bofenghuang commited on
Commit
347f330
1 Parent(s): f6042fc

remove useless

Browse files
all_results.json DELETED
@@ -1,14 +0,0 @@
1
- {
2
- "epoch": 10.0,
3
- "eval_loss": 0.1430039405822754,
4
- "eval_runtime": 753.2056,
5
- "eval_samples": 16041,
6
- "eval_samples_per_second": 21.297,
7
- "eval_steps_per_second": 2.663,
8
- "eval_wer": 0.12453306507935491,
9
- "train_loss": 0.23386146696950752,
10
- "train_runtime": 329994.9794,
11
- "train_samples": 461578,
12
- "train_samples_per_second": 13.987,
13
- "train_steps_per_second": 0.109
14
- }
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
eval_results.json DELETED
@@ -1,9 +0,0 @@
1
- {
2
- "epoch": 10.0,
3
- "eval_loss": 0.1430039405822754,
4
- "eval_runtime": 753.2056,
5
- "eval_samples": 16041,
6
- "eval_samples_per_second": 21.297,
7
- "eval_steps_per_second": 2.663,
8
- "eval_wer": 0.12453306507935491
9
- }
 
 
 
 
 
 
 
 
 
 
train_results.json DELETED
@@ -1,8 +0,0 @@
1
- {
2
- "epoch": 10.0,
3
- "train_loss": 0.23386146696950752,
4
- "train_runtime": 329994.9794,
5
- "train_samples": 461578,
6
- "train_samples_per_second": 13.987,
7
- "train_steps_per_second": 0.109
8
- }
 
 
 
 
 
 
 
 
 
trainer_state.json DELETED
@@ -1,2833 +0,0 @@
1
- {
2
- "best_metric": 0.12453306507935491,
3
- "best_model_checkpoint": "./outputs/common_voice_9_0_fr/wav2vec2-xls-r-1b-ft-ep10/checkpoint-36000",
4
- "epoch": 9.99996533675344,
5
- "global_step": 36060,
6
- "is_hyper_param_search": false,
7
- "is_local_process_zero": true,
8
- "is_world_process_zero": true,
9
- "log_history": [
10
- {
11
- "epoch": 0.03,
12
- "learning_rate": 2.6899611758180813e-06,
13
- "loss": 9.4595,
14
- "step": 100
15
- },
16
- {
17
- "epoch": 0.06,
18
- "learning_rate": 5.463117027176928e-06,
19
- "loss": 3.1185,
20
- "step": 200
21
- },
22
- {
23
- "epoch": 0.08,
24
- "learning_rate": 8.236272878535774e-06,
25
- "loss": 2.9237,
26
- "step": 300
27
- },
28
- {
29
- "epoch": 0.11,
30
- "learning_rate": 1.1009428729894621e-05,
31
- "loss": 1.5923,
32
- "step": 400
33
- },
34
- {
35
- "epoch": 0.14,
36
- "learning_rate": 1.3782584581253465e-05,
37
- "loss": 0.9229,
38
- "step": 500
39
- },
40
- {
41
- "epoch": 0.14,
42
- "eval_loss": 0.5048818588256836,
43
- "eval_runtime": 835.7546,
44
- "eval_samples_per_second": 19.193,
45
- "eval_steps_per_second": 2.4,
46
- "eval_wer": 0.4007663178937791,
47
- "step": 500
48
- },
49
- {
50
- "epoch": 0.17,
51
- "learning_rate": 1.6555740432612314e-05,
52
- "loss": 0.7777,
53
- "step": 600
54
- },
55
- {
56
- "epoch": 0.19,
57
- "learning_rate": 1.932889628397116e-05,
58
- "loss": 0.5771,
59
- "step": 700
60
- },
61
- {
62
- "epoch": 0.22,
63
- "learning_rate": 2.2102052135330005e-05,
64
- "loss": 0.4572,
65
- "step": 800
66
- },
67
- {
68
- "epoch": 0.25,
69
- "learning_rate": 2.4875207986688854e-05,
70
- "loss": 0.4048,
71
- "step": 900
72
- },
73
- {
74
- "epoch": 0.28,
75
- "learning_rate": 2.7648363838047696e-05,
76
- "loss": 0.3823,
77
- "step": 1000
78
- },
79
- {
80
- "epoch": 0.28,
81
- "eval_loss": 0.2831491231918335,
82
- "eval_runtime": 739.7164,
83
- "eval_samples_per_second": 21.685,
84
- "eval_steps_per_second": 2.712,
85
- "eval_wer": 0.2296647038847704,
86
- "step": 1000
87
- },
88
- {
89
- "epoch": 0.31,
90
- "learning_rate": 3.042151968940655e-05,
91
- "loss": 0.3549,
92
- "step": 1100
93
- },
94
- {
95
- "epoch": 0.33,
96
- "learning_rate": 3.319467554076539e-05,
97
- "loss": 0.3433,
98
- "step": 1200
99
- },
100
- {
101
- "epoch": 0.36,
102
- "learning_rate": 3.596783139212424e-05,
103
- "loss": 0.328,
104
- "step": 1300
105
- },
106
- {
107
- "epoch": 0.39,
108
- "learning_rate": 3.874098724348308e-05,
109
- "loss": 0.3114,
110
- "step": 1400
111
- },
112
- {
113
- "epoch": 0.42,
114
- "learning_rate": 4.1514143094841934e-05,
115
- "loss": 0.3079,
116
- "step": 1500
117
- },
118
- {
119
- "epoch": 0.42,
120
- "eval_loss": 0.23849168419837952,
121
- "eval_runtime": 738.9338,
122
- "eval_samples_per_second": 21.708,
123
- "eval_steps_per_second": 2.715,
124
- "eval_wer": 0.19510351058172243,
125
- "step": 1500
126
- },
127
- {
128
- "epoch": 0.44,
129
- "learning_rate": 4.428729894620078e-05,
130
- "loss": 0.3002,
131
- "step": 1600
132
- },
133
- {
134
- "epoch": 0.47,
135
- "learning_rate": 4.7060454797559625e-05,
136
- "loss": 0.2895,
137
- "step": 1700
138
- },
139
- {
140
- "epoch": 0.5,
141
- "learning_rate": 4.983361064891847e-05,
142
- "loss": 0.2936,
143
- "step": 1800
144
- },
145
- {
146
- "epoch": 0.53,
147
- "learning_rate": 5.2606766500277316e-05,
148
- "loss": 0.2908,
149
- "step": 1900
150
- },
151
- {
152
- "epoch": 0.55,
153
- "learning_rate": 5.537992235163616e-05,
154
- "loss": 0.2899,
155
- "step": 2000
156
- },
157
- {
158
- "epoch": 0.55,
159
- "eval_loss": 0.22730602324008942,
160
- "eval_runtime": 733.7734,
161
- "eval_samples_per_second": 21.861,
162
- "eval_steps_per_second": 2.734,
163
- "eval_wer": 0.19783303752779183,
164
- "step": 2000
165
- },
166
- {
167
- "epoch": 0.58,
168
- "learning_rate": 5.8153078202995014e-05,
169
- "loss": 0.2815,
170
- "step": 2100
171
- },
172
- {
173
- "epoch": 0.61,
174
- "learning_rate": 6.092623405435386e-05,
175
- "loss": 0.2866,
176
- "step": 2200
177
- },
178
- {
179
- "epoch": 0.64,
180
- "learning_rate": 6.36993899057127e-05,
181
- "loss": 0.285,
182
- "step": 2300
183
- },
184
- {
185
- "epoch": 0.67,
186
- "learning_rate": 6.647254575707154e-05,
187
- "loss": 0.2864,
188
- "step": 2400
189
- },
190
- {
191
- "epoch": 0.69,
192
- "learning_rate": 6.92457016084304e-05,
193
- "loss": 0.2795,
194
- "step": 2500
195
- },
196
- {
197
- "epoch": 0.69,
198
- "eval_loss": 0.23286376893520355,
199
- "eval_runtime": 745.9448,
200
- "eval_samples_per_second": 21.504,
201
- "eval_steps_per_second": 2.689,
202
- "eval_wer": 0.19834562474771097,
203
- "step": 2500
204
- },
205
- {
206
- "epoch": 0.72,
207
- "learning_rate": 7.201885745978925e-05,
208
- "loss": 0.2801,
209
- "step": 2600
210
- },
211
- {
212
- "epoch": 0.75,
213
- "learning_rate": 7.47920133111481e-05,
214
- "loss": 0.2814,
215
- "step": 2700
216
- },
217
- {
218
- "epoch": 0.78,
219
- "learning_rate": 7.756516916250694e-05,
220
- "loss": 0.2809,
221
- "step": 2800
222
- },
223
- {
224
- "epoch": 0.8,
225
- "learning_rate": 8.033832501386578e-05,
226
- "loss": 0.2846,
227
- "step": 2900
228
- },
229
- {
230
- "epoch": 0.83,
231
- "learning_rate": 8.311148086522463e-05,
232
- "loss": 0.2863,
233
- "step": 3000
234
- },
235
- {
236
- "epoch": 0.83,
237
- "eval_loss": 0.22894535958766937,
238
- "eval_runtime": 746.0584,
239
- "eval_samples_per_second": 21.501,
240
- "eval_steps_per_second": 2.689,
241
- "eval_wer": 0.19914013493858565,
242
- "step": 3000
243
- },
244
- {
245
- "epoch": 0.86,
246
- "learning_rate": 8.588463671658348e-05,
247
- "loss": 0.2899,
248
- "step": 3100
249
- },
250
- {
251
- "epoch": 0.89,
252
- "learning_rate": 8.865779256794232e-05,
253
- "loss": 0.2825,
254
- "step": 3200
255
- },
256
- {
257
- "epoch": 0.92,
258
- "learning_rate": 9.143094841930117e-05,
259
- "loss": 0.2826,
260
- "step": 3300
261
- },
262
- {
263
- "epoch": 0.94,
264
- "learning_rate": 9.420410427066003e-05,
265
- "loss": 0.2896,
266
- "step": 3400
267
- },
268
- {
269
- "epoch": 0.97,
270
- "learning_rate": 9.697726012201886e-05,
271
- "loss": 0.3063,
272
- "step": 3500
273
- },
274
- {
275
- "epoch": 0.97,
276
- "eval_loss": 0.2369552105665207,
277
- "eval_runtime": 741.3652,
278
- "eval_samples_per_second": 21.637,
279
- "eval_steps_per_second": 2.706,
280
- "eval_wer": 0.20460559617097346,
281
- "step": 3500
282
- },
283
- {
284
- "epoch": 1.0,
285
- "learning_rate": 9.97504159733777e-05,
286
- "loss": 0.2928,
287
- "step": 3600
288
- },
289
- {
290
- "epoch": 1.03,
291
- "learning_rate": 9.971960313058483e-05,
292
- "loss": 0.2767,
293
- "step": 3700
294
- },
295
- {
296
- "epoch": 1.05,
297
- "learning_rate": 9.941147470265608e-05,
298
- "loss": 0.2819,
299
- "step": 3800
300
- },
301
- {
302
- "epoch": 1.08,
303
- "learning_rate": 9.910334627472732e-05,
304
- "loss": 0.2789,
305
- "step": 3900
306
- },
307
- {
308
- "epoch": 1.11,
309
- "learning_rate": 9.879521784679855e-05,
310
- "loss": 0.2766,
311
- "step": 4000
312
- },
313
- {
314
- "epoch": 1.11,
315
- "eval_loss": 0.23217500746250153,
316
- "eval_runtime": 739.5397,
317
- "eval_samples_per_second": 21.691,
318
- "eval_steps_per_second": 2.712,
319
- "eval_wer": 0.20213877017511261,
320
- "step": 4000
321
- },
322
- {
323
- "epoch": 1.14,
324
- "learning_rate": 9.848708941886979e-05,
325
- "loss": 0.2784,
326
- "step": 4100
327
- },
328
- {
329
- "epoch": 1.16,
330
- "learning_rate": 9.817896099094103e-05,
331
- "loss": 0.2712,
332
- "step": 4200
333
- },
334
- {
335
- "epoch": 1.19,
336
- "learning_rate": 9.787083256301228e-05,
337
- "loss": 0.2757,
338
- "step": 4300
339
- },
340
- {
341
- "epoch": 1.22,
342
- "learning_rate": 9.75627041350835e-05,
343
- "loss": 0.2775,
344
- "step": 4400
345
- },
346
- {
347
- "epoch": 1.25,
348
- "learning_rate": 9.725457570715475e-05,
349
- "loss": 0.2749,
350
- "step": 4500
351
- },
352
- {
353
- "epoch": 1.25,
354
- "eval_loss": 0.23323854804039001,
355
- "eval_runtime": 741.5404,
356
- "eval_samples_per_second": 21.632,
357
- "eval_steps_per_second": 2.705,
358
- "eval_wer": 0.20545136508384004,
359
- "step": 4500
360
- },
361
- {
362
- "epoch": 1.28,
363
- "learning_rate": 9.694644727922599e-05,
364
- "loss": 0.2716,
365
- "step": 4600
366
- },
367
- {
368
- "epoch": 1.3,
369
- "learning_rate": 9.663831885129723e-05,
370
- "loss": 0.2718,
371
- "step": 4700
372
- },
373
- {
374
- "epoch": 1.33,
375
- "learning_rate": 9.633019042336846e-05,
376
- "loss": 0.2749,
377
- "step": 4800
378
- },
379
- {
380
- "epoch": 1.36,
381
- "learning_rate": 9.60220619954397e-05,
382
- "loss": 0.2718,
383
- "step": 4900
384
- },
385
- {
386
- "epoch": 1.39,
387
- "learning_rate": 9.571393356751093e-05,
388
- "loss": 0.2769,
389
- "step": 5000
390
- },
391
- {
392
- "epoch": 1.39,
393
- "eval_loss": 0.23219896852970123,
394
- "eval_runtime": 739.3463,
395
- "eval_samples_per_second": 21.696,
396
- "eval_steps_per_second": 2.713,
397
- "eval_wer": 0.20350353364814733,
398
- "step": 5000
399
- },
400
- {
401
- "epoch": 1.41,
402
- "learning_rate": 9.540580513958219e-05,
403
- "loss": 0.2659,
404
- "step": 5100
405
- },
406
- {
407
- "epoch": 1.44,
408
- "learning_rate": 9.509767671165342e-05,
409
- "loss": 0.2668,
410
- "step": 5200
411
- },
412
- {
413
- "epoch": 1.47,
414
- "learning_rate": 9.478954828372466e-05,
415
- "loss": 0.2611,
416
- "step": 5300
417
- },
418
- {
419
- "epoch": 1.5,
420
- "learning_rate": 9.44814198557959e-05,
421
- "loss": 0.2678,
422
- "step": 5400
423
- },
424
- {
425
- "epoch": 1.53,
426
- "learning_rate": 9.417329142786714e-05,
427
- "loss": 0.2628,
428
- "step": 5500
429
- },
430
- {
431
- "epoch": 1.53,
432
- "eval_loss": 0.22423435747623444,
433
- "eval_runtime": 735.686,
434
- "eval_samples_per_second": 21.804,
435
- "eval_steps_per_second": 2.727,
436
- "eval_wer": 0.19482799495101588,
437
- "step": 5500
438
- },
439
- {
440
- "epoch": 1.55,
441
- "learning_rate": 9.386516299993839e-05,
442
- "loss": 0.2608,
443
- "step": 5600
444
- },
445
- {
446
- "epoch": 1.58,
447
- "learning_rate": 9.355703457200961e-05,
448
- "loss": 0.2609,
449
- "step": 5700
450
- },
451
- {
452
- "epoch": 1.61,
453
- "learning_rate": 9.324890614408086e-05,
454
- "loss": 0.2592,
455
- "step": 5800
456
- },
457
- {
458
- "epoch": 1.64,
459
- "learning_rate": 9.29407777161521e-05,
460
- "loss": 0.2544,
461
- "step": 5900
462
- },
463
- {
464
- "epoch": 1.66,
465
- "learning_rate": 9.263264928822334e-05,
466
- "loss": 0.2614,
467
- "step": 6000
468
- },
469
- {
470
- "epoch": 1.66,
471
- "eval_loss": 0.23026546835899353,
472
- "eval_runtime": 738.1222,
473
- "eval_samples_per_second": 21.732,
474
- "eval_steps_per_second": 2.718,
475
- "eval_wer": 0.19623760980579352,
476
- "step": 6000
477
- },
478
- {
479
- "epoch": 1.69,
480
- "learning_rate": 9.232452086029457e-05,
481
- "loss": 0.2555,
482
- "step": 6100
483
- },
484
- {
485
- "epoch": 1.72,
486
- "learning_rate": 9.201639243236581e-05,
487
- "loss": 0.2649,
488
- "step": 6200
489
- },
490
- {
491
- "epoch": 1.75,
492
- "learning_rate": 9.170826400443706e-05,
493
- "loss": 0.2518,
494
- "step": 6300
495
- },
496
- {
497
- "epoch": 1.77,
498
- "learning_rate": 9.14001355765083e-05,
499
- "loss": 0.2548,
500
- "step": 6400
501
- },
502
- {
503
- "epoch": 1.8,
504
- "learning_rate": 9.109200714857953e-05,
505
- "loss": 0.2547,
506
- "step": 6500
507
- },
508
- {
509
- "epoch": 1.8,
510
- "eval_loss": 0.22376440465450287,
511
- "eval_runtime": 739.914,
512
- "eval_samples_per_second": 21.68,
513
- "eval_steps_per_second": 2.711,
514
- "eval_wer": 0.19202798726220757,
515
- "step": 6500
516
- },
517
- {
518
- "epoch": 1.83,
519
- "learning_rate": 9.078387872065077e-05,
520
- "loss": 0.2498,
521
- "step": 6600
522
- },
523
- {
524
- "epoch": 1.86,
525
- "learning_rate": 9.047575029272201e-05,
526
- "loss": 0.2545,
527
- "step": 6700
528
- },
529
- {
530
- "epoch": 1.89,
531
- "learning_rate": 9.016762186479325e-05,
532
- "loss": 0.2545,
533
- "step": 6800
534
- },
535
- {
536
- "epoch": 1.91,
537
- "learning_rate": 8.98594934368645e-05,
538
- "loss": 0.2438,
539
- "step": 6900
540
- },
541
- {
542
- "epoch": 1.94,
543
- "learning_rate": 8.955136500893573e-05,
544
- "loss": 0.2458,
545
- "step": 7000
546
- },
547
- {
548
- "epoch": 1.94,
549
- "eval_loss": 0.21862062811851501,
550
- "eval_runtime": 742.7999,
551
- "eval_samples_per_second": 21.595,
552
- "eval_steps_per_second": 2.701,
553
- "eval_wer": 0.18936253371862807,
554
- "step": 7000
555
- },
556
- {
557
- "epoch": 1.97,
558
- "learning_rate": 8.924323658100697e-05,
559
- "loss": 0.2495,
560
- "step": 7100
561
- },
562
- {
563
- "epoch": 2.0,
564
- "learning_rate": 8.893510815307821e-05,
565
- "loss": 0.2477,
566
- "step": 7200
567
- },
568
- {
569
- "epoch": 2.02,
570
- "learning_rate": 8.862697972514945e-05,
571
- "loss": 0.2383,
572
- "step": 7300
573
- },
574
- {
575
- "epoch": 2.05,
576
- "learning_rate": 8.831885129722068e-05,
577
- "loss": 0.2373,
578
- "step": 7400
579
- },
580
- {
581
- "epoch": 2.08,
582
- "learning_rate": 8.801072286929192e-05,
583
- "loss": 0.231,
584
- "step": 7500
585
- },
586
- {
587
- "epoch": 2.08,
588
- "eval_loss": 0.21694478392601013,
589
- "eval_runtime": 747.3244,
590
- "eval_samples_per_second": 21.465,
591
- "eval_steps_per_second": 2.684,
592
- "eval_wer": 0.1895291245651018,
593
- "step": 7500
594
- },
595
- {
596
- "epoch": 2.11,
597
- "learning_rate": 8.770259444136317e-05,
598
- "loss": 0.2338,
599
- "step": 7600
600
- },
601
- {
602
- "epoch": 2.14,
603
- "learning_rate": 8.739446601343441e-05,
604
- "loss": 0.2307,
605
- "step": 7700
606
- },
607
- {
608
- "epoch": 2.16,
609
- "learning_rate": 8.708633758550564e-05,
610
- "loss": 0.2375,
611
- "step": 7800
612
- },
613
- {
614
- "epoch": 2.19,
615
- "learning_rate": 8.677820915757688e-05,
616
- "loss": 0.2359,
617
- "step": 7900
618
- },
619
- {
620
- "epoch": 2.22,
621
- "learning_rate": 8.647008072964812e-05,
622
- "loss": 0.2309,
623
- "step": 8000
624
- },
625
- {
626
- "epoch": 2.22,
627
- "eval_loss": 0.21314306557178497,
628
- "eval_runtime": 736.606,
629
- "eval_samples_per_second": 21.777,
630
- "eval_steps_per_second": 2.723,
631
- "eval_wer": 0.187011039847249,
632
- "step": 8000
633
- },
634
- {
635
- "epoch": 2.25,
636
- "learning_rate": 8.616195230171936e-05,
637
- "loss": 0.2342,
638
- "step": 8100
639
- },
640
- {
641
- "epoch": 2.27,
642
- "learning_rate": 8.58538238737906e-05,
643
- "loss": 0.2313,
644
- "step": 8200
645
- },
646
- {
647
- "epoch": 2.3,
648
- "learning_rate": 8.554569544586184e-05,
649
- "loss": 0.2299,
650
- "step": 8300
651
- },
652
- {
653
- "epoch": 2.33,
654
- "learning_rate": 8.523756701793308e-05,
655
- "loss": 0.2323,
656
- "step": 8400
657
- },
658
- {
659
- "epoch": 2.36,
660
- "learning_rate": 8.492943859000432e-05,
661
- "loss": 0.2258,
662
- "step": 8500
663
- },
664
- {
665
- "epoch": 2.36,
666
- "eval_loss": 0.21330955624580383,
667
- "eval_runtime": 733.2181,
668
- "eval_samples_per_second": 21.878,
669
- "eval_steps_per_second": 2.736,
670
- "eval_wer": 0.18179546488457177,
671
- "step": 8500
672
- },
673
- {
674
- "epoch": 2.38,
675
- "learning_rate": 8.462131016207556e-05,
676
- "loss": 0.2263,
677
- "step": 8600
678
- },
679
- {
680
- "epoch": 2.41,
681
- "learning_rate": 8.431318173414679e-05,
682
- "loss": 0.2253,
683
- "step": 8700
684
- },
685
- {
686
- "epoch": 2.44,
687
- "learning_rate": 8.400505330621803e-05,
688
- "loss": 0.2302,
689
- "step": 8800
690
- },
691
- {
692
- "epoch": 2.47,
693
- "learning_rate": 8.369692487828928e-05,
694
- "loss": 0.2266,
695
- "step": 8900
696
- },
697
- {
698
- "epoch": 2.5,
699
- "learning_rate": 8.338879645036052e-05,
700
- "loss": 0.2278,
701
- "step": 9000
702
- },
703
- {
704
- "epoch": 2.5,
705
- "eval_loss": 0.21764406561851501,
706
- "eval_runtime": 744.2016,
707
- "eval_samples_per_second": 21.555,
708
- "eval_steps_per_second": 2.696,
709
- "eval_wer": 0.1877799206771277,
710
- "step": 9000
711
- },
712
- {
713
- "epoch": 2.52,
714
- "learning_rate": 8.308066802243175e-05,
715
- "loss": 0.2313,
716
- "step": 9100
717
- },
718
- {
719
- "epoch": 2.55,
720
- "learning_rate": 8.277253959450299e-05,
721
- "loss": 0.2319,
722
- "step": 9200
723
- },
724
- {
725
- "epoch": 2.58,
726
- "learning_rate": 8.246441116657423e-05,
727
- "loss": 0.2264,
728
- "step": 9300
729
- },
730
- {
731
- "epoch": 2.61,
732
- "learning_rate": 8.215628273864548e-05,
733
- "loss": 0.2301,
734
- "step": 9400
735
- },
736
- {
737
- "epoch": 2.63,
738
- "learning_rate": 8.18481543107167e-05,
739
- "loss": 0.2263,
740
- "step": 9500
741
- },
742
- {
743
- "epoch": 2.63,
744
- "eval_loss": 0.2029789835214615,
745
- "eval_runtime": 742.9206,
746
- "eval_samples_per_second": 21.592,
747
- "eval_steps_per_second": 2.7,
748
- "eval_wer": 0.18131491436589758,
749
- "step": 9500
750
- },
751
- {
752
- "epoch": 2.66,
753
- "learning_rate": 8.154002588278795e-05,
754
- "loss": 0.2287,
755
- "step": 9600
756
- },
757
- {
758
- "epoch": 2.69,
759
- "learning_rate": 8.123189745485919e-05,
760
- "loss": 0.2285,
761
- "step": 9700
762
- },
763
- {
764
- "epoch": 2.72,
765
- "learning_rate": 8.092376902693043e-05,
766
- "loss": 0.2272,
767
- "step": 9800
768
- },
769
- {
770
- "epoch": 2.75,
771
- "learning_rate": 8.061564059900166e-05,
772
- "loss": 0.226,
773
- "step": 9900
774
- },
775
- {
776
- "epoch": 2.77,
777
- "learning_rate": 8.03075121710729e-05,
778
- "loss": 0.2262,
779
- "step": 10000
780
- },
781
- {
782
- "epoch": 2.77,
783
- "eval_loss": 0.2076706886291504,
784
- "eval_runtime": 744.0741,
785
- "eval_samples_per_second": 21.558,
786
- "eval_steps_per_second": 2.696,
787
- "eval_wer": 0.1823785328472298,
788
- "step": 10000
789
- },
790
- {
791
- "epoch": 2.8,
792
- "learning_rate": 7.999938374314416e-05,
793
- "loss": 0.2232,
794
- "step": 10100
795
- },
796
- {
797
- "epoch": 2.83,
798
- "learning_rate": 7.969433659949467e-05,
799
- "loss": 0.2214,
800
- "step": 10200
801
- },
802
- {
803
- "epoch": 2.86,
804
- "learning_rate": 7.938620817156591e-05,
805
- "loss": 0.2257,
806
- "step": 10300
807
- },
808
- {
809
- "epoch": 2.88,
810
- "learning_rate": 7.907807974363715e-05,
811
- "loss": 0.2191,
812
- "step": 10400
813
- },
814
- {
815
- "epoch": 2.91,
816
- "learning_rate": 7.87699513157084e-05,
817
- "loss": 0.2228,
818
- "step": 10500
819
- },
820
- {
821
- "epoch": 2.91,
822
- "eval_loss": 0.21150091290473938,
823
- "eval_runtime": 744.436,
824
- "eval_samples_per_second": 21.548,
825
- "eval_steps_per_second": 2.695,
826
- "eval_wer": 0.1839739605692281,
827
- "step": 10500
828
- },
829
- {
830
- "epoch": 2.94,
831
- "learning_rate": 7.846182288777964e-05,
832
- "loss": 0.2249,
833
- "step": 10600
834
- },
835
- {
836
- "epoch": 2.97,
837
- "learning_rate": 7.815369445985087e-05,
838
- "loss": 0.2181,
839
- "step": 10700
840
- },
841
- {
842
- "epoch": 2.99,
843
- "learning_rate": 7.784556603192211e-05,
844
- "loss": 0.2203,
845
- "step": 10800
846
- },
847
- {
848
- "epoch": 3.02,
849
- "learning_rate": 7.753743760399335e-05,
850
- "loss": 0.2174,
851
- "step": 10900
852
- },
853
- {
854
- "epoch": 3.05,
855
- "learning_rate": 7.72293091760646e-05,
856
- "loss": 0.2118,
857
- "step": 11000
858
- },
859
- {
860
- "epoch": 3.05,
861
- "eval_loss": 0.20934706926345825,
862
- "eval_runtime": 749.3869,
863
- "eval_samples_per_second": 21.405,
864
- "eval_steps_per_second": 2.677,
865
- "eval_wer": 0.17822016902563576,
866
- "step": 11000
867
- },
868
- {
869
- "epoch": 3.08,
870
- "learning_rate": 7.692118074813582e-05,
871
- "loss": 0.2136,
872
- "step": 11100
873
- },
874
- {
875
- "epoch": 3.11,
876
- "learning_rate": 7.661305232020707e-05,
877
- "loss": 0.2042,
878
- "step": 11200
879
- },
880
- {
881
- "epoch": 3.13,
882
- "learning_rate": 7.630492389227831e-05,
883
- "loss": 0.2078,
884
- "step": 11300
885
- },
886
- {
887
- "epoch": 3.16,
888
- "learning_rate": 7.599679546434955e-05,
889
- "loss": 0.2066,
890
- "step": 11400
891
- },
892
- {
893
- "epoch": 3.19,
894
- "learning_rate": 7.568866703642078e-05,
895
- "loss": 0.2073,
896
- "step": 11500
897
- },
898
- {
899
- "epoch": 3.19,
900
- "eval_loss": 0.20042090117931366,
901
- "eval_runtime": 741.0274,
902
- "eval_samples_per_second": 21.647,
903
- "eval_steps_per_second": 2.707,
904
- "eval_wer": 0.1756380109052931,
905
- "step": 11500
906
- },
907
- {
908
- "epoch": 3.22,
909
- "learning_rate": 7.538053860849202e-05,
910
- "loss": 0.2026,
911
- "step": 11600
912
- },
913
- {
914
- "epoch": 3.24,
915
- "learning_rate": 7.507241018056326e-05,
916
- "loss": 0.2057,
917
- "step": 11700
918
- },
919
- {
920
- "epoch": 3.27,
921
- "learning_rate": 7.47642817526345e-05,
922
- "loss": 0.2023,
923
- "step": 11800
924
- },
925
- {
926
- "epoch": 3.3,
927
- "learning_rate": 7.445615332470575e-05,
928
- "loss": 0.2023,
929
- "step": 11900
930
- },
931
- {
932
- "epoch": 3.33,
933
- "learning_rate": 7.414802489677698e-05,
934
- "loss": 0.2015,
935
- "step": 12000
936
- },
937
- {
938
- "epoch": 3.33,
939
- "eval_loss": 0.19883444905281067,
940
- "eval_runtime": 747.9432,
941
- "eval_samples_per_second": 21.447,
942
- "eval_steps_per_second": 2.682,
943
- "eval_wer": 0.17481787135342247,
944
- "step": 12000
945
- },
946
- {
947
- "epoch": 3.36,
948
- "learning_rate": 7.383989646884822e-05,
949
- "loss": 0.209,
950
- "step": 12100
951
- },
952
- {
953
- "epoch": 3.38,
954
- "learning_rate": 7.353176804091946e-05,
955
- "loss": 0.2073,
956
- "step": 12200
957
- },
958
- {
959
- "epoch": 3.41,
960
- "learning_rate": 7.32236396129907e-05,
961
- "loss": 0.2113,
962
- "step": 12300
963
- },
964
- {
965
- "epoch": 3.44,
966
- "learning_rate": 7.291551118506193e-05,
967
- "loss": 0.2087,
968
- "step": 12400
969
- },
970
- {
971
- "epoch": 3.47,
972
- "learning_rate": 7.261046404141246e-05,
973
- "loss": 0.214,
974
- "step": 12500
975
- },
976
- {
977
- "epoch": 3.47,
978
- "eval_loss": 0.20877334475517273,
979
- "eval_runtime": 743.8468,
980
- "eval_samples_per_second": 21.565,
981
- "eval_steps_per_second": 2.697,
982
- "eval_wer": 0.18157120797585713,
983
- "step": 12500
984
- },
985
- {
986
- "epoch": 3.49,
987
- "learning_rate": 7.230233561348371e-05,
988
- "loss": 0.2059,
989
- "step": 12600
990
- },
991
- {
992
- "epoch": 3.52,
993
- "learning_rate": 7.199420718555494e-05,
994
- "loss": 0.2027,
995
- "step": 12700
996
- },
997
- {
998
- "epoch": 3.55,
999
- "learning_rate": 7.168607875762618e-05,
1000
- "loss": 0.2057,
1001
- "step": 12800
1002
- },
1003
- {
1004
- "epoch": 3.58,
1005
- "learning_rate": 7.137795032969741e-05,
1006
- "loss": 0.2074,
1007
- "step": 12900
1008
- },
1009
- {
1010
- "epoch": 3.61,
1011
- "learning_rate": 7.106982190176867e-05,
1012
- "loss": 0.2075,
1013
- "step": 13000
1014
- },
1015
- {
1016
- "epoch": 3.61,
1017
- "eval_loss": 0.19755592942237854,
1018
- "eval_runtime": 739.5406,
1019
- "eval_samples_per_second": 21.69,
1020
- "eval_steps_per_second": 2.712,
1021
- "eval_wer": 0.1746256511459528,
1022
- "step": 13000
1023
- },
1024
- {
1025
- "epoch": 3.63,
1026
- "learning_rate": 7.07616934738399e-05,
1027
- "loss": 0.2004,
1028
- "step": 13100
1029
- },
1030
- {
1031
- "epoch": 3.66,
1032
- "learning_rate": 7.045356504591114e-05,
1033
- "loss": 0.2007,
1034
- "step": 13200
1035
- },
1036
- {
1037
- "epoch": 3.69,
1038
- "learning_rate": 7.014543661798237e-05,
1039
- "loss": 0.2027,
1040
- "step": 13300
1041
- },
1042
- {
1043
- "epoch": 3.72,
1044
- "learning_rate": 6.983730819005361e-05,
1045
- "loss": 0.2021,
1046
- "step": 13400
1047
- },
1048
- {
1049
- "epoch": 3.74,
1050
- "learning_rate": 6.952917976212485e-05,
1051
- "loss": 0.2039,
1052
- "step": 13500
1053
- },
1054
- {
1055
- "epoch": 3.74,
1056
- "eval_loss": 0.19584038853645325,
1057
- "eval_runtime": 734.9317,
1058
- "eval_samples_per_second": 21.827,
1059
- "eval_steps_per_second": 2.73,
1060
- "eval_wer": 0.17436935753599322,
1061
- "step": 13500
1062
- },
1063
- {
1064
- "epoch": 3.77,
1065
- "learning_rate": 6.922413261847538e-05,
1066
- "loss": 0.2054,
1067
- "step": 13600
1068
- },
1069
- {
1070
- "epoch": 3.8,
1071
- "learning_rate": 6.891600419054662e-05,
1072
- "loss": 0.2017,
1073
- "step": 13700
1074
- },
1075
- {
1076
- "epoch": 3.83,
1077
- "learning_rate": 6.860787576261786e-05,
1078
- "loss": 0.2021,
1079
- "step": 13800
1080
- },
1081
- {
1082
- "epoch": 3.85,
1083
- "learning_rate": 6.82997473346891e-05,
1084
- "loss": 0.1961,
1085
- "step": 13900
1086
- },
1087
- {
1088
- "epoch": 3.88,
1089
- "learning_rate": 6.799161890676035e-05,
1090
- "loss": 0.2003,
1091
- "step": 14000
1092
- },
1093
- {
1094
- "epoch": 3.88,
1095
- "eval_loss": 0.19312596321105957,
1096
- "eval_runtime": 744.5794,
1097
- "eval_samples_per_second": 21.544,
1098
- "eval_steps_per_second": 2.694,
1099
- "eval_wer": 0.16931396607954072,
1100
- "step": 14000
1101
- },
1102
- {
1103
- "epoch": 3.91,
1104
- "learning_rate": 6.768349047883158e-05,
1105
- "loss": 0.1996,
1106
- "step": 14100
1107
- },
1108
- {
1109
- "epoch": 3.94,
1110
- "learning_rate": 6.737536205090282e-05,
1111
- "loss": 0.1966,
1112
- "step": 14200
1113
- },
1114
- {
1115
- "epoch": 3.97,
1116
- "learning_rate": 6.706723362297406e-05,
1117
- "loss": 0.1976,
1118
- "step": 14300
1119
- },
1120
- {
1121
- "epoch": 3.99,
1122
- "learning_rate": 6.67591051950453e-05,
1123
- "loss": 0.201,
1124
- "step": 14400
1125
- },
1126
- {
1127
- "epoch": 4.02,
1128
- "learning_rate": 6.645097676711653e-05,
1129
- "loss": 0.1886,
1130
- "step": 14500
1131
- },
1132
- {
1133
- "epoch": 4.02,
1134
- "eval_loss": 0.19637233018875122,
1135
- "eval_runtime": 744.2941,
1136
- "eval_samples_per_second": 21.552,
1137
- "eval_steps_per_second": 2.695,
1138
- "eval_wer": 0.1686091586521519,
1139
- "step": 14500
1140
- },
1141
- {
1142
- "epoch": 4.05,
1143
- "learning_rate": 6.614284833918778e-05,
1144
- "loss": 0.1867,
1145
- "step": 14600
1146
- },
1147
- {
1148
- "epoch": 4.08,
1149
- "learning_rate": 6.583471991125902e-05,
1150
- "loss": 0.1885,
1151
- "step": 14700
1152
- },
1153
- {
1154
- "epoch": 4.1,
1155
- "learning_rate": 6.552659148333026e-05,
1156
- "loss": 0.1909,
1157
- "step": 14800
1158
- },
1159
- {
1160
- "epoch": 4.13,
1161
- "learning_rate": 6.521846305540149e-05,
1162
- "loss": 0.189,
1163
- "step": 14900
1164
- },
1165
- {
1166
- "epoch": 4.16,
1167
- "learning_rate": 6.491033462747273e-05,
1168
- "loss": 0.1943,
1169
- "step": 15000
1170
- },
1171
- {
1172
- "epoch": 4.16,
1173
- "eval_loss": 0.19862689077854156,
1174
- "eval_runtime": 743.0072,
1175
- "eval_samples_per_second": 21.589,
1176
- "eval_steps_per_second": 2.7,
1177
- "eval_wer": 0.1745615777434629,
1178
- "step": 15000
1179
- },
1180
- {
1181
- "epoch": 4.19,
1182
- "learning_rate": 6.460220619954397e-05,
1183
- "loss": 0.1936,
1184
- "step": 15100
1185
- },
1186
- {
1187
- "epoch": 4.22,
1188
- "learning_rate": 6.429407777161522e-05,
1189
- "loss": 0.1916,
1190
- "step": 15200
1191
- },
1192
- {
1193
- "epoch": 4.24,
1194
- "learning_rate": 6.398594934368644e-05,
1195
- "loss": 0.1916,
1196
- "step": 15300
1197
- },
1198
- {
1199
- "epoch": 4.27,
1200
- "learning_rate": 6.367782091575769e-05,
1201
- "loss": 0.1871,
1202
- "step": 15400
1203
- },
1204
- {
1205
- "epoch": 4.3,
1206
- "learning_rate": 6.336969248782893e-05,
1207
- "loss": 0.1919,
1208
- "step": 15500
1209
- },
1210
- {
1211
- "epoch": 4.3,
1212
- "eval_loss": 0.19568254053592682,
1213
- "eval_runtime": 742.9429,
1214
- "eval_samples_per_second": 21.591,
1215
- "eval_steps_per_second": 2.7,
1216
- "eval_wer": 0.17001877350692954,
1217
- "step": 15500
1218
- },
1219
- {
1220
- "epoch": 4.33,
1221
- "learning_rate": 6.306156405990017e-05,
1222
- "loss": 0.1955,
1223
- "step": 15600
1224
- },
1225
- {
1226
- "epoch": 4.35,
1227
- "learning_rate": 6.275343563197141e-05,
1228
- "loss": 0.1907,
1229
- "step": 15700
1230
- },
1231
- {
1232
- "epoch": 4.38,
1233
- "learning_rate": 6.244530720404264e-05,
1234
- "loss": 0.1931,
1235
- "step": 15800
1236
- },
1237
- {
1238
- "epoch": 4.41,
1239
- "learning_rate": 6.213717877611389e-05,
1240
- "loss": 0.1889,
1241
- "step": 15900
1242
- },
1243
- {
1244
- "epoch": 4.44,
1245
- "learning_rate": 6.182905034818513e-05,
1246
- "loss": 0.1857,
1247
- "step": 16000
1248
- },
1249
- {
1250
- "epoch": 4.44,
1251
- "eval_loss": 0.19073382019996643,
1252
- "eval_runtime": 741.2082,
1253
- "eval_samples_per_second": 21.642,
1254
- "eval_steps_per_second": 2.706,
1255
- "eval_wer": 0.16714828507538235,
1256
- "step": 16000
1257
- },
1258
- {
1259
- "epoch": 4.46,
1260
- "learning_rate": 6.152092192025637e-05,
1261
- "loss": 0.1768,
1262
- "step": 16100
1263
- },
1264
- {
1265
- "epoch": 4.49,
1266
- "learning_rate": 6.12127934923276e-05,
1267
- "loss": 0.1841,
1268
- "step": 16200
1269
- },
1270
- {
1271
- "epoch": 4.52,
1272
- "learning_rate": 6.090466506439885e-05,
1273
- "loss": 0.1874,
1274
- "step": 16300
1275
- },
1276
- {
1277
- "epoch": 4.55,
1278
- "learning_rate": 6.059653663647008e-05,
1279
- "loss": 0.1845,
1280
- "step": 16400
1281
- },
1282
- {
1283
- "epoch": 4.58,
1284
- "learning_rate": 6.0288408208541326e-05,
1285
- "loss": 0.1834,
1286
- "step": 16500
1287
- },
1288
- {
1289
- "epoch": 4.58,
1290
- "eval_loss": 0.18768635392189026,
1291
- "eval_runtime": 727.4352,
1292
- "eval_samples_per_second": 22.051,
1293
- "eval_steps_per_second": 2.758,
1294
- "eval_wer": 0.16405994707536956,
1295
- "step": 16500
1296
- },
1297
- {
1298
- "epoch": 4.6,
1299
- "learning_rate": 5.9980279780612555e-05,
1300
- "loss": 0.1811,
1301
- "step": 16600
1302
- },
1303
- {
1304
- "epoch": 4.63,
1305
- "learning_rate": 5.9675232636963086e-05,
1306
- "loss": 0.1828,
1307
- "step": 16700
1308
- },
1309
- {
1310
- "epoch": 4.66,
1311
- "learning_rate": 5.936710420903433e-05,
1312
- "loss": 0.1811,
1313
- "step": 16800
1314
- },
1315
- {
1316
- "epoch": 4.69,
1317
- "learning_rate": 5.9058975781105564e-05,
1318
- "loss": 0.1788,
1319
- "step": 16900
1320
- },
1321
- {
1322
- "epoch": 4.71,
1323
- "learning_rate": 5.8750847353176806e-05,
1324
- "loss": 0.18,
1325
- "step": 17000
1326
- },
1327
- {
1328
- "epoch": 4.71,
1329
- "eval_loss": 0.18282969295978546,
1330
- "eval_runtime": 737.0087,
1331
- "eval_samples_per_second": 21.765,
1332
- "eval_steps_per_second": 2.722,
1333
- "eval_wer": 0.16002332271850633,
1334
- "step": 17000
1335
- },
1336
- {
1337
- "epoch": 4.74,
1338
- "learning_rate": 5.844271892524804e-05,
1339
- "loss": 0.1777,
1340
- "step": 17100
1341
- },
1342
- {
1343
- "epoch": 4.77,
1344
- "learning_rate": 5.8134590497319284e-05,
1345
- "loss": 0.1831,
1346
- "step": 17200
1347
- },
1348
- {
1349
- "epoch": 4.8,
1350
- "learning_rate": 5.782646206939053e-05,
1351
- "loss": 0.1811,
1352
- "step": 17300
1353
- },
1354
- {
1355
- "epoch": 4.83,
1356
- "learning_rate": 5.751833364146176e-05,
1357
- "loss": 0.1772,
1358
- "step": 17400
1359
- },
1360
- {
1361
- "epoch": 4.85,
1362
- "learning_rate": 5.7210205213533005e-05,
1363
- "loss": 0.1774,
1364
- "step": 17500
1365
- },
1366
- {
1367
- "epoch": 4.85,
1368
- "eval_loss": 0.1862887740135193,
1369
- "eval_runtime": 738.0056,
1370
- "eval_samples_per_second": 21.736,
1371
- "eval_steps_per_second": 2.718,
1372
- "eval_wer": 0.1604590218554376,
1373
- "step": 17500
1374
- },
1375
- {
1376
- "epoch": 4.88,
1377
- "learning_rate": 5.690207678560424e-05,
1378
- "loss": 0.1761,
1379
- "step": 17600
1380
- },
1381
- {
1382
- "epoch": 4.91,
1383
- "learning_rate": 5.659394835767548e-05,
1384
- "loss": 0.1764,
1385
- "step": 17700
1386
- },
1387
- {
1388
- "epoch": 4.94,
1389
- "learning_rate": 5.628581992974672e-05,
1390
- "loss": 0.1781,
1391
- "step": 17800
1392
- },
1393
- {
1394
- "epoch": 4.96,
1395
- "learning_rate": 5.597769150181796e-05,
1396
- "loss": 0.1781,
1397
- "step": 17900
1398
- },
1399
- {
1400
- "epoch": 4.99,
1401
- "learning_rate": 5.5669563073889196e-05,
1402
- "loss": 0.1755,
1403
- "step": 18000
1404
- },
1405
- {
1406
- "epoch": 4.99,
1407
- "eval_loss": 0.18325339257717133,
1408
- "eval_runtime": 728.9102,
1409
- "eval_samples_per_second": 22.007,
1410
- "eval_steps_per_second": 2.752,
1411
- "eval_wer": 0.15946588411684426,
1412
- "step": 18000
1413
- },
1414
- {
1415
- "epoch": 5.02,
1416
- "learning_rate": 5.536143464596044e-05,
1417
- "loss": 0.1758,
1418
- "step": 18100
1419
- },
1420
- {
1421
- "epoch": 5.05,
1422
- "learning_rate": 5.5053306218031675e-05,
1423
- "loss": 0.163,
1424
- "step": 18200
1425
- },
1426
- {
1427
- "epoch": 5.07,
1428
- "learning_rate": 5.474517779010292e-05,
1429
- "loss": 0.1671,
1430
- "step": 18300
1431
- },
1432
- {
1433
- "epoch": 5.1,
1434
- "learning_rate": 5.443704936217415e-05,
1435
- "loss": 0.1723,
1436
- "step": 18400
1437
- },
1438
- {
1439
- "epoch": 5.13,
1440
- "learning_rate": 5.4128920934245395e-05,
1441
- "loss": 0.1692,
1442
- "step": 18500
1443
- },
1444
- {
1445
- "epoch": 5.13,
1446
- "eval_loss": 0.18143832683563232,
1447
- "eval_runtime": 741.2319,
1448
- "eval_samples_per_second": 21.641,
1449
- "eval_steps_per_second": 2.706,
1450
- "eval_wer": 0.15686450397575463,
1451
- "step": 18500
1452
- },
1453
- {
1454
- "epoch": 5.16,
1455
- "learning_rate": 5.382079250631663e-05,
1456
- "loss": 0.1714,
1457
- "step": 18600
1458
- },
1459
- {
1460
- "epoch": 5.19,
1461
- "learning_rate": 5.351266407838787e-05,
1462
- "loss": 0.1638,
1463
- "step": 18700
1464
- },
1465
- {
1466
- "epoch": 5.21,
1467
- "learning_rate": 5.320453565045911e-05,
1468
- "loss": 0.1626,
1469
- "step": 18800
1470
- },
1471
- {
1472
- "epoch": 5.24,
1473
- "learning_rate": 5.289640722253035e-05,
1474
- "loss": 0.1657,
1475
- "step": 18900
1476
- },
1477
- {
1478
- "epoch": 5.27,
1479
- "learning_rate": 5.25882787946016e-05,
1480
- "loss": 0.1674,
1481
- "step": 19000
1482
- },
1483
- {
1484
- "epoch": 5.27,
1485
- "eval_loss": 0.18194520473480225,
1486
- "eval_runtime": 737.6255,
1487
- "eval_samples_per_second": 21.747,
1488
- "eval_steps_per_second": 2.72,
1489
- "eval_wer": 0.15655054430355414,
1490
- "step": 19000
1491
- },
1492
- {
1493
- "epoch": 5.3,
1494
- "learning_rate": 5.228015036667283e-05,
1495
- "loss": 0.1657,
1496
- "step": 19100
1497
- },
1498
- {
1499
- "epoch": 5.32,
1500
- "learning_rate": 5.197202193874408e-05,
1501
- "loss": 0.1663,
1502
- "step": 19200
1503
- },
1504
- {
1505
- "epoch": 5.35,
1506
- "learning_rate": 5.166389351081531e-05,
1507
- "loss": 0.1683,
1508
- "step": 19300
1509
- },
1510
- {
1511
- "epoch": 5.38,
1512
- "learning_rate": 5.135884636716584e-05,
1513
- "loss": 0.1716,
1514
- "step": 19400
1515
- },
1516
- {
1517
- "epoch": 5.41,
1518
- "learning_rate": 5.105071793923708e-05,
1519
- "loss": 0.1664,
1520
- "step": 19500
1521
- },
1522
- {
1523
- "epoch": 5.41,
1524
- "eval_loss": 0.18048684298992157,
1525
- "eval_runtime": 745.2746,
1526
- "eval_samples_per_second": 21.524,
1527
- "eval_steps_per_second": 2.692,
1528
- "eval_wer": 0.15724894439069398,
1529
- "step": 19500
1530
- },
1531
- {
1532
- "epoch": 5.44,
1533
- "learning_rate": 5.0742589511308316e-05,
1534
- "loss": 0.1714,
1535
- "step": 19600
1536
- },
1537
- {
1538
- "epoch": 5.46,
1539
- "learning_rate": 5.043446108337956e-05,
1540
- "loss": 0.1686,
1541
- "step": 19700
1542
- },
1543
- {
1544
- "epoch": 5.49,
1545
- "learning_rate": 5.0126332655450794e-05,
1546
- "loss": 0.1672,
1547
- "step": 19800
1548
- },
1549
- {
1550
- "epoch": 5.52,
1551
- "learning_rate": 4.9818204227522036e-05,
1552
- "loss": 0.1657,
1553
- "step": 19900
1554
- },
1555
- {
1556
- "epoch": 5.55,
1557
- "learning_rate": 4.951007579959328e-05,
1558
- "loss": 0.1677,
1559
- "step": 20000
1560
- },
1561
- {
1562
- "epoch": 5.55,
1563
- "eval_loss": 0.1802615374326706,
1564
- "eval_runtime": 735.367,
1565
- "eval_samples_per_second": 21.814,
1566
- "eval_steps_per_second": 2.728,
1567
- "eval_wer": 0.15595466166039815,
1568
- "step": 20000
1569
- },
1570
- {
1571
- "epoch": 5.57,
1572
- "learning_rate": 4.9201947371664514e-05,
1573
- "loss": 0.1659,
1574
- "step": 20100
1575
- },
1576
- {
1577
- "epoch": 5.6,
1578
- "learning_rate": 4.889381894373575e-05,
1579
- "loss": 0.1663,
1580
- "step": 20200
1581
- },
1582
- {
1583
- "epoch": 5.63,
1584
- "learning_rate": 4.858569051580699e-05,
1585
- "loss": 0.167,
1586
- "step": 20300
1587
- },
1588
- {
1589
- "epoch": 5.66,
1590
- "learning_rate": 4.827756208787823e-05,
1591
- "loss": 0.1667,
1592
- "step": 20400
1593
- },
1594
- {
1595
- "epoch": 5.68,
1596
- "learning_rate": 4.796943365994947e-05,
1597
- "loss": 0.1637,
1598
- "step": 20500
1599
- },
1600
- {
1601
- "epoch": 5.68,
1602
- "eval_loss": 0.17502419650554657,
1603
- "eval_runtime": 733.6051,
1604
- "eval_samples_per_second": 21.866,
1605
- "eval_steps_per_second": 2.734,
1606
- "eval_wer": 0.15248188324544598,
1607
- "step": 20500
1608
- },
1609
- {
1610
- "epoch": 5.71,
1611
- "learning_rate": 4.7661305232020706e-05,
1612
- "loss": 0.1609,
1613
- "step": 20600
1614
- },
1615
- {
1616
- "epoch": 5.74,
1617
- "learning_rate": 4.735317680409195e-05,
1618
- "loss": 0.1658,
1619
- "step": 20700
1620
- },
1621
- {
1622
- "epoch": 5.77,
1623
- "learning_rate": 4.7045048376163184e-05,
1624
- "loss": 0.1671,
1625
- "step": 20800
1626
- },
1627
- {
1628
- "epoch": 5.8,
1629
- "learning_rate": 4.6736919948234426e-05,
1630
- "loss": 0.1631,
1631
- "step": 20900
1632
- },
1633
- {
1634
- "epoch": 5.82,
1635
- "learning_rate": 4.643187280458495e-05,
1636
- "loss": 0.1628,
1637
- "step": 21000
1638
- },
1639
- {
1640
- "epoch": 5.82,
1641
- "eval_loss": 0.17739933729171753,
1642
- "eval_runtime": 734.3058,
1643
- "eval_samples_per_second": 21.845,
1644
- "eval_steps_per_second": 2.732,
1645
- "eval_wer": 0.1531866906728348,
1646
- "step": 21000
1647
- },
1648
- {
1649
- "epoch": 5.85,
1650
- "learning_rate": 4.612374437665619e-05,
1651
- "loss": 0.166,
1652
- "step": 21100
1653
- },
1654
- {
1655
- "epoch": 5.88,
1656
- "learning_rate": 4.581561594872743e-05,
1657
- "loss": 0.1666,
1658
- "step": 21200
1659
- },
1660
- {
1661
- "epoch": 5.91,
1662
- "learning_rate": 4.550748752079867e-05,
1663
- "loss": 0.1623,
1664
- "step": 21300
1665
- },
1666
- {
1667
- "epoch": 5.93,
1668
- "learning_rate": 4.5199359092869906e-05,
1669
- "loss": 0.166,
1670
- "step": 21400
1671
- },
1672
- {
1673
- "epoch": 5.96,
1674
- "learning_rate": 4.489123066494115e-05,
1675
- "loss": 0.1645,
1676
- "step": 21500
1677
- },
1678
- {
1679
- "epoch": 5.96,
1680
- "eval_loss": 0.1743806153535843,
1681
- "eval_runtime": 735.7033,
1682
- "eval_samples_per_second": 21.804,
1683
- "eval_steps_per_second": 2.727,
1684
- "eval_wer": 0.15269332547366263,
1685
- "step": 21500
1686
- },
1687
- {
1688
- "epoch": 5.99,
1689
- "learning_rate": 4.4583102237012384e-05,
1690
- "loss": 0.1625,
1691
- "step": 21600
1692
- },
1693
- {
1694
- "epoch": 6.02,
1695
- "learning_rate": 4.427497380908363e-05,
1696
- "loss": 0.1587,
1697
- "step": 21700
1698
- },
1699
- {
1700
- "epoch": 6.05,
1701
- "learning_rate": 4.396684538115487e-05,
1702
- "loss": 0.1545,
1703
- "step": 21800
1704
- },
1705
- {
1706
- "epoch": 6.07,
1707
- "learning_rate": 4.365871695322611e-05,
1708
- "loss": 0.1524,
1709
- "step": 21900
1710
- },
1711
- {
1712
- "epoch": 6.1,
1713
- "learning_rate": 4.335058852529735e-05,
1714
- "loss": 0.1551,
1715
- "step": 22000
1716
- },
1717
- {
1718
- "epoch": 6.1,
1719
- "eval_loss": 0.17782124876976013,
1720
- "eval_runtime": 736.3789,
1721
- "eval_samples_per_second": 21.784,
1722
- "eval_steps_per_second": 2.724,
1723
- "eval_wer": 0.15429516053590994,
1724
- "step": 22000
1725
- },
1726
- {
1727
- "epoch": 6.13,
1728
- "learning_rate": 4.304246009736859e-05,
1729
- "loss": 0.1528,
1730
- "step": 22100
1731
- },
1732
- {
1733
- "epoch": 6.16,
1734
- "learning_rate": 4.2734331669439825e-05,
1735
- "loss": 0.1513,
1736
- "step": 22200
1737
- },
1738
- {
1739
- "epoch": 6.18,
1740
- "learning_rate": 4.242620324151107e-05,
1741
- "loss": 0.1527,
1742
- "step": 22300
1743
- },
1744
- {
1745
- "epoch": 6.21,
1746
- "learning_rate": 4.21180748135823e-05,
1747
- "loss": 0.1522,
1748
- "step": 22400
1749
- },
1750
- {
1751
- "epoch": 6.24,
1752
- "learning_rate": 4.1809946385653545e-05,
1753
- "loss": 0.1505,
1754
- "step": 22500
1755
- },
1756
- {
1757
- "epoch": 6.24,
1758
- "eval_loss": 0.1753922700881958,
1759
- "eval_runtime": 732.6709,
1760
- "eval_samples_per_second": 21.894,
1761
- "eval_steps_per_second": 2.738,
1762
- "eval_wer": 0.15279584291764645,
1763
- "step": 22500
1764
- },
1765
- {
1766
- "epoch": 6.27,
1767
- "learning_rate": 4.150181795772478e-05,
1768
- "loss": 0.1528,
1769
- "step": 22600
1770
- },
1771
- {
1772
- "epoch": 6.3,
1773
- "learning_rate": 4.119368952979602e-05,
1774
- "loss": 0.1533,
1775
- "step": 22700
1776
- },
1777
- {
1778
- "epoch": 6.32,
1779
- "learning_rate": 4.088556110186726e-05,
1780
- "loss": 0.1529,
1781
- "step": 22800
1782
- },
1783
- {
1784
- "epoch": 6.35,
1785
- "learning_rate": 4.05774326739385e-05,
1786
- "loss": 0.1516,
1787
- "step": 22900
1788
- },
1789
- {
1790
- "epoch": 6.38,
1791
- "learning_rate": 4.026930424600974e-05,
1792
- "loss": 0.1499,
1793
- "step": 23000
1794
- },
1795
- {
1796
- "epoch": 6.38,
1797
- "eval_loss": 0.17432022094726562,
1798
- "eval_runtime": 727.4564,
1799
- "eval_samples_per_second": 22.051,
1800
- "eval_steps_per_second": 2.758,
1801
- "eval_wer": 0.14998302054834017,
1802
- "step": 23000
1803
- },
1804
- {
1805
- "epoch": 6.41,
1806
- "learning_rate": 3.996117581808097e-05,
1807
- "loss": 0.1494,
1808
- "step": 23100
1809
- },
1810
- {
1811
- "epoch": 6.43,
1812
- "learning_rate": 3.9653047390152215e-05,
1813
- "loss": 0.1517,
1814
- "step": 23200
1815
- },
1816
- {
1817
- "epoch": 6.46,
1818
- "learning_rate": 3.934491896222346e-05,
1819
- "loss": 0.1485,
1820
- "step": 23300
1821
- },
1822
- {
1823
- "epoch": 6.49,
1824
- "learning_rate": 3.90367905342947e-05,
1825
- "loss": 0.1472,
1826
- "step": 23400
1827
- },
1828
- {
1829
- "epoch": 6.52,
1830
- "learning_rate": 3.8728662106365935e-05,
1831
- "loss": 0.1491,
1832
- "step": 23500
1833
- },
1834
- {
1835
- "epoch": 6.52,
1836
- "eval_loss": 0.1684291511774063,
1837
- "eval_runtime": 725.7122,
1838
- "eval_samples_per_second": 22.104,
1839
- "eval_steps_per_second": 2.764,
1840
- "eval_wer": 0.1472855303035157,
1841
- "step": 23500
1842
- },
1843
- {
1844
- "epoch": 6.54,
1845
- "learning_rate": 3.842053367843718e-05,
1846
- "loss": 0.1466,
1847
- "step": 23600
1848
- },
1849
- {
1850
- "epoch": 6.57,
1851
- "learning_rate": 3.8112405250508413e-05,
1852
- "loss": 0.1454,
1853
- "step": 23700
1854
- },
1855
- {
1856
- "epoch": 6.6,
1857
- "learning_rate": 3.7804276822579656e-05,
1858
- "loss": 0.1473,
1859
- "step": 23800
1860
- },
1861
- {
1862
- "epoch": 6.63,
1863
- "learning_rate": 3.749614839465089e-05,
1864
- "loss": 0.1447,
1865
- "step": 23900
1866
- },
1867
- {
1868
- "epoch": 6.66,
1869
- "learning_rate": 3.7188019966722134e-05,
1870
- "loss": 0.1477,
1871
- "step": 24000
1872
- },
1873
- {
1874
- "epoch": 6.66,
1875
- "eval_loss": 0.16609960794448853,
1876
- "eval_runtime": 737.8035,
1877
- "eval_samples_per_second": 21.742,
1878
- "eval_steps_per_second": 2.719,
1879
- "eval_wer": 0.14721504956077683,
1880
- "step": 24000
1881
- },
1882
- {
1883
- "epoch": 6.68,
1884
- "learning_rate": 3.687989153879337e-05,
1885
- "loss": 0.1499,
1886
- "step": 24100
1887
- },
1888
- {
1889
- "epoch": 6.71,
1890
- "learning_rate": 3.657176311086461e-05,
1891
- "loss": 0.1468,
1892
- "step": 24200
1893
- },
1894
- {
1895
- "epoch": 6.74,
1896
- "learning_rate": 3.626363468293585e-05,
1897
- "loss": 0.1481,
1898
- "step": 24300
1899
- },
1900
- {
1901
- "epoch": 6.77,
1902
- "learning_rate": 3.595550625500709e-05,
1903
- "loss": 0.1485,
1904
- "step": 24400
1905
- },
1906
- {
1907
- "epoch": 6.79,
1908
- "learning_rate": 3.5647377827078326e-05,
1909
- "loss": 0.1456,
1910
- "step": 24500
1911
- },
1912
- {
1913
- "epoch": 6.79,
1914
- "eval_loss": 0.1653786450624466,
1915
- "eval_runtime": 730.3018,
1916
- "eval_samples_per_second": 21.965,
1917
- "eval_steps_per_second": 2.747,
1918
- "eval_wer": 0.14399856475578424,
1919
- "step": 24500
1920
- },
1921
- {
1922
- "epoch": 6.82,
1923
- "learning_rate": 3.533924939914957e-05,
1924
- "loss": 0.1442,
1925
- "step": 24600
1926
- },
1927
- {
1928
- "epoch": 6.85,
1929
- "learning_rate": 3.5031120971220804e-05,
1930
- "loss": 0.1434,
1931
- "step": 24700
1932
- },
1933
- {
1934
- "epoch": 6.88,
1935
- "learning_rate": 3.4722992543292046e-05,
1936
- "loss": 0.1494,
1937
- "step": 24800
1938
- },
1939
- {
1940
- "epoch": 6.91,
1941
- "learning_rate": 3.441486411536329e-05,
1942
- "loss": 0.1463,
1943
- "step": 24900
1944
- },
1945
- {
1946
- "epoch": 6.93,
1947
- "learning_rate": 3.4106735687434524e-05,
1948
- "loss": 0.1415,
1949
- "step": 25000
1950
- },
1951
- {
1952
- "epoch": 6.93,
1953
- "eval_loss": 0.16542479395866394,
1954
- "eval_runtime": 729.304,
1955
- "eval_samples_per_second": 21.995,
1956
- "eval_steps_per_second": 2.751,
1957
- "eval_wer": 0.14476744558566293,
1958
- "step": 25000
1959
- },
1960
- {
1961
- "epoch": 6.96,
1962
- "learning_rate": 3.3798607259505766e-05,
1963
- "loss": 0.1413,
1964
- "step": 25100
1965
- },
1966
- {
1967
- "epoch": 6.99,
1968
- "learning_rate": 3.3490478831577e-05,
1969
- "loss": 0.1461,
1970
- "step": 25200
1971
- },
1972
- {
1973
- "epoch": 7.02,
1974
- "learning_rate": 3.3182350403648244e-05,
1975
- "loss": 0.1392,
1976
- "step": 25300
1977
- },
1978
- {
1979
- "epoch": 7.04,
1980
- "learning_rate": 3.287422197571948e-05,
1981
- "loss": 0.1311,
1982
- "step": 25400
1983
- },
1984
- {
1985
- "epoch": 7.07,
1986
- "learning_rate": 3.256609354779072e-05,
1987
- "loss": 0.136,
1988
- "step": 25500
1989
- },
1990
- {
1991
- "epoch": 7.07,
1992
- "eval_loss": 0.1615738570690155,
1993
- "eval_runtime": 742.2272,
1994
- "eval_samples_per_second": 21.612,
1995
- "eval_steps_per_second": 2.703,
1996
- "eval_wer": 0.1406667478263098,
1997
- "step": 25500
1998
- },
1999
- {
2000
- "epoch": 7.1,
2001
- "learning_rate": 3.225796511986196e-05,
2002
- "loss": 0.1328,
2003
- "step": 25600
2004
- },
2005
- {
2006
- "epoch": 7.13,
2007
- "learning_rate": 3.19498366919332e-05,
2008
- "loss": 0.1355,
2009
- "step": 25700
2010
- },
2011
- {
2012
- "epoch": 7.15,
2013
- "learning_rate": 3.164787083256301e-05,
2014
- "loss": 0.1378,
2015
- "step": 25800
2016
- },
2017
- {
2018
- "epoch": 7.18,
2019
- "learning_rate": 3.1339742404634255e-05,
2020
- "loss": 0.1321,
2021
- "step": 25900
2022
- },
2023
- {
2024
- "epoch": 7.21,
2025
- "learning_rate": 3.103161397670549e-05,
2026
- "loss": 0.132,
2027
- "step": 26000
2028
- },
2029
- {
2030
- "epoch": 7.21,
2031
- "eval_loss": 0.16245120763778687,
2032
- "eval_runtime": 782.6075,
2033
- "eval_samples_per_second": 20.497,
2034
- "eval_steps_per_second": 2.563,
2035
- "eval_wer": 0.14099992951925727,
2036
- "step": 26000
2037
- },
2038
- {
2039
- "epoch": 7.24,
2040
- "learning_rate": 3.072348554877673e-05,
2041
- "loss": 0.133,
2042
- "step": 26100
2043
- },
2044
- {
2045
- "epoch": 7.27,
2046
- "learning_rate": 3.0415357120847972e-05,
2047
- "loss": 0.1325,
2048
- "step": 26200
2049
- },
2050
- {
2051
- "epoch": 7.29,
2052
- "learning_rate": 3.010722869291921e-05,
2053
- "loss": 0.1323,
2054
- "step": 26300
2055
- },
2056
- {
2057
- "epoch": 7.32,
2058
- "learning_rate": 2.9799100264990447e-05,
2059
- "loss": 0.1347,
2060
- "step": 26400
2061
- },
2062
- {
2063
- "epoch": 7.35,
2064
- "learning_rate": 2.9490971837061686e-05,
2065
- "loss": 0.1323,
2066
- "step": 26500
2067
- },
2068
- {
2069
- "epoch": 7.35,
2070
- "eval_loss": 0.16042262315750122,
2071
- "eval_runtime": 776.612,
2072
- "eval_samples_per_second": 20.655,
2073
- "eval_steps_per_second": 2.583,
2074
- "eval_wer": 0.14037201017485632,
2075
- "step": 26500
2076
- },
2077
- {
2078
- "epoch": 7.38,
2079
- "learning_rate": 2.9182843409132925e-05,
2080
- "loss": 0.1321,
2081
- "step": 26600
2082
- },
2083
- {
2084
- "epoch": 7.4,
2085
- "learning_rate": 2.8874714981204164e-05,
2086
- "loss": 0.1328,
2087
- "step": 26700
2088
- },
2089
- {
2090
- "epoch": 7.43,
2091
- "learning_rate": 2.8566586553275403e-05,
2092
- "loss": 0.1312,
2093
- "step": 26800
2094
- },
2095
- {
2096
- "epoch": 7.46,
2097
- "learning_rate": 2.825845812534665e-05,
2098
- "loss": 0.1328,
2099
- "step": 26900
2100
- },
2101
- {
2102
- "epoch": 7.49,
2103
- "learning_rate": 2.7950329697417887e-05,
2104
- "loss": 0.1338,
2105
- "step": 27000
2106
- },
2107
- {
2108
- "epoch": 7.49,
2109
- "eval_loss": 0.1574241816997528,
2110
- "eval_runtime": 761.9403,
2111
- "eval_samples_per_second": 21.053,
2112
- "eval_steps_per_second": 2.633,
2113
- "eval_wer": 0.1386484356478782,
2114
- "step": 27000
2115
- },
2116
- {
2117
- "epoch": 7.52,
2118
- "learning_rate": 2.7642201269489126e-05,
2119
- "loss": 0.1318,
2120
- "step": 27100
2121
- },
2122
- {
2123
- "epoch": 7.54,
2124
- "learning_rate": 2.7334072841560365e-05,
2125
- "loss": 0.1319,
2126
- "step": 27200
2127
- },
2128
- {
2129
- "epoch": 7.57,
2130
- "learning_rate": 2.7025944413631604e-05,
2131
- "loss": 0.1315,
2132
- "step": 27300
2133
- },
2134
- {
2135
- "epoch": 7.6,
2136
- "learning_rate": 2.6717815985702843e-05,
2137
- "loss": 0.1328,
2138
- "step": 27400
2139
- },
2140
- {
2141
- "epoch": 7.63,
2142
- "learning_rate": 2.6409687557774082e-05,
2143
- "loss": 0.13,
2144
- "step": 27500
2145
- },
2146
- {
2147
- "epoch": 7.63,
2148
- "eval_loss": 0.15763409435749054,
2149
- "eval_runtime": 758.2506,
2150
- "eval_samples_per_second": 21.155,
2151
- "eval_steps_per_second": 2.646,
2152
- "eval_wer": 0.13843058607941258,
2153
- "step": 27500
2154
- },
2155
- {
2156
- "epoch": 7.65,
2157
- "learning_rate": 2.610155912984532e-05,
2158
- "loss": 0.1278,
2159
- "step": 27600
2160
- },
2161
- {
2162
- "epoch": 7.68,
2163
- "learning_rate": 2.579343070191656e-05,
2164
- "loss": 0.1299,
2165
- "step": 27700
2166
- },
2167
- {
2168
- "epoch": 7.71,
2169
- "learning_rate": 2.54853022739878e-05,
2170
- "loss": 0.13,
2171
- "step": 27800
2172
- },
2173
- {
2174
- "epoch": 7.74,
2175
- "learning_rate": 2.517717384605904e-05,
2176
- "loss": 0.1306,
2177
- "step": 27900
2178
- },
2179
- {
2180
- "epoch": 7.76,
2181
- "learning_rate": 2.4869045418130278e-05,
2182
- "loss": 0.1291,
2183
- "step": 28000
2184
- },
2185
- {
2186
- "epoch": 7.76,
2187
- "eval_loss": 0.15506793558597565,
2188
- "eval_runtime": 748.8913,
2189
- "eval_samples_per_second": 21.42,
2190
- "eval_steps_per_second": 2.679,
2191
- "eval_wer": 0.1365660500669567,
2192
- "step": 28000
2193
- },
2194
- {
2195
- "epoch": 7.79,
2196
- "learning_rate": 2.456091699020152e-05,
2197
- "loss": 0.1277,
2198
- "step": 28100
2199
- },
2200
- {
2201
- "epoch": 7.82,
2202
- "learning_rate": 2.425278856227276e-05,
2203
- "loss": 0.1292,
2204
- "step": 28200
2205
- },
2206
- {
2207
- "epoch": 7.85,
2208
- "learning_rate": 2.3944660134343998e-05,
2209
- "loss": 0.1304,
2210
- "step": 28300
2211
- },
2212
- {
2213
- "epoch": 7.88,
2214
- "learning_rate": 2.3636531706415237e-05,
2215
- "loss": 0.1306,
2216
- "step": 28400
2217
- },
2218
- {
2219
- "epoch": 7.9,
2220
- "learning_rate": 2.3328403278486473e-05,
2221
- "loss": 0.1277,
2222
- "step": 28500
2223
- },
2224
- {
2225
- "epoch": 7.9,
2226
- "eval_loss": 0.15418410301208496,
2227
- "eval_runtime": 753.0273,
2228
- "eval_samples_per_second": 21.302,
2229
- "eval_steps_per_second": 2.664,
2230
- "eval_wer": 0.1355536903076164,
2231
- "step": 28500
2232
- },
2233
- {
2234
- "epoch": 7.93,
2235
- "learning_rate": 2.302027485055771e-05,
2236
- "loss": 0.127,
2237
- "step": 28600
2238
- },
2239
- {
2240
- "epoch": 7.96,
2241
- "learning_rate": 2.271214642262895e-05,
2242
- "loss": 0.1283,
2243
- "step": 28700
2244
- },
2245
- {
2246
- "epoch": 7.99,
2247
- "learning_rate": 2.240401799470019e-05,
2248
- "loss": 0.1316,
2249
- "step": 28800
2250
- },
2251
- {
2252
- "epoch": 8.01,
2253
- "learning_rate": 2.2095889566771432e-05,
2254
- "loss": 0.1246,
2255
- "step": 28900
2256
- },
2257
- {
2258
- "epoch": 8.04,
2259
- "learning_rate": 2.178776113884267e-05,
2260
- "loss": 0.1241,
2261
- "step": 29000
2262
- },
2263
- {
2264
- "epoch": 8.04,
2265
- "eval_loss": 0.15454024076461792,
2266
- "eval_runtime": 764.5389,
2267
- "eval_samples_per_second": 20.981,
2268
- "eval_steps_per_second": 2.624,
2269
- "eval_wer": 0.13500906638645233,
2270
- "step": 29000
2271
- },
2272
- {
2273
- "epoch": 8.07,
2274
- "learning_rate": 2.147963271091391e-05,
2275
- "loss": 0.1229,
2276
- "step": 29100
2277
- },
2278
- {
2279
- "epoch": 8.1,
2280
- "learning_rate": 2.117150428298515e-05,
2281
- "loss": 0.1252,
2282
- "step": 29200
2283
- },
2284
- {
2285
- "epoch": 8.13,
2286
- "learning_rate": 2.0863375855056388e-05,
2287
- "loss": 0.123,
2288
- "step": 29300
2289
- },
2290
- {
2291
- "epoch": 8.15,
2292
- "learning_rate": 2.0555247427127627e-05,
2293
- "loss": 0.1198,
2294
- "step": 29400
2295
- },
2296
- {
2297
- "epoch": 8.18,
2298
- "learning_rate": 2.0247118999198866e-05,
2299
- "loss": 0.1198,
2300
- "step": 29500
2301
- },
2302
- {
2303
- "epoch": 8.18,
2304
- "eval_loss": 0.15356162190437317,
2305
- "eval_runtime": 730.0324,
2306
- "eval_samples_per_second": 21.973,
2307
- "eval_steps_per_second": 2.748,
2308
- "eval_wer": 0.13224109539888898,
2309
- "step": 29500
2310
- },
2311
- {
2312
- "epoch": 8.21,
2313
- "learning_rate": 1.9938990571270105e-05,
2314
- "loss": 0.1203,
2315
- "step": 29600
2316
- },
2317
- {
2318
- "epoch": 8.24,
2319
- "learning_rate": 1.9630862143341347e-05,
2320
- "loss": 0.1225,
2321
- "step": 29700
2322
- },
2323
- {
2324
- "epoch": 8.26,
2325
- "learning_rate": 1.9322733715412586e-05,
2326
- "loss": 0.1192,
2327
- "step": 29800
2328
- },
2329
- {
2330
- "epoch": 8.29,
2331
- "learning_rate": 1.9014605287483825e-05,
2332
- "loss": 0.1218,
2333
- "step": 29900
2334
- },
2335
- {
2336
- "epoch": 8.32,
2337
- "learning_rate": 1.8706476859555064e-05,
2338
- "loss": 0.1204,
2339
- "step": 30000
2340
- },
2341
- {
2342
- "epoch": 8.32,
2343
- "eval_loss": 0.15469121932983398,
2344
- "eval_runtime": 731.8162,
2345
- "eval_samples_per_second": 21.919,
2346
- "eval_steps_per_second": 2.741,
2347
- "eval_wer": 0.13368915429516054,
2348
- "step": 30000
2349
- },
2350
- {
2351
- "epoch": 8.35,
2352
- "learning_rate": 1.8398348431626303e-05,
2353
- "loss": 0.1202,
2354
- "step": 30100
2355
- },
2356
- {
2357
- "epoch": 8.37,
2358
- "learning_rate": 1.8090220003697542e-05,
2359
- "loss": 0.1198,
2360
- "step": 30200
2361
- },
2362
- {
2363
- "epoch": 8.4,
2364
- "learning_rate": 1.778209157576878e-05,
2365
- "loss": 0.1159,
2366
- "step": 30300
2367
- },
2368
- {
2369
- "epoch": 8.43,
2370
- "learning_rate": 1.747396314784002e-05,
2371
- "loss": 0.1193,
2372
- "step": 30400
2373
- },
2374
- {
2375
- "epoch": 8.46,
2376
- "learning_rate": 1.716583471991126e-05,
2377
- "loss": 0.1195,
2378
- "step": 30500
2379
- },
2380
- {
2381
- "epoch": 8.46,
2382
- "eval_loss": 0.14937089383602142,
2383
- "eval_runtime": 730.1876,
2384
- "eval_samples_per_second": 21.968,
2385
- "eval_steps_per_second": 2.747,
2386
- "eval_wer": 0.13088273926610325,
2387
- "step": 30500
2388
- },
2389
- {
2390
- "epoch": 8.49,
2391
- "learning_rate": 1.68577062919825e-05,
2392
- "loss": 0.1176,
2393
- "step": 30600
2394
- },
2395
- {
2396
- "epoch": 8.51,
2397
- "learning_rate": 1.6549577864053738e-05,
2398
- "loss": 0.1162,
2399
- "step": 30700
2400
- },
2401
- {
2402
- "epoch": 8.54,
2403
- "learning_rate": 1.6241449436124977e-05,
2404
- "loss": 0.1185,
2405
- "step": 30800
2406
- },
2407
- {
2408
- "epoch": 8.57,
2409
- "learning_rate": 1.5936402292475504e-05,
2410
- "loss": 0.1164,
2411
- "step": 30900
2412
- },
2413
- {
2414
- "epoch": 8.6,
2415
- "learning_rate": 1.5628273864546743e-05,
2416
- "loss": 0.1169,
2417
- "step": 31000
2418
- },
2419
- {
2420
- "epoch": 8.6,
2421
- "eval_loss": 0.14900121092796326,
2422
- "eval_runtime": 740.5566,
2423
- "eval_samples_per_second": 21.661,
2424
- "eval_steps_per_second": 2.709,
2425
- "eval_wer": 0.12999852631174275,
2426
- "step": 31000
2427
- },
2428
- {
2429
- "epoch": 8.62,
2430
- "learning_rate": 1.5320145436617982e-05,
2431
- "loss": 0.1173,
2432
- "step": 31100
2433
- },
2434
- {
2435
- "epoch": 8.65,
2436
- "learning_rate": 1.5012017008689223e-05,
2437
- "loss": 0.1163,
2438
- "step": 31200
2439
- },
2440
- {
2441
- "epoch": 8.68,
2442
- "learning_rate": 1.4703888580760462e-05,
2443
- "loss": 0.1169,
2444
- "step": 31300
2445
- },
2446
- {
2447
- "epoch": 8.71,
2448
- "learning_rate": 1.43957601528317e-05,
2449
- "loss": 0.1172,
2450
- "step": 31400
2451
- },
2452
- {
2453
- "epoch": 8.74,
2454
- "learning_rate": 1.4087631724902941e-05,
2455
- "loss": 0.1159,
2456
- "step": 31500
2457
- },
2458
- {
2459
- "epoch": 8.74,
2460
- "eval_loss": 0.14852623641490936,
2461
- "eval_runtime": 733.0221,
2462
- "eval_samples_per_second": 21.883,
2463
- "eval_steps_per_second": 2.737,
2464
- "eval_wer": 0.13053033555240884,
2465
- "step": 31500
2466
- },
2467
- {
2468
- "epoch": 8.76,
2469
- "learning_rate": 1.377950329697418e-05,
2470
- "loss": 0.1147,
2471
- "step": 31600
2472
- },
2473
- {
2474
- "epoch": 8.79,
2475
- "learning_rate": 1.347137486904542e-05,
2476
- "loss": 0.1161,
2477
- "step": 31700
2478
- },
2479
- {
2480
- "epoch": 8.82,
2481
- "learning_rate": 1.3163246441116658e-05,
2482
- "loss": 0.1145,
2483
- "step": 31800
2484
- },
2485
- {
2486
- "epoch": 8.85,
2487
- "learning_rate": 1.2855118013187897e-05,
2488
- "loss": 0.1156,
2489
- "step": 31900
2490
- },
2491
- {
2492
- "epoch": 8.87,
2493
- "learning_rate": 1.2546989585259136e-05,
2494
- "loss": 0.1142,
2495
- "step": 32000
2496
- },
2497
- {
2498
- "epoch": 8.87,
2499
- "eval_loss": 0.1478671133518219,
2500
- "eval_runtime": 734.6914,
2501
- "eval_samples_per_second": 21.834,
2502
- "eval_steps_per_second": 2.73,
2503
- "eval_wer": 0.12915275739887616,
2504
- "step": 32000
2505
- },
2506
- {
2507
- "epoch": 8.9,
2508
- "learning_rate": 1.2238861157330375e-05,
2509
- "loss": 0.116,
2510
- "step": 32100
2511
- },
2512
- {
2513
- "epoch": 8.93,
2514
- "learning_rate": 1.1930732729401616e-05,
2515
- "loss": 0.1132,
2516
- "step": 32200
2517
- },
2518
- {
2519
- "epoch": 8.96,
2520
- "learning_rate": 1.1622604301472855e-05,
2521
- "loss": 0.1141,
2522
- "step": 32300
2523
- },
2524
- {
2525
- "epoch": 8.98,
2526
- "learning_rate": 1.1314475873544094e-05,
2527
- "loss": 0.1142,
2528
- "step": 32400
2529
- },
2530
- {
2531
- "epoch": 9.01,
2532
- "learning_rate": 1.1006347445615333e-05,
2533
- "loss": 0.1087,
2534
- "step": 32500
2535
- },
2536
- {
2537
- "epoch": 9.01,
2538
- "eval_loss": 0.14710813760757446,
2539
- "eval_runtime": 730.6434,
2540
- "eval_samples_per_second": 21.955,
2541
- "eval_steps_per_second": 2.746,
2542
- "eval_wer": 0.12841591327024238,
2543
- "step": 32500
2544
- },
2545
- {
2546
- "epoch": 9.04,
2547
- "learning_rate": 1.0698219017686572e-05,
2548
- "loss": 0.1094,
2549
- "step": 32600
2550
- },
2551
- {
2552
- "epoch": 9.07,
2553
- "learning_rate": 1.0390090589757811e-05,
2554
- "loss": 0.1072,
2555
- "step": 32700
2556
- },
2557
- {
2558
- "epoch": 9.1,
2559
- "learning_rate": 1.008196216182905e-05,
2560
- "loss": 0.1082,
2561
- "step": 32800
2562
- },
2563
- {
2564
- "epoch": 9.12,
2565
- "learning_rate": 9.773833733900289e-06,
2566
- "loss": 0.1097,
2567
- "step": 32900
2568
- },
2569
- {
2570
- "epoch": 9.15,
2571
- "learning_rate": 9.46570530597153e-06,
2572
- "loss": 0.1076,
2573
- "step": 33000
2574
- },
2575
- {
2576
- "epoch": 9.15,
2577
- "eval_loss": 0.14665587246418,
2578
- "eval_runtime": 789.1119,
2579
- "eval_samples_per_second": 20.328,
2580
- "eval_steps_per_second": 2.542,
2581
- "eval_wer": 0.12696144703372184,
2582
- "step": 33000
2583
- },
2584
- {
2585
- "epoch": 9.18,
2586
- "learning_rate": 9.157576878042769e-06,
2587
- "loss": 0.111,
2588
- "step": 33100
2589
- },
2590
- {
2591
- "epoch": 9.21,
2592
- "learning_rate": 8.849448450114008e-06,
2593
- "loss": 0.1092,
2594
- "step": 33200
2595
- },
2596
- {
2597
- "epoch": 9.23,
2598
- "learning_rate": 8.541320022185247e-06,
2599
- "loss": 0.1103,
2600
- "step": 33300
2601
- },
2602
- {
2603
- "epoch": 9.26,
2604
- "learning_rate": 8.233191594256488e-06,
2605
- "loss": 0.1057,
2606
- "step": 33400
2607
- },
2608
- {
2609
- "epoch": 9.29,
2610
- "learning_rate": 7.928144450607015e-06,
2611
- "loss": 0.1078,
2612
- "step": 33500
2613
- },
2614
- {
2615
- "epoch": 9.29,
2616
- "eval_loss": 0.14669346809387207,
2617
- "eval_runtime": 776.8801,
2618
- "eval_samples_per_second": 20.648,
2619
- "eval_steps_per_second": 2.582,
2620
- "eval_wer": 0.12701911309596273,
2621
- "step": 33500
2622
- },
2623
- {
2624
- "epoch": 9.32,
2625
- "learning_rate": 7.620016022678253e-06,
2626
- "loss": 0.1106,
2627
- "step": 33600
2628
- },
2629
- {
2630
- "epoch": 9.35,
2631
- "learning_rate": 7.311887594749492e-06,
2632
- "loss": 0.1057,
2633
- "step": 33700
2634
- },
2635
- {
2636
- "epoch": 9.37,
2637
- "learning_rate": 7.003759166820731e-06,
2638
- "loss": 0.1069,
2639
- "step": 33800
2640
- },
2641
- {
2642
- "epoch": 9.4,
2643
- "learning_rate": 6.695630738891971e-06,
2644
- "loss": 0.1089,
2645
- "step": 33900
2646
- },
2647
- {
2648
- "epoch": 9.43,
2649
- "learning_rate": 6.38750231096321e-06,
2650
- "loss": 0.1073,
2651
- "step": 34000
2652
- },
2653
- {
2654
- "epoch": 9.43,
2655
- "eval_loss": 0.14469479024410248,
2656
- "eval_runtime": 770.0295,
2657
- "eval_samples_per_second": 20.832,
2658
- "eval_steps_per_second": 2.605,
2659
- "eval_wer": 0.1256159055814341,
2660
- "step": 34000
2661
- },
2662
- {
2663
- "epoch": 9.46,
2664
- "learning_rate": 6.079373883034449e-06,
2665
- "loss": 0.1056,
2666
- "step": 34100
2667
- },
2668
- {
2669
- "epoch": 9.48,
2670
- "learning_rate": 5.771245455105688e-06,
2671
- "loss": 0.105,
2672
- "step": 34200
2673
- },
2674
- {
2675
- "epoch": 9.51,
2676
- "learning_rate": 5.463117027176928e-06,
2677
- "loss": 0.1078,
2678
- "step": 34300
2679
- },
2680
- {
2681
- "epoch": 9.54,
2682
- "learning_rate": 5.154988599248167e-06,
2683
- "loss": 0.1061,
2684
- "step": 34400
2685
- },
2686
- {
2687
- "epoch": 9.57,
2688
- "learning_rate": 4.8468601713194066e-06,
2689
- "loss": 0.108,
2690
- "step": 34500
2691
- },
2692
- {
2693
- "epoch": 9.57,
2694
- "eval_loss": 0.14469197392463684,
2695
- "eval_runtime": 768.5913,
2696
- "eval_samples_per_second": 20.871,
2697
- "eval_steps_per_second": 2.61,
2698
- "eval_wer": 0.1257248303656669,
2699
- "step": 34500
2700
- },
2701
- {
2702
- "epoch": 9.6,
2703
- "learning_rate": 4.538731743390645e-06,
2704
- "loss": 0.106,
2705
- "step": 34600
2706
- },
2707
- {
2708
- "epoch": 9.62,
2709
- "learning_rate": 4.230603315461885e-06,
2710
- "loss": 0.1076,
2711
- "step": 34700
2712
- },
2713
- {
2714
- "epoch": 9.65,
2715
- "learning_rate": 3.922474887533124e-06,
2716
- "loss": 0.1065,
2717
- "step": 34800
2718
- },
2719
- {
2720
- "epoch": 9.68,
2721
- "learning_rate": 3.6143464596043634e-06,
2722
- "loss": 0.1045,
2723
- "step": 34900
2724
- },
2725
- {
2726
- "epoch": 9.71,
2727
- "learning_rate": 3.306218031675602e-06,
2728
- "loss": 0.106,
2729
- "step": 35000
2730
- },
2731
- {
2732
- "epoch": 9.71,
2733
- "eval_loss": 0.14382557570934296,
2734
- "eval_runtime": 768.3649,
2735
- "eval_samples_per_second": 20.877,
2736
- "eval_steps_per_second": 2.611,
2737
- "eval_wer": 0.1254813514362053,
2738
- "step": 35000
2739
- },
2740
- {
2741
- "epoch": 9.73,
2742
- "learning_rate": 2.998089603746842e-06,
2743
- "loss": 0.1051,
2744
- "step": 35100
2745
- },
2746
- {
2747
- "epoch": 9.76,
2748
- "learning_rate": 2.6899611758180813e-06,
2749
- "loss": 0.1116,
2750
- "step": 35200
2751
- },
2752
- {
2753
- "epoch": 9.79,
2754
- "learning_rate": 2.3818327478893203e-06,
2755
- "loss": 0.1048,
2756
- "step": 35300
2757
- },
2758
- {
2759
- "epoch": 9.82,
2760
- "learning_rate": 2.0737043199605598e-06,
2761
- "loss": 0.1057,
2762
- "step": 35400
2763
- },
2764
- {
2765
- "epoch": 9.84,
2766
- "learning_rate": 1.771738460590374e-06,
2767
- "loss": 0.1052,
2768
- "step": 35500
2769
- },
2770
- {
2771
- "epoch": 9.84,
2772
- "eval_loss": 0.14279937744140625,
2773
- "eval_runtime": 740.2589,
2774
- "eval_samples_per_second": 21.669,
2775
- "eval_steps_per_second": 2.71,
2776
- "eval_wer": 0.1247124706063266,
2777
- "step": 35500
2778
- },
2779
- {
2780
- "epoch": 9.87,
2781
- "learning_rate": 1.4636100326616134e-06,
2782
- "loss": 0.1012,
2783
- "step": 35600
2784
- },
2785
- {
2786
- "epoch": 9.9,
2787
- "learning_rate": 1.1554816047328529e-06,
2788
- "loss": 0.1051,
2789
- "step": 35700
2790
- },
2791
- {
2792
- "epoch": 9.93,
2793
- "learning_rate": 8.473531768040921e-07,
2794
- "loss": 0.1043,
2795
- "step": 35800
2796
- },
2797
- {
2798
- "epoch": 9.96,
2799
- "learning_rate": 5.392247488753312e-07,
2800
- "loss": 0.1038,
2801
- "step": 35900
2802
- },
2803
- {
2804
- "epoch": 9.98,
2805
- "learning_rate": 2.3109632094657053e-07,
2806
- "loss": 0.1044,
2807
- "step": 36000
2808
- },
2809
- {
2810
- "epoch": 9.98,
2811
- "eval_loss": 0.1430039405822754,
2812
- "eval_runtime": 779.4591,
2813
- "eval_samples_per_second": 20.58,
2814
- "eval_steps_per_second": 2.574,
2815
- "eval_wer": 0.12453306507935491,
2816
- "step": 36000
2817
- },
2818
- {
2819
- "epoch": 10.0,
2820
- "step": 36060,
2821
- "total_flos": 2.2265672303557702e+21,
2822
- "train_loss": 0.23386146696950752,
2823
- "train_runtime": 329994.9794,
2824
- "train_samples_per_second": 13.987,
2825
- "train_steps_per_second": 0.109
2826
- }
2827
- ],
2828
- "max_steps": 36060,
2829
- "num_train_epochs": 10,
2830
- "total_flos": 2.2265672303557702e+21,
2831
- "trial_name": null,
2832
- "trial_params": null
2833
- }
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
training_args.bin DELETED
@@ -1,3 +0,0 @@
1
- version https://git-lfs.github.com/spec/v1
2
- oid sha256:fca220d532e59bb8a79f3035dc0e668fdb005e65c1402a9129f0c7a5873fbb44
3
- size 3503