rate": 0.00032,
      "loss": 0.0663,
      "step": 68
    },
    {
      "epoch": 3.12,
      "eval_pred": null,
      "grad_norm": 1.507002353668213,
      "learning_rate": 0.00031,
      "loss": 0.1685,
      "step": 69
    },
    {
      "epoch": 3.13,
      "eval_pred": null,
      "grad_norm": 1.3489922285079956,
      "learning_rate": 0.0003,
      "loss": 0.2233,
      "step": 70
    },
    {
      "epoch": 3.13,
      "eval_cer": 83.52272727272727,
      "eval_cer_time": 0.0032608509063720703,
      "eval_decode_time": 0.5359196662902832,
      "eval_loss": 0.20264121890068054,
      "eval_pred": "| i | Label | Prediction |\n| --- | --- | --- |\n| 0 | MISTER QUILTER IS THE APOSTLE OF THE MIDDLE CLASSES AND WE ARE GLAD TO WELCOME HIS GOSPEL | MISTER QUILTER IS THE APOSTLE OF THE MDLE CLASSES AND WE ARE GLAD TO WELCOME HIS GOSPELLLTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTH-\"-\"-\"TH-\"TH-\"-\"THTHTH-\"\"-\"-THTHTHTHTHTH\"-\"-\"-\"-\"-\"-\"-\"-\"-\"--\"\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"--\"\"-\"-\"--\"\"-=\"--\"-\"-\"\"-\"-\"--\"\"-\"- |\n| 1 | NOR IS MISTER QUILTER'S MANNER LESS INTERESTING THAN HIS MATTER | NOR IS MISTER QUILTER'S MANNER LESS INTERESTING THAN HIS MATTERMTHMMMMMTHTHTHTHTHTHTHTHTHTHTHTHTHTHTH-\"-\"\"-\"-\"-TH\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"- |\n| 2 | HE TELLS US THAT AT THIS FESTIVE SEASON OF THE YEAR WITH CHRISTMAS AND ROAST BEEF LOOMING BEFORE US SIMILES DRAWN FROM EATING AND ITS RESULTS OCCUR MOST READILY TO THE MIND | HE TELLS US THAT AT THIS FESTIVE SEASON OF THE YEAR WITH CHRISTMAS AND ROAST BEEF LOOMING BEFORE US SIMILES DRAWN FROM EATING AND ITS RESULTS OCCUR MOST READILY TO THE MINDMMMTHMTHMMMMTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTH%%THTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTH%%%%%%%%%%%%%% |\n| 3 | HE HAS GRAVE DOUBTS WHETHER SIR FREDERICK LEIGHTON'S WORK IS REALLY GREEK AFTER ALL AND CAN DISCOVER IN IT BUT LITTLE OF ROCKY ITHACA | HE HAS GRAVE DBSTS WHETHER SIR FDERICK LITTON'S WORK IS REALLY GREE AF AFTER ALL AND CAN DISCOVER IN IT BUT LITTLE OF ROCKY ITHAKATHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTH |\n| 4 | LINNELL'S PICTURES ARE A SORT OF UP GUARDS AND AT EM PAINTINGS AND MASON'S EXQUISITE IDYLLS ARE AS NATIONAL AS A JINGO POEM MISTER BIRKET FOSTER'S LANDSCAPES SMILE AT ONE MUCH IN THE SAME WAY THAT MISTER CARKER USED TO FLASH HIS TEETH AND MISTER JOHN COLLIER GIVES HIS SITTER A CHEERFUL SLAP ON THE BACK BEFORE HE SAYS LIKE A SHAMPOOER IN A TURKISH BATH NEXT MAN | LINNELL'S PICTURES ARE A SORT OF UP GUARDS AND AT EM PAINTINGS AND MASON'S EXQUISATE IDIDLLS ARE AS NATIONAL AS A JINGO POEM MISTER BIRKET FOSTER'S LANDSCAPES SMILE AT ONE MUCH IN THE SAME WAY THAT MISTER CARKER USED TO FLASH HIS TEETH AND MISTER JOHN COLLIER GIVES HIS SITTER A CHEERFUL SLAP ON THE BACK BEFORE HE SAYS LIKE A SHAMPOOER IN A TURKISH BATH NEXT MAN |\n| 5 | IT IS OBVIOUSLY UNNECESSARY FOR US TO POINT OUT HOW LUMINOUS THESE CRITICISMS ARE HOW DELICATE IN EXPRESSION | IT IS OBVIOUSLY UNNESSESSARY FOR US TO POINT OUT HOW LUMINUS THESE CRITICISMS ARE HOW DALIICATE IN EXPRESSIONTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTH-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\" |\n| 6 | ON THE GENERAL PRINCIPLES OF ART MISTER QUILTER WRITES WITH EQUAL LUCIDITY | ON THE GENERAL PRINCIPLES OF ART MISTER QUILTER WRITES WITH EQUAL LUCIDITYEEEEEETHETHETH \u266aD \u266aEDE======\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"- |\n| 7 | PAINTING HE TELLS US IS OF A DIFFERENT QUALITY TO MATHEMATICS AND FINISH IN ART IS ADDING MORE FACT | PAINTING HE TELLS US IS OF A DIFFERENT QUALITY TO MATHEMATICS AND FINISH IN ART IS ADDING MORE FACT%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%\"-\"-\"-\"-%%%\"-\"-\"-\"-\"-%\"-\"-%\"-\"-\"-\"-\"-\"-\"-\"-\"-\"- |\n| 8 | AS FOR ETCHINGS THEY ARE OF TWO KINDS BRITISH AND FOREIGN | AS FOR ETCHINGS THEY ARE OF TWO KINDS BRITISH AND FOREIGNBTHTHTHTHTHTHTHTHTH |\n| 9 | HE LAMENTS MOST BITTERLY THE DIVORCE THAT HAS BEEN MADE BETWEEN DECORATIVE ART AND WHAT WE USUALLY CALL PICTURES MAKES THE CUSTOMARY APPEAL TO THE LAST JUDGMENT AND REMINDS US THAT IN THE GREAT DAYS OF ART MICHAEL ANGELO WAS THE FURNISHING UPHOLSTERER | HE LAMENTS MOST BITTERLY THE DIVORCE THAT HAS BEEN MADE BETWEEN DECORATIVE ART AND WHAT WE USUALLY CALL PICTURES MAKES THE CUSTOMARY APPEAL TO THE LAST JGMENT AND REMINDS US THAT IN THE GREAT DAYS OF ART M ANGELO WAS THE FURNISHING UPHOLSTERER |\n",
      "eval_runtime": 1.3431,
      "eval_samples_per_second": 7.445,
      "eval_steps_per_second": 1.489,
      "eval_wer": 9.05511811023622,
      "eval_wer_time": 0.006304025650024414,
      "step": 70
    },
    {
      "epoch": 3.14,
      "eval_pred": null,
      "grad_norm": 0.984099268913269,
      "learning_rate": 0.00029,
      "loss": 0.1387,
      "step": 71
    },
    {
      "epoch": 3.15,
      "eval_pred": null,
      "grad_norm": 1.3206219673156738,
      "learning_rate": 0.00028000000000000003,
      "loss": 0.1975,
      "step": 72
    },
    {
      "epoch": 3.16,
      "eval_pred": null,
      "grad_norm": 2.8183982372283936,
      "learning_rate": 0.00027,
      "loss": 0.3486,
      "step": 73
    },
    {
      "epoch": 3.17,
      "eval_pred": null,
      "grad_norm": 1.2665929794311523,
      "learning_rate": 0.00026000000000000003,
      "loss": 0.2075,
      "step": 74
    },
    {
      "epoch": 3.18,
      "eval_pred": null,
      "grad_norm": 1.521304726600647,
      "learning_rate": 0.00025,
      "loss": 0.2574,
      "step": 75
    },
    {
      "epoch": 3.19,
      "eval_pred": null,
      "grad_norm": 0.7435916662216187,
      "learning_rate": 0.00024,
      "loss": 0.0566,
      "step": 76
    },
    {
      "epoch": 4.01,
      "eval_pred": null,
      "grad_norm": 0.750034511089325,
      "learning_rate": 0.00023,
      "loss": 0.1026,
      "step": 77
    },
    {
      "epoch": 4.02,
      "eval_pred": null,
      "grad_norm": 1.3347179889678955,
      "learning_rate": 0.00022,
      "loss": 0.1095,
      "step": 78
    },
    {
      "epoch": 4.03,
      "eval_pred": null,
      "grad_norm": 0.9396723508834839,
      "learning_rate": 0.00021,
      "loss": 0.1724,
      "step": 79
    },
    {
      "epoch": 4.04,
      "eval_pred": null,
      "grad_norm": 0.6710516214370728,
      "learning_rate": 0.0002,
      "loss": 0.1098,
      "step": 80
    },
    {
      "epoch": 4.04,
      "eval_cer": 83.94886363636364,
      "eval_cer_time": 0.002905130386352539,
      "eval_decode_time": 0.531641960144043,
      "eval_loss": 0.16650623083114624,
      "eval_pred": "| i | Label | Prediction |\n| --- | --- | --- |\n| 0 | MISTER QUILTER IS THE APOSTLE OF THE MIDDLE CLASSES AND WE ARE GLAD TO WELCOME HIS GOSPEL | MISTER QUILTER IS THE APOSTLE OF THE MIDDLE CLASSES AND WE ARE GLAD TO WELCOME HIS GOSPELLLTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTH-\"TH-\"-\"\"-\"-TH\"-TH\"-\"-TH\"-TH\"-\"-\"-\"-THTH\"-THTH\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-=\"-\"-\"-\"-\"-\"-\"-\"-\"-\"- |\n| 1 | NOR IS MISTER QUILTER'S MANNER LESS INTERESTING THAN HIS MATTER | NOR IS MISTER QUILTER'S MANNER LESS INTERESTING THAN HIS MATTERTHTHTHTHMMTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTH\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"- |\n| 2 | HE TELLS US THAT AT THIS FESTIVE SEASON OF THE YEAR WITH CHRISTMAS AND ROAST BEEF LOOMING BEFORE US SIMILES DRAWN FROM EATING AND ITS RESULTS OCCUR MOST READILY TO THE MIND | HE TELLS US THAT AT THIS FESTIVE SEASON OF THE YEAR WITH CHRISTMAS AND ROAST BEEF LOOMING BEFORE US SIMILES DRAWN FROM EATING AND ITS RESULTS OCCUR MOST READILY TO THE MINDTHTHMTHTHTHTHTHTHMMMTHTHTHTHTHTHTHTHTHTHTHTHTHTH%THTHTH%%%%%%%THTH%%THTHTH%%%%%%%%%%%%%%%%%%%%%%%% |\n| 3 | HE HAS GRAVE DOUBTS WHETHER SIR FREDERICK LEIGHTON'S WORK IS REALLY GREEK AFTER ALL AND CAN DISCOVER IN IT BUT LITTLE OF ROCKY ITHACA | HE HAS GRAVE DOBSTS WHETHER SIR FREDERICK LITTON'S WORK IS REALLY GREEK AFTER ALL AND CAN DISCOVER IN IT BUT LITTLE OF ROCKY ITHACATHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTH%%THTHTHTHTHTHTHTHTHTHTH |\n| 4 | LINNELL'S PICTURES ARE A SORT OF UP GUARDS AND AT EM PAINTINGS AND MASON'S EXQUISITE IDYLLS ARE AS NATIONAL AS A JINGO POEM MISTER BIRKET FOSTER'S LANDSCAPES SMILE AT ONE MUCH IN THE SAME WAY THAT MISTER CARKER USED TO FLASH HIS TEETH AND MISTER JOHN COLLIER GIVES HIS SITTER A CHEERFUL SLAP ON THE BACK BEFORE HE SAYS LIKE A SHAMPOOER IN A TURKISH BATH NEXT MAN | LINNELL'S PICTURES ARE A SORT OF UP GUARDS AND AT EM PAINTINGS AND MASON'S EXQUISITE IDIDLLS ARE AS NATIONAL AS A JINGO POEM MISTER BIRKET FOSTER'S LANDSCAPES SMILE AT ONE MUCH IN THE SAME WAY THAT MISTER CARKER USED TO FLASH HIS TEETH AND MISTER JOHN COLLIER GIVES HIS SITTER A CHEERFUL SLAP ON THE BACK BEFORE HE SAYS LIKE A SHAMPOOER IN A TURKISH BATH NEXT MAN |\n| 5 | IT IS OBVIOUSLY UNNECESSARY FOR US TO POINT OUT HOW LUMINOUS THESE CRITICISMS ARE HOW DELICATE IN EXPRESSION | IT IS OBVIOUSLY UNNECESSARY FOR US TO POINT OUT HOW LUMINUS THESE CRITICISMS ARE HOW DELICATE IN EXPRESSIONTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTH-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\" |\n| 6 | ON THE GENERAL PRINCIPLES OF ART MISTER QUILTER WRITES WITH EQUAL LUCIDITY | ON THE GENERAL PRINCIPLES OF ART MISTER QUILTER WRITES WITH EQUAL LUCIDITYEEEETHETHETH \u266aTH%E%==\"-\"-===\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"- |\n| 7 | PAINTING HE TELLS US IS OF A DIFFERENT QUALITY TO MATHEMATICS AND FINISH IN ART IS ADDING MORE FACT | PAINTING HE TELLS US IS OF A DIFFERENT QUALITY TO MATHEMATICS AND FINISH IN ART IS ADDING MORE FACT%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%\"-\"-%%%%%\"-\"-%%%%\"-%%\"-\"-%%\"-%%%% |\n| 8 | AS FOR ETCHINGS THEY ARE OF TWO KINDS BRITISH AND FOREIGN | AS FOR ETCHINGS THEY ARE OF TWO KINDS BRITISH AND FOREIGNTHTHTHTHTHTHTHTHTH |\n| 9 | HE LAMENTS MOST BITTERLY THE DIVORCE THAT HAS BEEN MADE BETWEEN DECORATIVE ART AND WHAT WE USUALLY CALL PICTURES MAKES THE CUSTOMARY APPEAL TO THE LAST JUDGMENT AND REMINDS US THAT IN THE GREAT DAYS OF ART MICHAEL ANGELO WAS THE FURNISHING UPHOLSTERER | HE LAMENTS MOST BITTERLY THE DIVORCE THAT HAS BEEN MADE BETWEEN DECORATIVE ART AND WHAT WE USUALLY CALL PICTURES MAKES THE CUSTOMARY APPEAL TO THE LAST judgeGMENT AND REMINDS US THAT IN THE GREAT DAYS OF ART M ANGELO WAS THE FURNISHING UPHOLSTERER |\n",
      "eval_runtime": 1.2621,
      "eval_samples_per_second": 7.924,
      "eval_steps_per_second": 1.585,
      "eval_wer": 5.905511811023622,
      "eval_wer_time": 0.005602836608886719,
      "step": 80
    },
    {
      "epoch": 4.05,
      "eval_pred": null,
      "grad_norm": 0.6178313493728638,
      "learning_rate": 0.00019,
      "loss": 0.1269,
      "step": 81
    },
    {
      "epoch": 4.06,
      "eval_pred": null,
      "grad_norm": 1.104316234588623,
      "learning_rate": 0.00017999999999999998,
      "loss": 0.2355,
      "step": 82
    },
    {
      "epoch": 4.07,
      "eval_pred": null,
      "grad_norm": 1.088135004043579,
      "learning_rate": 0.00017,
      "loss": 0.1947,
      "step": 83
    },
    {
      "epoch": 4.08,
      "eval_pred": null,
      "grad_norm": 0.6806421279907227,
      "learning_rate": 0.00016,
      "loss": 0.0923,
      "step": 84
    },
    {
      "epoch": 4.09,
      "eval_pred": null,
      "grad_norm": 0.6717160940170288,
      "learning_rate": 0.00015,
      "loss": 0.148,
      "step": 85
    },
    {
      "epoch": 4.1,
      "eval_pred": null,
      "grad_norm": 0.7663130760192871,
      "learning_rate": 0.00014000000000000001,
      "loss": 0.1192,
      "step": 86
    },
    {
      "epoch": 4.11,
      "eval_pred": null,
      "grad_norm": 1.271284818649292,
      "learning_rate": 0.00013000000000000002,
      "loss": 0.0887,
      "step": 87
    },
    {
      "epoch": 4.12,
      "eval_pred": null,
      "grad_norm": 0.6764338612556458,
      "learning_rate": 0.00012,
      "loss": 0.0812,
      "step": 88
    },
    {
      "epoch": 4.13,
      "eval_pred": null,
      "grad_norm": 0.9299374222755432,
      "learning_rate": 0.00011,
      "loss": 0.1574,
      "step": 89
    },
    {
      "epoch": 4.14,
      "eval_pred": null,
      "grad_norm": 0.9850154519081116,
      "learning_rate": 0.0001,
      "loss": 0.0678,
      "step": 90
    },
    {
      "epoch": 4.14,
      "eval_cer": 81.10795454545455,
      "eval_cer_time": 0.003816843032836914,
      "eval_decode_time": 0.5388102531433105,
      "eval_loss": 0.12785965204238892,
      "eval_pred": "| i | Label | Prediction |\n| --- | --- | --- |\n| 0 | MISTER QUILTER IS THE APOSTLE OF THE MIDDLE CLASSES AND WE ARE GLAD TO WELCOME HIS GOSPEL | MISTER QUILTER IS THE APOSTLE OF THE MIDDLE CLASSES AND WE ARE GLAD TO WELCOME HIS GOSPELLLTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTH-\"TH-\"TH-\"-\"-\"-\"TH-\"-\"\"-\"-TH\"-TH\"-\"-\"-\"-THTHTHTHTH\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-=\"-\"-\"-\"-\"-\"-\"-\"-\"-\"- |\n| 1 | NOR IS MISTER QUILTER'S MANNER LESS INTERESTING THAN HIS MATTER | NOR IS MISTER QUILTER'S MANNER LESS INTERESTING THAN HIS MATTERTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTH-\"\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"- |\n| 2 | HE TELLS US THAT AT THIS FESTIVE SEASON OF THE YEAR WITH CHRISTMAS AND ROAST BEEF LOOMING BEFORE US SIMILES DRAWN FROM EATING AND ITS RESULTS OCCUR MOST READILY TO THE MIND | HE TELLS US THAT AT THIS FESTIVE SEASON OF THE YEAR WITH CHRISTMAS AND ROAST BEEF LOOMING BEFORE US SIMILES DRAWN FROM EATING AND ITS RESULTS OCCUR MOST READILY TO THE MINDTHTHTHTHTHTHTHTHTHMMMTHTHTHTHTHTHTHTHTHTHTHTHTHTH%THTHTH%%THTH%%%THTHTH%THTHTHTH%%TH%%%%%%%%%%%%%%%%%%%% |\n| 3 | HE HAS GRAVE DOUBTS WHETHER SIR FREDERICK LEIGHTON'S WORK IS REALLY GREEK AFTER ALL AND CAN DISCOVER IN IT BUT LITTLE OF ROCKY ITHACA | HE HAS GRAVE DOBTS WHETHER SIR FREDERICK LEIGHTON'S WORK IS REALLY GREEK AFTER ALL AND CAN DISCOVER IN IT BUT LITTLE OF ROCKY ITHACATHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTH% |\n| 4 | LINNELL'S PICTURES ARE A SORT OF UP GUARDS AND AT EM PAINTINGS AND MASON'S EXQUISITE IDYLLS ARE AS NATIONAL AS A JINGO POEM MISTER BIRKET FOSTER'S LANDSCAPES SMILE AT ONE MUCH IN THE SAME WAY THAT MISTER CARKER USED TO FLASH HIS TEETH AND MISTER JOHN COLLIER GIVES HIS SITTER A CHEERFUL SLAP ON THE BACK BEFORE HE SAYS LIKE A SHAMPOOER IN A TURKISH BATH NEXT MAN | LINNELL'S PICTURES ARE A SORT OF UP GUARDS AND AT EM PAINTINGS AND MASON'S EXQUISITE IDIDLLS ARE AS NATIONAL AS A JINGO POEM MISTER BIRKET FOSTER'S LANDSCAPES SMILE AT ONE MUCH IN THE SAME WAY THAT MISTER CARKER USED TO FLASH HIS TEETH AND MISTER JOHN COLLIER GIVES HIS SITTER A CHEERFUL SLAP ON THE BACK BEFORE HE SAYS LIKE A SHAMPOOER IN A TURKISH BATH NEXT MAN |\n| 5 | IT IS OBVIOUSLY UNNECESSARY FOR US TO POINT OUT HOW LUMINOUS THESE CRITICISMS ARE HOW DELICATE IN EXPRESSION | IT IS OBVIOUSLY UNNECESSARY FOR US TO POINT OUT HOW LUMINOUS THESE CRITICISMS ARE HOW DELICATE IN EXPRESSIONTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTH-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\" |\n| 6 | ON THE GENERAL PRINCIPLES OF ART MISTER QUILTER WRITES WITH EQUAL LUCIDITY | ON THE GENERAL PRINCIPLES OF ART MISTER QUILTER WRITES WITH EQUAL LUCIDITYTHTHTHTHTH \u266a \u266a \u266aTH \u266a \u266a%==\"-\"- \u266a==\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"- |\n| 7 | PAINTING HE TELLS US IS OF A DIFFERENT QUALITY TO MATHEMATICS AND FINISH IN ART IS ADDING MORE FACT | PAINTING HE TELLS US IS OF A DIFFERENT QUALITY TO MATHEMATICS AND FINISH IN ART IS ADDING MORE FACT%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%\"-\"-%%%%%%%\"-\"-%%%%%%% |\n| 8 | AS FOR ETCHINGS THEY ARE OF TWO KINDS BRITISH AND FOREIGN | AS FOR ETCHINGS THEY ARE OF TWO KINDS BRITISH AND FOREIGNTHTHTHTHTHTHTHTHTH |\n| 9 | HE LAMENTS MOST BITTERLY THE DIVORCE THAT HAS BEEN MADE BETWEEN DECORATIVE ART AND WHAT WE USUALLY CALL PICTURES MAKES THE CUSTOMARY APPEAL TO THE LAST JUDGMENT AND REMINDS US THAT IN THE GREAT DAYS OF ART MICHAEL ANGELO WAS THE FURNISHING UPHOLSTERER | HE LAMENTS MOST BITTERLY THE DIVORCE THAT HAS BEEN MADE BETWEEN DECORATIVE ART AND WHAT WE USUALLY CALL PICTURES MAKES THE CUSTOMARY APPEAL TO THE LAST JGMENT AND REMINDS US THAT IN THE GREAT DAYS OF ART MIC ANGELO WAS THE FURNISHING UPHOLSTERER |\n",
      "eval_runtime": 1.2857,
      "eval_samples_per_second": 7.778,
      "eval_steps_per_second": 1.556,
      "eval_wer": 7.086614173228346,
      "eval_wer_time": 0.007925033569335938,
      "step": 90
    },
    {
      "epoch": 4.15,
      "grad_norm": 1.0147942304611206,
      "learning_rate": 8.999999999999999e-05,
      "loss": 0.0695,
      "step": 91
    },
    {
      "epoch": 4.16,
      "grad_norm": 1.2335087060928345,
      "learning_rate": 8e-05,
      "loss": 0.1366,
      "step": 92
    },
    {
      "epoch": 4.17,
      "grad_norm": 0.929300844669342,
      "learning_rate": 7.000000000000001e-05,
      "loss": 0.0959,
      "step": 93
    },
    {
      "epoch": 4.18,
      "grad_norm": 0.5210400223731995,
      "learning_rate": 6e-05,
      "loss": 0.0852,
      "step": 94
    },
    {
      "epoch": 4.19,
      "grad_norm": 0.8599880933761597,
      "learning_rate": 5e-05,
      "loss": 0.0508,
      "step": 95
    },
    {
      "epoch": 5.01,
      "grad_norm": 0.38409674167633057,
      "learning_rate": 4e-05,
      "loss": 0.0801,
      "step": 96
    },
    {
      "epoch": 5.02,
      "grad_norm": 0.5891416072845459,
      "learning_rate": 3e-05,
      "loss": 0.0762,
      "step": 97
    },
    {
      "epoch": 5.03,
      "grad_norm": 0.658381998538971,
      "learning_rate": 2e-05,
      "loss": 0.0651,
      "step": 98
    },
    {
      "epoch": 5.04,
      "grad_norm": 0.5465841293334961,
      "learning_rate": 1e-05,
      "loss": 0.1254,
      "step": 99
    },
    {
      "epoch": 5.05,
      "grad_norm": 0.4337480664253235,
      "learning_rate": 0.0,
      "loss": 0.078,
      "step": 100
    },
    {
      "epoch": 5.05,
      "eval_cer": 83.23863636363636,
      "eval_cer_time": 0.003019094467163086,
      "eval_decode_time": 0.5298569202423096,
      "eval_loss": 0.118515744805336,
      "eval_pred": "| i | Label | Prediction |\n| --- | --- | --- |\n| 0 | MISTER QUILTER IS THE APOSTLE OF THE MIDDLE CLASSES AND WE ARE GLAD TO WELCOME HIS GOSPEL | MISTER QUILTER IS THE APOSTLE OF THE MIDDLE CLASSES AND WE ARE GLAD TO WELCOME HIS GOSPELLLTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTH-\"-\"-\"TH-\"-\"-\"-\"TH-\"-\"-\"-\"TH\"-TH\"-\"-\"-\"-THTH\"-\"-TH\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-=\"-\"-\"-\"-\"-\"-\"-\"-\"-\"- |\n| 1 | NOR IS MISTER QUILTER'S MANNER LESS INTERESTING THAN HIS MATTER | NOR IS MISTER QUILTER'S MANNER LESS INTERESTING THAN HIS MATTERTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTH-\"-\"\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"- |\n| 2 | HE TELLS US THAT AT THIS FESTIVE SEASON OF THE YEAR WITH CHRISTMAS AND ROAST BEEF LOOMING BEFORE US SIMILES DRAWN FROM EATING AND ITS RESULTS OCCUR MOST READILY TO THE MIND | HE TELLS US THAT AT THIS FESTIVE SEASON OF THE YEAR WITH CHRISTMAS AND ROAST BEEF LOOMING BEFORE US SIMILES DRAWN FROM EATING AND ITS RESULTS OCCUR MOST READILY TO THE MINDTHTHTHTHTHTHTHTHTHTHTH%THTHTHTHTHTHTHTHTHTHTHTHTHTH%THTH%%%%%%%%THTH%%THTHTH%%%%%%%%%%%%%%%%%%%%%%%% |\n| 3 | HE HAS GRAVE DOUBTS WHETHER SIR FREDERICK LEIGHTON'S WORK IS REALLY GREEK AFTER ALL AND CAN DISCOVER IN IT BUT LITTLE OF ROCKY ITHACA | HE HAS GRAVE DOBTS WHETHER SIR FREDERICK LEIGHTON'S WORK IS REALLY GREEK AFTER ALL AND CAN DISCOVER IN IT BUT LITTLE OF ROCKY ITHACATHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTH%%TH%% |\n| 4 | LINNELL'S PICTURES ARE A SORT OF UP GUARDS AND AT EM PAINTINGS AND MASON'S EXQUISITE IDYLLS ARE AS NATIONAL AS A JINGO POEM MISTER BIRKET FOSTER'S LANDSCAPES SMILE AT ONE MUCH IN THE SAME WAY THAT MISTER CARKER USED TO FLASH HIS TEETH AND MISTER JOHN COLLIER GIVES HIS SITTER A CHEERFUL SLAP ON THE BACK BEFORE HE SAYS LIKE A SHAMPOOER IN A TURKISH BATH NEXT MAN | LINNELL'S PICTURES ARE A SORT OF UP GUARDS AND AT EM PAINTINGS AND MASON'S EXQUISITE IDIDLLS ARE AS NATIONAL AS A JINGO POEM MISTER BIRKET FOSTER'S LANDSCAPES SMILE AT ONE MUCH IN THE SAME WAY THAT MISTER CARKER USED TO FLASH HIS TEETH AND MISTER JOHN COLLIER GIVES HIS SITTER A CHEERFUL SLAP ON THE BACK BEFORE HE SAYS LIKE A SHAMPOOER IN A TURKISH BATH NEXT MAN |\n| 5 | IT IS OBVIOUSLY UNNECESSARY FOR US TO POINT OUT HOW LUMINOUS THESE CRITICISMS ARE HOW DELICATE IN EXPRESSION | IT IS OBVIOUSLY UNNECESSARY FOR US TO POINT OUT HOW LUMINOUS THESE CRITICISMS ARE HOW DELICATE IN EXPRESSIONTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTHTH-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\" |\n| 6 | ON THE GENERAL PRINCIPLES OF ART MISTER QUILTER WRITES WITH EQUAL LUCIDITY | ON THE GENERAL PRINCIPLES OF ART MISTER QUILTER WRITES WITH EQUAL LUCIDITYTHTHTHTHTHTHTH \u266a \u266aTH \u266a%%==\"-\"-===\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"-\"- |\n| 7 | PAINTING HE TELLS US IS OF A DIFFERENT QUALITY TO MATHEMATICS AND FINISH IN ART IS ADDING MORE FACT | PAINTING HE TELLS US IS OF A DIFFERENT QUALITY TO MATHEMATICS AND FINISH IN ART IS ADDING MORE FACT%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%\"-\"-%%%%%%%\"-\"-%%\"-%%%% |\n| 8 | AS FOR ETCHINGS THEY ARE OF TWO KINDS BRITISH AND FOREIGN | AS FOR ETCHINGS THEY ARE OF TWO KINDS BRITISH AND FOREIGNTHTHTHTHTHTHTHTHTHTH-\"-\"-\"-\"-\"-\"-\"-\" |\n| 9 | HE LAMENTS MOST BITTERLY THE DIVORCE THAT HAS BEEN MADE BETWEEN DECORATIVE ART AND WHAT WE USUALLY CALL PICTURES MAKES THE CUSTOMARY APPEAL TO THE LAST JUDGMENT AND REMINDS US THAT IN THE GREAT DAYS OF ART MICHAEL ANGELO WAS THE FURNISHING UPHOLSTERER | HE LAMENTS MOST BITTERLY THE DIVORCE THAT HAS BEEN MADE BETWEEN DECORATIVE ART AND WHAT WE USUALLY CALL PICTURES MAKES THE CUSTOMARY APPEAL TO THE LAST judGMENT AND REMINDS US THAT IN THE GREAT DAYS OF ART MIC ANGELO WAS THE FURNISHING UPHOLSTERER |\n",
      "eval_runtime": 1.3526,
      "eval_samples_per_second": 7.393,
      "eval_steps_per_second": 1.479,
      "eval_wer": 5.905511811023622,
      "eval_wer_time": 0.004703044891357422,
      "step": 100
    }
  ],
  "logging_steps": 1,
  "max_steps": 100,
  "num_input_tokens_seen": 0,
  "num_train_epochs": 9223372036854775807,
  "save_steps": 10,
  "stateful_callbacks": {
    "TrainerControl": {
      "args": {
        "should_epoch_stop": false,
        "should_evaluate": false,
        "should_log": false,
        "should_save": true,
        "should_training_stop": true
      },
      "attributes": {}
    }
  },
  "total_flos": 1.06772649984e+16,
  "train_batch_size": 4,
  "trial_name": null,
  "trial_params": null
}