Priyanship commited on
Commit
a14026c
·
verified ·
1 Parent(s): 426c8b6

large_sami_cont_pt_22k_finetuned_pseudolabels

Browse files
README.md CHANGED
@@ -16,9 +16,9 @@ should probably proofread and complete it, then remove this comment. -->
16
 
17
  This model was trained from scratch on an unknown dataset.
18
  It achieves the following results on the evaluation set:
19
- - Loss: 447.4113
20
- - Wer: 0.4189
21
- - Cer: 0.1464
22
 
23
  ## Model description
24
 
 
16
 
17
  This model was trained from scratch on an unknown dataset.
18
  It achieves the following results on the evaluation set:
19
+ - Loss: 204.4745
20
+ - Wer: 0.3799
21
+ - Cer: 0.1198
22
 
23
  ## Model description
24
 
all_results.json CHANGED
@@ -1,16 +1,16 @@
1
  {
2
  "epoch": 60.0,
3
- "eval_cer": 0.11855950205009139,
4
- "eval_loss": 223.1608123779297,
5
- "eval_runtime": 25.7763,
6
  "eval_samples": 890,
7
- "eval_samples_per_second": 34.528,
8
- "eval_steps_per_second": 4.345,
9
- "eval_wer": 0.3813131313131313,
10
  "total_flos": 1.8440987587856836e+20,
11
- "train_loss": 306.16538580246913,
12
- "train_runtime": 47401.1605,
13
  "train_samples": 17267,
14
- "train_samples_per_second": 21.856,
15
- "train_steps_per_second": 1.367
16
  }
 
1
  {
2
  "epoch": 60.0,
3
+ "eval_cer": 0.11979449686311318,
4
+ "eval_loss": 204.47450256347656,
5
+ "eval_runtime": 26.0878,
6
  "eval_samples": 890,
7
+ "eval_samples_per_second": 34.116,
8
+ "eval_steps_per_second": 4.293,
9
+ "eval_wer": 0.37989267676767674,
10
  "total_flos": 1.8440987587856836e+20,
11
+ "train_loss": 277.69142749927664,
12
+ "train_runtime": 46658.0373,
13
  "train_samples": 17267,
14
+ "train_samples_per_second": 22.205,
15
+ "train_steps_per_second": 1.389
16
  }
eval--1hr test set_results.json CHANGED
@@ -1,10 +1,10 @@
1
  {
2
  "epoch": 60.0,
3
- "eval_cer": 0.11855950205009139,
4
- "eval_loss": 223.1608123779297,
5
- "eval_runtime": 25.7763,
6
  "eval_samples": 890,
7
- "eval_samples_per_second": 34.528,
8
- "eval_steps_per_second": 4.345,
9
- "eval_wer": 0.3813131313131313
10
  }
 
1
  {
2
  "epoch": 60.0,
3
+ "eval_cer": 0.11979449686311318,
4
+ "eval_loss": 204.47450256347656,
5
+ "eval_runtime": 26.0878,
6
  "eval_samples": 890,
7
+ "eval_samples_per_second": 34.116,
8
+ "eval_steps_per_second": 4.293,
9
+ "eval_wer": 0.37989267676767674
10
  }
train_results.json CHANGED
@@ -1,9 +1,9 @@
1
  {
2
  "epoch": 60.0,
3
  "total_flos": 1.8440987587856836e+20,
4
- "train_loss": 306.16538580246913,
5
- "train_runtime": 47401.1605,
6
  "train_samples": 17267,
7
- "train_samples_per_second": 21.856,
8
- "train_steps_per_second": 1.367
9
  }
 
1
  {
2
  "epoch": 60.0,
3
  "total_flos": 1.8440987587856836e+20,
4
+ "train_loss": 277.69142749927664,
5
+ "train_runtime": 46658.0373,
6
  "train_samples": 17267,
7
+ "train_samples_per_second": 22.205,
8
+ "train_steps_per_second": 1.389
9
  }
trainer_state.json CHANGED
@@ -1,6 +1,6 @@
1
  {
2
- "best_metric": 0.3817866161616162,
3
- "best_model_checkpoint": "/scratch/elec/puhe/p/palp3/sami_ASR/large_model_output/large-sami-22k/outputs/checkpoint-2160",
4
  "epoch": 60.0,
5
  "eval_steps": 500,
6
  "global_step": 64800,
@@ -10,1032 +10,1032 @@
10
  "log_history": [
11
  {
12
  "epoch": 1.0,
13
- "grad_norm": 843.546142578125,
14
- "learning_rate": 3.277777777777778e-05,
15
- "loss": 3985.5875,
16
  "step": 1080
17
  },
18
  {
19
  "epoch": 1.0,
20
- "eval_cer": 0.16660080027663884,
21
- "eval_loss": 283.68731689453125,
22
- "eval_runtime": 26.5521,
23
- "eval_samples_per_second": 33.519,
24
- "eval_steps_per_second": 4.218,
25
- "eval_wer": 0.5932765151515151,
26
  "step": 1080
27
  },
28
  {
29
  "epoch": 2.0,
30
- "grad_norm": 152.15969848632812,
31
- "learning_rate": 6.611111111111111e-05,
32
- "loss": 665.3671,
33
  "step": 2160
34
  },
35
  {
36
  "epoch": 2.0,
37
- "eval_cer": 0.11860890184261226,
38
- "eval_loss": 223.17312622070312,
39
- "eval_runtime": 26.9667,
40
- "eval_samples_per_second": 33.004,
41
- "eval_steps_per_second": 4.153,
42
- "eval_wer": 0.3817866161616162,
43
  "step": 2160
44
  },
45
  {
46
  "epoch": 3.0,
47
- "grad_norm": 69.1477279663086,
48
- "learning_rate": 9.944444444444444e-05,
49
- "loss": 481.9958,
50
  "step": 3240
51
  },
52
  {
53
  "epoch": 3.0,
54
- "eval_cer": 0.1353801314034481,
55
- "eval_loss": 223.3375244140625,
56
- "eval_runtime": 26.3476,
57
- "eval_samples_per_second": 33.779,
58
- "eval_steps_per_second": 4.251,
59
- "eval_wer": 0.4375,
60
  "step": 3240
61
  },
62
  {
63
  "epoch": 4.0,
64
- "grad_norm": 252.46255493164062,
65
- "learning_rate": 0.00013277777777777778,
66
- "loss": 442.5208,
67
  "step": 4320
68
  },
69
  {
70
  "epoch": 4.0,
71
- "eval_cer": 0.14442029343476756,
72
- "eval_loss": 236.09030151367188,
73
- "eval_runtime": 26.3227,
74
- "eval_samples_per_second": 33.811,
75
- "eval_steps_per_second": 4.255,
76
- "eval_wer": 0.42329545454545453,
77
  "step": 4320
78
  },
79
  {
80
  "epoch": 5.0,
81
- "grad_norm": 23.017539978027344,
82
- "learning_rate": 0.0001661111111111111,
83
- "loss": 421.2154,
84
  "step": 5400
85
  },
86
  {
87
  "epoch": 5.0,
88
- "eval_cer": 0.15635034332855802,
89
- "eval_loss": 304.9386901855469,
90
- "eval_runtime": 27.9275,
91
- "eval_samples_per_second": 31.868,
92
- "eval_steps_per_second": 4.01,
93
- "eval_wer": 0.46259469696969696,
94
  "step": 5400
95
  },
96
  {
97
  "epoch": 6.0,
98
- "grad_norm": 154.2694549560547,
99
- "learning_rate": 0.00019944444444444445,
100
- "loss": 431.8639,
101
  "step": 6480
102
  },
103
  {
104
  "epoch": 6.0,
105
- "eval_cer": 0.17932124685076323,
106
- "eval_loss": 298.5758056640625,
107
- "eval_runtime": 26.8301,
108
- "eval_samples_per_second": 33.172,
109
- "eval_steps_per_second": 4.174,
110
- "eval_wer": 0.5198863636363636,
111
  "step": 6480
112
  },
113
  {
114
  "epoch": 7.0,
115
- "grad_norm": 252.90023803710938,
116
- "learning_rate": 0.0002327777777777778,
117
- "loss": 444.0917,
118
  "step": 7560
119
  },
120
  {
121
  "epoch": 7.0,
122
- "eval_cer": 0.198809465000247,
123
- "eval_loss": 347.2078857421875,
124
- "eval_runtime": 26.7772,
125
- "eval_samples_per_second": 33.237,
126
- "eval_steps_per_second": 4.183,
127
- "eval_wer": 0.55697601010101,
128
  "step": 7560
129
  },
130
  {
131
  "epoch": 8.0,
132
- "grad_norm": 205.64749145507812,
133
- "learning_rate": 0.0002661111111111111,
134
- "loss": 451.4575,
135
  "step": 8640
136
  },
137
  {
138
  "epoch": 8.0,
139
- "eval_cer": 0.20920812132589042,
140
- "eval_loss": 375.0052795410156,
141
- "eval_runtime": 26.6502,
142
- "eval_samples_per_second": 33.396,
143
- "eval_steps_per_second": 4.203,
144
- "eval_wer": 0.5730744949494949,
145
  "step": 8640
146
  },
147
  {
148
  "epoch": 9.0,
149
- "grad_norm": 186.66598510742188,
150
- "learning_rate": 0.00029944444444444446,
151
- "loss": 445.6943,
152
  "step": 9720
153
  },
154
  {
155
  "epoch": 9.0,
156
- "eval_cer": 0.24057698957664378,
157
- "eval_loss": 360.6094665527344,
158
- "eval_runtime": 26.557,
159
- "eval_samples_per_second": 33.513,
160
- "eval_steps_per_second": 4.217,
161
- "eval_wer": 0.6164772727272727,
162
  "step": 9720
163
  },
164
  {
165
  "epoch": 10.0,
166
- "grad_norm": 148.4665985107422,
167
- "learning_rate": 0.0003327777777777778,
168
- "loss": 457.5267,
169
  "step": 10800
170
  },
171
  {
172
  "epoch": 10.0,
173
- "eval_cer": 0.252210640715309,
174
- "eval_loss": 413.63214111328125,
175
- "eval_runtime": 27.5043,
176
- "eval_samples_per_second": 32.359,
177
- "eval_steps_per_second": 4.072,
178
- "eval_wer": 0.6510416666666666,
179
  "step": 10800
180
  },
181
  {
182
  "epoch": 11.0,
183
- "grad_norm": 83.87371063232422,
184
- "learning_rate": 0.00036608024691358026,
185
- "loss": 468.0921,
186
  "step": 11880
187
  },
188
  {
189
  "epoch": 11.0,
190
- "eval_cer": 0.2446771723558761,
191
- "eval_loss": 405.5586853027344,
192
- "eval_runtime": 26.521,
193
- "eval_samples_per_second": 33.558,
194
- "eval_steps_per_second": 4.223,
195
- "eval_wer": 0.6422032828282829,
196
  "step": 11880
197
  },
198
  {
199
  "epoch": 12.0,
200
- "grad_norm": 115.64622497558594,
201
- "learning_rate": 0.0003994135802469136,
202
- "loss": 469.1014,
203
  "step": 12960
204
  },
205
  {
206
  "epoch": 12.0,
207
- "eval_cer": 0.24956775181544238,
208
- "eval_loss": 423.7670593261719,
209
- "eval_runtime": 27.3392,
210
- "eval_samples_per_second": 32.554,
211
- "eval_steps_per_second": 4.097,
212
- "eval_wer": 0.6369949494949495,
213
  "step": 12960
214
  },
215
  {
216
  "epoch": 13.0,
217
- "grad_norm": 154.60157775878906,
218
- "learning_rate": 0.0004327469135802469,
219
- "loss": 472.7028,
220
  "step": 14040
221
  },
222
  {
223
  "epoch": 13.0,
224
- "eval_cer": 0.25208714123400683,
225
- "eval_loss": 476.42498779296875,
226
- "eval_runtime": 26.8242,
227
- "eval_samples_per_second": 33.179,
228
- "eval_steps_per_second": 4.175,
229
- "eval_wer": 0.6583017676767676,
230
  "step": 14040
231
  },
232
  {
233
  "epoch": 14.0,
234
- "grad_norm": 35.594207763671875,
235
- "learning_rate": 0.00046608024691358025,
236
- "loss": 477.4817,
237
  "step": 15120
238
  },
239
  {
240
  "epoch": 14.0,
241
- "eval_cer": 0.2522847404040903,
242
- "eval_loss": 431.7320861816406,
243
- "eval_runtime": 25.8162,
244
- "eval_samples_per_second": 34.474,
245
- "eval_steps_per_second": 4.338,
246
- "eval_wer": 0.6496212121212122,
247
  "step": 15120
248
  },
249
  {
250
  "epoch": 15.0,
251
- "grad_norm": 5.936054706573486,
252
- "learning_rate": 0.0004994135802469135,
253
- "loss": 476.1046,
254
  "step": 16200
255
  },
256
  {
257
  "epoch": 15.0,
258
- "eval_cer": 0.2686113718322383,
259
- "eval_loss": 456.8628234863281,
260
- "eval_runtime": 27.4231,
261
- "eval_samples_per_second": 32.454,
262
- "eval_steps_per_second": 4.084,
263
- "eval_wer": 0.6734532828282829,
264
  "step": 16200
265
  },
266
  {
267
  "epoch": 16.0,
268
- "grad_norm": 66.7186279296875,
269
- "learning_rate": 0.0004890843621399176,
270
- "loss": 478.12,
271
  "step": 17280
272
  },
273
  {
274
  "epoch": 16.0,
275
- "eval_cer": 0.25418663241614387,
276
- "eval_loss": 477.70703125,
277
- "eval_runtime": 27.501,
278
- "eval_samples_per_second": 32.362,
279
- "eval_steps_per_second": 4.073,
280
- "eval_wer": 0.6666666666666666,
281
  "step": 17280
282
  },
283
  {
284
  "epoch": 17.0,
285
- "grad_norm": 5.836469650268555,
286
- "learning_rate": 0.0004779938271604938,
287
- "loss": 439.3815,
288
  "step": 18360
289
  },
290
  {
291
  "epoch": 17.0,
292
- "eval_cer": 0.25999110803734626,
293
- "eval_loss": 441.1052551269531,
294
- "eval_runtime": 26.8497,
295
- "eval_samples_per_second": 33.147,
296
- "eval_steps_per_second": 4.171,
297
- "eval_wer": 0.6576704545454546,
298
  "step": 18360
299
  },
300
  {
301
  "epoch": 18.0,
302
- "grad_norm": 4.255939483642578,
303
- "learning_rate": 0.0004668827160493827,
304
- "loss": 406.8238,
305
  "step": 19440
306
  },
307
  {
308
  "epoch": 18.0,
309
- "eval_cer": 0.24961715160796324,
310
- "eval_loss": 417.4708557128906,
311
- "eval_runtime": 26.667,
312
- "eval_samples_per_second": 33.375,
313
- "eval_steps_per_second": 4.2,
314
- "eval_wer": 0.6792929292929293,
315
  "step": 19440
316
  },
317
  {
318
  "epoch": 19.0,
319
- "grad_norm": 0.6231774687767029,
320
- "learning_rate": 0.0004557716049382716,
321
- "loss": 381.221,
322
  "step": 20520
323
  },
324
  {
325
  "epoch": 19.0,
326
- "eval_cer": 0.23459961468161833,
327
- "eval_loss": 385.214599609375,
328
- "eval_runtime": 27.8465,
329
- "eval_samples_per_second": 31.961,
330
- "eval_steps_per_second": 4.022,
331
- "eval_wer": 0.6339962121212122,
332
  "step": 20520
333
  },
334
  {
335
  "epoch": 20.0,
336
- "grad_norm": 7.669593811035156,
337
- "learning_rate": 0.0004446604938271605,
338
- "loss": 349.7026,
339
  "step": 21600
340
  },
341
  {
342
  "epoch": 20.0,
343
- "eval_cer": 0.24514647038482437,
344
- "eval_loss": 417.8040771484375,
345
- "eval_runtime": 26.5289,
346
- "eval_samples_per_second": 33.548,
347
- "eval_steps_per_second": 4.222,
348
- "eval_wer": 0.6319444444444444,
349
  "step": 21600
350
  },
351
  {
352
  "epoch": 21.0,
353
- "grad_norm": 45.017032623291016,
354
- "learning_rate": 0.000433559670781893,
355
- "loss": 336.5142,
356
  "step": 22680
357
  },
358
  {
359
  "epoch": 21.0,
360
- "eval_cer": 0.2432198784765104,
361
- "eval_loss": 446.5249328613281,
362
- "eval_runtime": 27.1849,
363
- "eval_samples_per_second": 32.739,
364
- "eval_steps_per_second": 4.12,
365
- "eval_wer": 0.6699810606060606,
366
  "step": 22680
367
  },
368
  {
369
  "epoch": 22.0,
370
- "grad_norm": 43.4493522644043,
371
- "learning_rate": 0.0004224485596707819,
372
- "loss": 316.0003,
373
  "step": 23760
374
  },
375
  {
376
  "epoch": 22.0,
377
- "eval_cer": 0.22963493553327077,
378
- "eval_loss": 414.8999938964844,
379
- "eval_runtime": 26.6715,
380
- "eval_samples_per_second": 33.369,
381
- "eval_steps_per_second": 4.199,
382
- "eval_wer": 0.657354797979798,
383
  "step": 23760
384
  },
385
  {
386
  "epoch": 23.0,
387
- "grad_norm": 74.57106018066406,
388
- "learning_rate": 0.0004113374485596708,
389
- "loss": 301.4025,
390
  "step": 24840
391
  },
392
  {
393
  "epoch": 23.0,
394
- "eval_cer": 0.22943733636318728,
395
- "eval_loss": 435.7232360839844,
396
- "eval_runtime": 27.1302,
397
- "eval_samples_per_second": 32.805,
398
- "eval_steps_per_second": 4.128,
399
- "eval_wer": 0.6242108585858586,
400
  "step": 24840
401
  },
402
  {
403
  "epoch": 24.0,
404
- "grad_norm": 99.78678894042969,
405
- "learning_rate": 0.0004002263374485597,
406
- "loss": 276.272,
407
  "step": 25920
408
  },
409
  {
410
  "epoch": 24.0,
411
- "eval_cer": 0.22733784518105024,
412
- "eval_loss": 447.37799072265625,
413
- "eval_runtime": 26.3157,
414
- "eval_samples_per_second": 33.82,
415
- "eval_steps_per_second": 4.256,
416
- "eval_wer": 0.6107954545454546,
417
  "step": 25920
418
  },
419
  {
420
  "epoch": 25.0,
421
- "grad_norm": 39.30922317504883,
422
- "learning_rate": 0.0003891255144032922,
423
- "loss": 267.6378,
424
  "step": 27000
425
  },
426
  {
427
  "epoch": 25.0,
428
- "eval_cer": 0.24299757941016648,
429
- "eval_loss": 412.04449462890625,
430
- "eval_runtime": 26.2307,
431
- "eval_samples_per_second": 33.93,
432
- "eval_steps_per_second": 4.27,
433
- "eval_wer": 0.6068497474747475,
434
  "step": 27000
435
  },
436
  {
437
  "epoch": 26.0,
438
- "grad_norm": 0.1310397982597351,
439
- "learning_rate": 0.00037801440329218104,
440
- "loss": 249.7945,
441
  "step": 28080
442
  },
443
  {
444
  "epoch": 26.0,
445
- "eval_cer": 0.23860099787580893,
446
- "eval_loss": 411.8222351074219,
447
- "eval_runtime": 26.2906,
448
- "eval_samples_per_second": 33.852,
449
- "eval_steps_per_second": 4.26,
450
- "eval_wer": 0.6144255050505051,
451
  "step": 28080
452
  },
453
  {
454
  "epoch": 27.0,
455
- "grad_norm": 26.45827293395996,
456
- "learning_rate": 0.0003669135802469136,
457
- "loss": 238.2421,
458
  "step": 29160
459
  },
460
  {
461
  "epoch": 27.0,
462
- "eval_cer": 0.2365015066936719,
463
- "eval_loss": 403.0203552246094,
464
- "eval_runtime": 26.1924,
465
- "eval_samples_per_second": 33.979,
466
- "eval_steps_per_second": 4.276,
467
- "eval_wer": 0.6283143939393939,
468
  "step": 29160
469
  },
470
  {
471
  "epoch": 28.0,
472
- "grad_norm": 3.8607170581817627,
473
- "learning_rate": 0.0003558024691358025,
474
- "loss": 226.9799,
475
  "step": 30240
476
  },
477
  {
478
  "epoch": 28.0,
479
- "eval_cer": 0.2248925554512671,
480
- "eval_loss": 399.3008728027344,
481
- "eval_runtime": 28.3266,
482
- "eval_samples_per_second": 31.419,
483
- "eval_steps_per_second": 3.954,
484
- "eval_wer": 0.6117424242424242,
485
  "step": 30240
486
  },
487
  {
488
  "epoch": 29.0,
489
- "grad_norm": 0.44324901700019836,
490
- "learning_rate": 0.0003446913580246914,
491
- "loss": 209.7066,
492
  "step": 31320
493
  },
494
  {
495
  "epoch": 29.0,
496
- "eval_cer": 0.22968433532579163,
497
- "eval_loss": 418.8338623046875,
498
- "eval_runtime": 26.3962,
499
- "eval_samples_per_second": 33.717,
500
- "eval_steps_per_second": 4.243,
501
- "eval_wer": 0.5924873737373737,
502
  "step": 31320
503
  },
504
  {
505
  "epoch": 30.0,
506
- "grad_norm": 52.79179000854492,
507
- "learning_rate": 0.00033359053497942386,
508
- "loss": 200.3202,
509
  "step": 32400
510
  },
511
  {
512
  "epoch": 30.0,
513
- "eval_cer": 0.2221261670700983,
514
- "eval_loss": 411.5075988769531,
515
- "eval_runtime": 26.3529,
516
- "eval_samples_per_second": 33.772,
517
- "eval_steps_per_second": 4.25,
518
- "eval_wer": 0.6036931818181818,
519
  "step": 32400
520
  },
521
  {
522
  "epoch": 31.0,
523
- "grad_norm": 19.727815628051758,
524
- "learning_rate": 0.0003224897119341564,
525
- "loss": 193.5312,
526
  "step": 33480
527
  },
528
  {
529
  "epoch": 31.0,
530
- "eval_cer": 0.21987847651039866,
531
- "eval_loss": 421.6947937011719,
532
- "eval_runtime": 26.3853,
533
- "eval_samples_per_second": 33.731,
534
- "eval_steps_per_second": 4.245,
535
- "eval_wer": 0.5924873737373737,
536
  "step": 33480
537
  },
538
  {
539
  "epoch": 32.0,
540
- "grad_norm": 11.547778129577637,
541
- "learning_rate": 0.00031137860082304525,
542
- "loss": 186.5759,
543
  "step": 34560
544
  },
545
  {
546
  "epoch": 32.0,
547
- "eval_cer": 0.22017487526552387,
548
- "eval_loss": 403.4676818847656,
549
- "eval_runtime": 26.3332,
550
- "eval_samples_per_second": 33.798,
551
- "eval_steps_per_second": 4.253,
552
- "eval_wer": 0.5838068181818182,
553
  "step": 34560
554
  },
555
  {
556
  "epoch": 33.0,
557
- "grad_norm": 26.520191192626953,
558
- "learning_rate": 0.0003002674897119342,
559
- "loss": 176.4434,
560
  "step": 35640
561
  },
562
  {
563
  "epoch": 33.0,
564
- "eval_cer": 0.22563355233908017,
565
- "eval_loss": 449.66937255859375,
566
- "eval_runtime": 28.5656,
567
- "eval_samples_per_second": 31.156,
568
- "eval_steps_per_second": 3.921,
569
- "eval_wer": 0.5984848484848485,
570
  "step": 35640
571
  },
572
  {
573
  "epoch": 34.0,
574
- "grad_norm": 44.24443435668945,
575
- "learning_rate": 0.00028915637860082305,
576
- "loss": 164.8203,
577
  "step": 36720
578
  },
579
  {
580
  "epoch": 34.0,
581
- "eval_cer": 0.2237810601195475,
582
- "eval_loss": 373.5114440917969,
583
- "eval_runtime": 26.1741,
584
- "eval_samples_per_second": 34.003,
585
- "eval_steps_per_second": 4.279,
586
- "eval_wer": 0.5935921717171717,
587
  "step": 36720
588
  },
589
  {
590
  "epoch": 35.0,
591
- "grad_norm": 263.10101318359375,
592
- "learning_rate": 0.00027804526748971195,
593
- "loss": 153.8149,
594
  "step": 37800
595
  },
596
  {
597
  "epoch": 35.0,
598
- "eval_cer": 0.21960677765153386,
599
- "eval_loss": 387.5101013183594,
600
- "eval_runtime": 25.9639,
601
- "eval_samples_per_second": 34.278,
602
- "eval_steps_per_second": 4.314,
603
- "eval_wer": 0.5713383838383839,
604
  "step": 37800
605
  },
606
  {
607
  "epoch": 36.0,
608
- "grad_norm": 24.568132400512695,
609
- "learning_rate": 0.00026694444444444443,
610
- "loss": 148.2955,
611
  "step": 38880
612
  },
613
  {
614
  "epoch": 36.0,
615
- "eval_cer": 0.22192856790001483,
616
- "eval_loss": 422.5177307128906,
617
- "eval_runtime": 25.9731,
618
- "eval_samples_per_second": 34.266,
619
- "eval_steps_per_second": 4.312,
620
- "eval_wer": 0.58364898989899,
621
  "step": 38880
622
  },
623
  {
624
  "epoch": 37.0,
625
- "grad_norm": 10.271224975585938,
626
- "learning_rate": 0.00025583333333333334,
627
- "loss": 139.206,
628
  "step": 39960
629
  },
630
  {
631
  "epoch": 37.0,
632
- "eval_cer": 0.22331176209059922,
633
- "eval_loss": 424.9959411621094,
634
- "eval_runtime": 25.8486,
635
- "eval_samples_per_second": 34.431,
636
- "eval_steps_per_second": 4.333,
637
- "eval_wer": 0.58364898989899,
638
  "step": 39960
639
  },
640
  {
641
  "epoch": 38.0,
642
- "grad_norm": 0.18810251355171204,
643
- "learning_rate": 0.00024472222222222224,
644
- "loss": 137.3851,
645
  "step": 41040
646
  },
647
  {
648
  "epoch": 38.0,
649
- "eval_cer": 0.21884108086746035,
650
- "eval_loss": 428.62481689453125,
651
- "eval_runtime": 29.4353,
652
- "eval_samples_per_second": 30.236,
653
- "eval_steps_per_second": 3.805,
654
- "eval_wer": 0.5863320707070707,
655
  "step": 41040
656
  },
657
  {
658
  "epoch": 39.0,
659
- "grad_norm": 126.07501220703125,
660
- "learning_rate": 0.00023362139917695475,
661
- "loss": 128.706,
662
  "step": 42120
663
  },
664
  {
665
  "epoch": 39.0,
666
- "eval_cer": 0.21730968729931335,
667
- "eval_loss": 420.81134033203125,
668
- "eval_runtime": 27.0888,
669
- "eval_samples_per_second": 32.855,
670
- "eval_steps_per_second": 4.135,
671
- "eval_wer": 0.5759154040404041,
672
  "step": 42120
673
  },
674
  {
675
  "epoch": 40.0,
676
- "grad_norm": 3.7092888355255127,
677
- "learning_rate": 0.00022251028806584362,
678
- "loss": 122.1991,
679
  "step": 43200
680
  },
681
  {
682
  "epoch": 40.0,
683
- "eval_cer": 0.2217803685224522,
684
- "eval_loss": 449.3416748046875,
685
- "eval_runtime": 28.1156,
686
- "eval_samples_per_second": 31.655,
687
- "eval_steps_per_second": 3.984,
688
- "eval_wer": 0.579229797979798,
689
  "step": 43200
690
  },
691
  {
692
  "epoch": 41.0,
693
- "grad_norm": 53.470237731933594,
694
- "learning_rate": 0.00021140946502057616,
695
- "loss": 114.7006,
696
  "step": 44280
697
  },
698
  {
699
  "epoch": 41.0,
700
- "eval_cer": 0.22318826260929703,
701
- "eval_loss": 472.12640380859375,
702
- "eval_runtime": 27.1058,
703
- "eval_samples_per_second": 32.834,
704
- "eval_steps_per_second": 4.132,
705
- "eval_wer": 0.5743371212121212,
706
  "step": 44280
707
  },
708
  {
709
  "epoch": 42.0,
710
- "grad_norm": 6.227956295013428,
711
- "learning_rate": 0.00020030864197530864,
712
- "loss": 112.9208,
713
  "step": 45360
714
  },
715
  {
716
  "epoch": 42.0,
717
- "eval_cer": 0.21343180358642494,
718
- "eval_loss": 484.6367492675781,
719
- "eval_runtime": 27.3265,
720
- "eval_samples_per_second": 32.569,
721
- "eval_steps_per_second": 4.099,
722
- "eval_wer": 0.5869633838383839,
723
  "step": 45360
724
  },
725
  {
726
  "epoch": 43.0,
727
- "grad_norm": 45.22465896606445,
728
- "learning_rate": 0.00018919753086419752,
729
- "loss": 104.3684,
730
  "step": 46440
731
  },
732
  {
733
  "epoch": 43.0,
734
- "eval_cer": 0.20782492713530604,
735
- "eval_loss": 475.1777648925781,
736
- "eval_runtime": 30.3439,
737
- "eval_samples_per_second": 29.33,
738
- "eval_steps_per_second": 3.691,
739
- "eval_wer": 0.5617108585858586,
740
  "step": 46440
741
  },
742
  {
743
  "epoch": 44.0,
744
- "grad_norm": 4.431763648986816,
745
- "learning_rate": 0.00017808641975308642,
746
- "loss": 101.3417,
747
  "step": 47520
748
  },
749
  {
750
  "epoch": 44.0,
751
- "eval_cer": 0.2081460257866917,
752
- "eval_loss": 438.15020751953125,
753
- "eval_runtime": 34.0126,
754
- "eval_samples_per_second": 26.167,
755
- "eval_steps_per_second": 3.293,
756
- "eval_wer": 0.5639204545454546,
757
  "step": 47520
758
  },
759
  {
760
  "epoch": 45.0,
761
- "grad_norm": 27.047523498535156,
762
- "learning_rate": 0.0001669753086419753,
763
- "loss": 93.9768,
764
  "step": 48600
765
  },
766
  {
767
  "epoch": 45.0,
768
- "eval_cer": 0.20668873190732598,
769
- "eval_loss": 450.406494140625,
770
- "eval_runtime": 26.339,
771
- "eval_samples_per_second": 33.79,
772
- "eval_steps_per_second": 4.252,
773
- "eval_wer": 0.5582386363636364,
774
  "step": 48600
775
  },
776
  {
777
  "epoch": 46.0,
778
- "grad_norm": 2.549964666366577,
779
- "learning_rate": 0.00015587448559670783,
780
- "loss": 95.7108,
781
  "step": 49680
782
  },
783
  {
784
  "epoch": 46.0,
785
- "eval_cer": 0.2114064120930692,
786
- "eval_loss": 471.1705627441406,
787
- "eval_runtime": 26.695,
788
- "eval_samples_per_second": 33.34,
789
- "eval_steps_per_second": 4.196,
790
- "eval_wer": 0.5645517676767676,
791
  "step": 49680
792
  },
793
  {
794
  "epoch": 47.0,
795
- "grad_norm": 37.24876022338867,
796
- "learning_rate": 0.0001447633744855967,
797
- "loss": 85.0469,
798
  "step": 50760
799
  },
800
  {
801
  "epoch": 47.0,
802
- "eval_cer": 0.20777552734278515,
803
- "eval_loss": 466.9778747558594,
804
- "eval_runtime": 27.1859,
805
- "eval_samples_per_second": 32.738,
806
- "eval_steps_per_second": 4.12,
807
- "eval_wer": 0.561395202020202,
808
  "step": 50760
809
  },
810
  {
811
  "epoch": 48.0,
812
- "grad_norm": 0.1757580041885376,
813
- "learning_rate": 0.0001336625514403292,
814
- "loss": 86.9859,
815
  "step": 51840
816
  },
817
  {
818
  "epoch": 48.0,
819
- "eval_cer": 0.20693573086993033,
820
- "eval_loss": 457.32208251953125,
821
- "eval_runtime": 26.898,
822
- "eval_samples_per_second": 33.088,
823
- "eval_steps_per_second": 4.164,
824
- "eval_wer": 0.5639204545454546,
825
  "step": 51840
826
  },
827
  {
828
  "epoch": 49.0,
829
- "grad_norm": 33.84082794189453,
830
- "learning_rate": 0.00012255144032921811,
831
- "loss": 82.6203,
832
  "step": 52920
833
  },
834
  {
835
  "epoch": 49.0,
836
- "eval_cer": 0.2059971348120338,
837
- "eval_loss": 467.1033630371094,
838
- "eval_runtime": 26.7011,
839
- "eval_samples_per_second": 33.332,
840
- "eval_steps_per_second": 4.195,
841
- "eval_wer": 0.5558712121212122,
842
  "step": 52920
843
  },
844
  {
845
  "epoch": 50.0,
846
- "grad_norm": 0.03401001915335655,
847
- "learning_rate": 0.000111440329218107,
848
- "loss": 76.6465,
849
  "step": 54000
850
  },
851
  {
852
  "epoch": 50.0,
853
- "eval_cer": 0.2074544286913995,
854
- "eval_loss": 488.0355224609375,
855
- "eval_runtime": 25.9988,
856
- "eval_samples_per_second": 34.232,
857
- "eval_steps_per_second": 4.308,
858
- "eval_wer": 0.5606060606060606,
859
  "step": 54000
860
  },
861
  {
862
  "epoch": 51.0,
863
- "grad_norm": 0.004368220455944538,
864
- "learning_rate": 0.00010032921810699588,
865
- "loss": 72.2897,
866
  "step": 55080
867
  },
868
  {
869
  "epoch": 51.0,
870
- "eval_cer": 0.20172405275897842,
871
- "eval_loss": 506.8006286621094,
872
- "eval_runtime": 26.3849,
873
- "eval_samples_per_second": 33.731,
874
- "eval_steps_per_second": 4.245,
875
- "eval_wer": 0.5528724747474747,
876
  "step": 55080
877
  },
878
  {
879
  "epoch": 52.0,
880
- "grad_norm": 0.492847204208374,
881
- "learning_rate": 8.921810699588477e-05,
882
- "loss": 66.3217,
883
  "step": 56160
884
  },
885
  {
886
  "epoch": 52.0,
887
- "eval_cer": 0.20658993232228426,
888
- "eval_loss": 513.1781616210938,
889
- "eval_runtime": 26.4834,
890
- "eval_samples_per_second": 33.606,
891
- "eval_steps_per_second": 4.229,
892
- "eval_wer": 0.5503472222222222,
893
  "step": 56160
894
  },
895
  {
896
  "epoch": 53.0,
897
- "grad_norm": 216.27200317382812,
898
  "learning_rate": 7.811728395061729e-05,
899
- "loss": 63.3613,
900
  "step": 57240
901
  },
902
  {
903
  "epoch": 53.0,
904
- "eval_cer": 0.20547843699056464,
905
- "eval_loss": 509.8887023925781,
906
- "eval_runtime": 26.8112,
907
- "eval_samples_per_second": 33.195,
908
- "eval_steps_per_second": 4.177,
909
- "eval_wer": 0.5571338383838383,
910
  "step": 57240
911
  },
912
  {
913
  "epoch": 54.0,
914
- "grad_norm": 82.88473510742188,
915
  "learning_rate": 6.700617283950618e-05,
916
- "loss": 63.2432,
917
  "step": 58320
918
  },
919
  {
920
  "epoch": 54.0,
921
- "eval_cer": 0.20933162080719261,
922
- "eval_loss": 532.0458374023438,
923
- "eval_runtime": 27.9984,
924
- "eval_samples_per_second": 31.788,
925
- "eval_steps_per_second": 4.0,
926
- "eval_wer": 0.5602904040404041,
927
  "step": 58320
928
  },
929
  {
930
  "epoch": 55.0,
931
- "grad_norm": 167.6044464111328,
932
  "learning_rate": 5.5895061728395066e-05,
933
- "loss": 58.8891,
934
  "step": 59400
935
  },
936
  {
937
  "epoch": 55.0,
938
- "eval_cer": 0.20617003408585685,
939
- "eval_loss": 529.6932983398438,
940
- "eval_runtime": 26.5553,
941
- "eval_samples_per_second": 33.515,
942
- "eval_steps_per_second": 4.218,
943
- "eval_wer": 0.5525568181818182,
944
  "step": 59400
945
  },
946
  {
947
  "epoch": 56.0,
948
- "grad_norm": 0.0747949555516243,
949
- "learning_rate": 4.4794238683127575e-05,
950
- "loss": 64.8119,
951
  "step": 60480
952
  },
953
  {
954
  "epoch": 56.0,
955
- "eval_cer": 0.2025391493355728,
956
- "eval_loss": 530.6396484375,
957
- "eval_runtime": 26.4411,
958
- "eval_samples_per_second": 33.66,
959
- "eval_steps_per_second": 4.236,
960
- "eval_wer": 0.5465593434343434,
961
  "step": 60480
962
  },
963
  {
964
  "epoch": 57.0,
965
- "grad_norm": 111.74144744873047,
966
- "learning_rate": 3.3683127572016464e-05,
967
- "loss": 53.2317,
968
  "step": 61560
969
  },
970
  {
971
  "epoch": 57.0,
972
- "eval_cer": 0.19937756261423703,
973
- "eval_loss": 548.7178955078125,
974
- "eval_runtime": 26.8929,
975
- "eval_samples_per_second": 33.094,
976
- "eval_steps_per_second": 4.165,
977
- "eval_wer": 0.5415088383838383,
978
  "step": 61560
979
  },
980
  {
981
  "epoch": 58.0,
982
- "grad_norm": 0.0003476064885035157,
983
  "learning_rate": 2.257201646090535e-05,
984
- "loss": 52.8465,
985
  "step": 62640
986
  },
987
  {
988
  "epoch": 58.0,
989
- "eval_cer": 0.20071135701230056,
990
- "eval_loss": 547.544677734375,
991
- "eval_runtime": 26.8853,
992
- "eval_samples_per_second": 33.104,
993
- "eval_steps_per_second": 4.166,
994
- "eval_wer": 0.5399305555555556,
995
  "step": 62640
996
  },
997
  {
998
  "epoch": 59.0,
999
- "grad_norm": 331.07489013671875,
1000
- "learning_rate": 1.147119341563786e-05,
1001
- "loss": 50.4224,
1002
  "step": 63720
1003
  },
1004
  {
1005
  "epoch": 59.0,
1006
- "eval_cer": 0.20066195721977967,
1007
- "eval_loss": 545.9059448242188,
1008
- "eval_runtime": 26.3111,
1009
- "eval_samples_per_second": 33.826,
1010
- "eval_steps_per_second": 4.257,
1011
- "eval_wer": 0.5426136363636364,
1012
  "step": 63720
1013
  },
1014
  {
1015
  "epoch": 60.0,
1016
- "grad_norm": 0.002585458569228649,
1017
- "learning_rate": 3.60082304526749e-07,
1018
- "loss": 50.2867,
1019
  "step": 64800
1020
  },
1021
  {
1022
  "epoch": 60.0,
1023
- "eval_cer": 0.19982216074692485,
1024
- "eval_loss": 551.5419921875,
1025
- "eval_runtime": 26.3733,
1026
- "eval_samples_per_second": 33.746,
1027
- "eval_steps_per_second": 4.247,
1028
- "eval_wer": 0.5422979797979798,
1029
  "step": 64800
1030
  },
1031
  {
1032
  "epoch": 60.0,
1033
  "step": 64800,
1034
  "total_flos": 1.8440987587856836e+20,
1035
- "train_loss": 306.16538580246913,
1036
- "train_runtime": 47401.1605,
1037
- "train_samples_per_second": 21.856,
1038
- "train_steps_per_second": 1.367
1039
  }
1040
  ],
1041
  "logging_steps": 500,
 
1
  {
2
+ "best_metric": 0.3803661616161616,
3
+ "best_model_checkpoint": "/scratch/elec/puhe/p/palp3/sami_ASR/large_model_output/large-sami-cont-pt-22k/outputs/checkpoint-3240",
4
  "epoch": 60.0,
5
  "eval_steps": 500,
6
  "global_step": 64800,
 
10
  "log_history": [
11
  {
12
  "epoch": 1.0,
13
+ "grad_norm": 119.4698486328125,
14
+ "learning_rate": 3.290123456790124e-05,
15
+ "loss": 5958.8606,
16
  "step": 1080
17
  },
18
  {
19
  "epoch": 1.0,
20
+ "eval_cer": 1.0,
21
+ "eval_loss": 1153.3079833984375,
22
+ "eval_runtime": 25.943,
23
+ "eval_samples_per_second": 34.306,
24
+ "eval_steps_per_second": 4.317,
25
+ "eval_wer": 1.0,
26
  "step": 1080
27
  },
28
  {
29
  "epoch": 2.0,
30
+ "grad_norm": 67.0517578125,
31
+ "learning_rate": 6.623456790123457e-05,
32
+ "loss": 2592.9389,
33
  "step": 2160
34
  },
35
  {
36
  "epoch": 2.0,
37
+ "eval_cer": 0.15714074000889197,
38
+ "eval_loss": 283.1771545410156,
39
+ "eval_runtime": 26.1688,
40
+ "eval_samples_per_second": 34.01,
41
+ "eval_steps_per_second": 4.28,
42
+ "eval_wer": 0.49510732323232326,
43
  "step": 2160
44
  },
45
  {
46
  "epoch": 3.0,
47
+ "grad_norm": 232.4710693359375,
48
+ "learning_rate": 9.956790123456791e-05,
49
+ "loss": 537.566,
50
  "step": 3240
51
  },
52
  {
53
  "epoch": 3.0,
54
+ "eval_cer": 0.1192510991453836,
55
+ "eval_loss": 201.5854949951172,
56
+ "eval_runtime": 26.0419,
57
+ "eval_samples_per_second": 34.176,
58
+ "eval_steps_per_second": 4.301,
59
+ "eval_wer": 0.3803661616161616,
60
  "step": 3240
61
  },
62
  {
63
  "epoch": 4.0,
64
+ "grad_norm": 27.231971740722656,
65
+ "learning_rate": 0.00013290123456790123,
66
+ "loss": 384.8012,
67
  "step": 4320
68
  },
69
  {
70
  "epoch": 4.0,
71
+ "eval_cer": 0.11917699945660228,
72
+ "eval_loss": 204.7545623779297,
73
+ "eval_runtime": 26.024,
74
+ "eval_samples_per_second": 34.199,
75
+ "eval_steps_per_second": 4.304,
76
+ "eval_wer": 0.38273358585858586,
77
  "step": 4320
78
  },
79
  {
80
  "epoch": 5.0,
81
+ "grad_norm": 16.580591201782227,
82
+ "learning_rate": 0.00016623456790123455,
83
+ "loss": 329.1704,
84
  "step": 5400
85
  },
86
  {
87
  "epoch": 5.0,
88
+ "eval_cer": 0.13298424146618584,
89
+ "eval_loss": 222.9210662841797,
90
+ "eval_runtime": 29.4239,
91
+ "eval_samples_per_second": 30.248,
92
+ "eval_steps_per_second": 3.806,
93
+ "eval_wer": 0.40041035353535354,
94
  "step": 5400
95
  },
96
  {
97
  "epoch": 6.0,
98
+ "grad_norm": 49.58544158935547,
99
+ "learning_rate": 0.00019956790123456793,
100
+ "loss": 297.2885,
101
  "step": 6480
102
  },
103
  {
104
  "epoch": 6.0,
105
+ "eval_cer": 0.13730672331176208,
106
+ "eval_loss": 234.79901123046875,
107
+ "eval_runtime": 28.052,
108
+ "eval_samples_per_second": 31.727,
109
+ "eval_steps_per_second": 3.993,
110
+ "eval_wer": 0.4163510101010101,
111
  "step": 6480
112
  },
113
  {
114
  "epoch": 7.0,
115
+ "grad_norm": 301.71343994140625,
116
+ "learning_rate": 0.00023290123456790125,
117
+ "loss": 289.8471,
118
  "step": 7560
119
  },
120
  {
121
  "epoch": 7.0,
122
+ "eval_cer": 0.1443708936422467,
123
+ "eval_loss": 269.34783935546875,
124
+ "eval_runtime": 28.1338,
125
+ "eval_samples_per_second": 31.634,
126
+ "eval_steps_per_second": 3.981,
127
+ "eval_wer": 0.4202967171717172,
128
  "step": 7560
129
  },
130
  {
131
  "epoch": 8.0,
132
+ "grad_norm": 198.65408325195312,
133
+ "learning_rate": 0.00026623456790123457,
134
+ "loss": 279.9123,
135
  "step": 8640
136
  },
137
  {
138
  "epoch": 8.0,
139
+ "eval_cer": 0.1378007212369708,
140
+ "eval_loss": 275.84033203125,
141
+ "eval_runtime": 28.0629,
142
+ "eval_samples_per_second": 31.714,
143
+ "eval_steps_per_second": 3.991,
144
+ "eval_wer": 0.4045138888888889,
145
  "step": 8640
146
  },
147
  {
148
  "epoch": 9.0,
149
+ "grad_norm": 12.690323829650879,
150
+ "learning_rate": 0.0002995679012345679,
151
+ "loss": 266.2481,
152
  "step": 9720
153
  },
154
  {
155
  "epoch": 9.0,
156
+ "eval_cer": 0.15694314083880848,
157
+ "eval_loss": 283.7547607421875,
158
+ "eval_runtime": 27.7523,
159
+ "eval_samples_per_second": 32.069,
160
+ "eval_steps_per_second": 4.036,
161
+ "eval_wer": 0.4548611111111111,
162
  "step": 9720
163
  },
164
  {
165
  "epoch": 10.0,
166
+ "grad_norm": 159.38430786132812,
167
+ "learning_rate": 0.0003329012345679012,
168
+ "loss": 262.1636,
169
  "step": 10800
170
  },
171
  {
172
  "epoch": 10.0,
173
+ "eval_cer": 0.14177740453490095,
174
+ "eval_loss": 295.8691101074219,
175
+ "eval_runtime": 26.2783,
176
+ "eval_samples_per_second": 33.868,
177
+ "eval_steps_per_second": 4.262,
178
+ "eval_wer": 0.41761363636363635,
179
  "step": 10800
180
  },
181
  {
182
  "epoch": 11.0,
183
+ "grad_norm": 83.4280014038086,
184
+ "learning_rate": 0.0003662037037037037,
185
+ "loss": 261.9983,
186
  "step": 11880
187
  },
188
  {
189
  "epoch": 11.0,
190
+ "eval_cer": 0.16474830805710616,
191
+ "eval_loss": 317.6566162109375,
192
+ "eval_runtime": 27.4165,
193
+ "eval_samples_per_second": 32.462,
194
+ "eval_steps_per_second": 4.085,
195
+ "eval_wer": 0.4649621212121212,
196
  "step": 11880
197
  },
198
  {
199
  "epoch": 12.0,
200
+ "grad_norm": 140.5787811279297,
201
+ "learning_rate": 0.00039953703703703706,
202
+ "loss": 250.5207,
203
  "step": 12960
204
  },
205
  {
206
  "epoch": 12.0,
207
+ "eval_cer": 0.1583510349256533,
208
+ "eval_loss": 293.32470703125,
209
+ "eval_runtime": 26.0661,
210
+ "eval_samples_per_second": 34.144,
211
+ "eval_steps_per_second": 4.297,
212
+ "eval_wer": 0.4670138888888889,
213
  "step": 12960
214
  },
215
  {
216
  "epoch": 13.0,
217
+ "grad_norm": 11.17358684539795,
218
+ "learning_rate": 0.00043287037037037035,
219
+ "loss": 253.3931,
220
  "step": 14040
221
  },
222
  {
223
  "epoch": 13.0,
224
+ "eval_cer": 0.1578570370004446,
225
+ "eval_loss": 386.1613464355469,
226
+ "eval_runtime": 25.6588,
227
+ "eval_samples_per_second": 34.686,
228
+ "eval_steps_per_second": 4.365,
229
+ "eval_wer": 0.4613320707070707,
230
  "step": 14040
231
  },
232
  {
233
  "epoch": 14.0,
234
+ "grad_norm": 35.230567932128906,
235
+ "learning_rate": 0.00046620370370370376,
236
+ "loss": 256.4585,
237
  "step": 15120
238
  },
239
  {
240
  "epoch": 14.0,
241
+ "eval_cer": 0.16645260089907624,
242
+ "eval_loss": 304.7311706542969,
243
+ "eval_runtime": 26.1782,
244
+ "eval_samples_per_second": 33.998,
245
+ "eval_steps_per_second": 4.278,
246
+ "eval_wer": 0.4690656565656566,
247
  "step": 15120
248
  },
249
  {
250
  "epoch": 15.0,
251
+ "grad_norm": 50.54726791381836,
252
+ "learning_rate": 0.0004995061728395062,
253
+ "loss": 243.4571,
254
  "step": 16200
255
  },
256
  {
257
  "epoch": 15.0,
258
+ "eval_cer": 0.17455416687249914,
259
+ "eval_loss": 320.8733825683594,
260
+ "eval_runtime": 27.8676,
261
+ "eval_samples_per_second": 31.937,
262
+ "eval_steps_per_second": 4.019,
263
+ "eval_wer": 0.4971590909090909,
264
  "step": 16200
265
  },
266
  {
267
  "epoch": 16.0,
268
+ "grad_norm": 42.936180114746094,
269
+ "learning_rate": 0.0004890534979423869,
270
+ "loss": 238.0247,
271
  "step": 17280
272
  },
273
  {
274
  "epoch": 16.0,
275
+ "eval_cer": 0.1745294669762387,
276
+ "eval_loss": 322.06427001953125,
277
+ "eval_runtime": 27.4467,
278
+ "eval_samples_per_second": 32.427,
279
+ "eval_steps_per_second": 4.081,
280
+ "eval_wer": 0.5134154040404041,
281
  "step": 17280
282
  },
283
  {
284
  "epoch": 17.0,
285
+ "grad_norm": 1.6827819347381592,
286
+ "learning_rate": 0.0004779423868312757,
287
+ "loss": 222.2451,
288
  "step": 18360
289
  },
290
  {
291
  "epoch": 17.0,
292
+ "eval_cer": 0.17255347527540385,
293
+ "eval_loss": 329.7898254394531,
294
+ "eval_runtime": 25.8325,
295
+ "eval_samples_per_second": 34.453,
296
+ "eval_steps_per_second": 4.336,
297
+ "eval_wer": 0.48390151515151514,
298
  "step": 18360
299
  },
300
  {
301
  "epoch": 18.0,
302
+ "grad_norm": 0.07622645050287247,
303
+ "learning_rate": 0.0004668312757201646,
304
+ "loss": 207.317,
305
  "step": 19440
306
  },
307
  {
308
  "epoch": 18.0,
309
+ "eval_cer": 0.17309687299313342,
310
+ "eval_loss": 318.4466247558594,
311
+ "eval_runtime": 25.9662,
312
+ "eval_samples_per_second": 34.275,
313
+ "eval_steps_per_second": 4.313,
314
+ "eval_wer": 0.4790088383838384,
315
  "step": 19440
316
  },
317
  {
318
  "epoch": 19.0,
319
+ "grad_norm": 0.3686951994895935,
320
+ "learning_rate": 0.00045575102880658435,
321
+ "loss": 197.8997,
322
  "step": 20520
323
  },
324
  {
325
  "epoch": 19.0,
326
+ "eval_cer": 0.17159017932124684,
327
+ "eval_loss": 351.1441650390625,
328
+ "eval_runtime": 25.816,
329
+ "eval_samples_per_second": 34.475,
330
+ "eval_steps_per_second": 4.338,
331
+ "eval_wer": 0.4840593434343434,
332
  "step": 20520
333
  },
334
  {
335
  "epoch": 20.0,
336
+ "grad_norm": 30.71696662902832,
337
+ "learning_rate": 0.00044463991769547325,
338
+ "loss": 179.4079,
339
  "step": 21600
340
  },
341
  {
342
  "epoch": 20.0,
343
+ "eval_cer": 0.1729486736155708,
344
+ "eval_loss": 331.9079284667969,
345
+ "eval_runtime": 26.2966,
346
+ "eval_samples_per_second": 33.845,
347
+ "eval_steps_per_second": 4.259,
348
+ "eval_wer": 0.48374368686868685,
349
  "step": 21600
350
  },
351
  {
352
  "epoch": 21.0,
353
+ "grad_norm": 38.379737854003906,
354
+ "learning_rate": 0.00043352880658436215,
355
+ "loss": 172.7036,
356
  "step": 22680
357
  },
358
  {
359
  "epoch": 21.0,
360
+ "eval_cer": 0.17331917205947736,
361
+ "eval_loss": 329.3490905761719,
362
+ "eval_runtime": 26.7664,
363
+ "eval_samples_per_second": 33.251,
364
+ "eval_steps_per_second": 4.184,
365
+ "eval_wer": 0.4965277777777778,
366
  "step": 22680
367
  },
368
  {
369
  "epoch": 22.0,
370
+ "grad_norm": 28.166221618652344,
371
+ "learning_rate": 0.00042241769547325106,
372
+ "loss": 164.6914,
373
  "step": 23760
374
  },
375
  {
376
  "epoch": 22.0,
377
+ "eval_cer": 0.17089858222595464,
378
+ "eval_loss": 323.5361328125,
379
+ "eval_runtime": 26.5854,
380
+ "eval_samples_per_second": 33.477,
381
+ "eval_steps_per_second": 4.213,
382
+ "eval_wer": 0.4741161616161616,
383
  "step": 23760
384
  },
385
  {
386
  "epoch": 23.0,
387
+ "grad_norm": 31.44266700744629,
388
+ "learning_rate": 0.0004113065843621399,
389
+ "loss": 162.8205,
390
  "step": 24840
391
  },
392
  {
393
  "epoch": 23.0,
394
+ "eval_cer": 0.16445190930198092,
395
+ "eval_loss": 330.853515625,
396
+ "eval_runtime": 26.1035,
397
+ "eval_samples_per_second": 34.095,
398
+ "eval_steps_per_second": 4.291,
399
+ "eval_wer": 0.4654356060606061,
400
  "step": 24840
401
  },
402
  {
403
  "epoch": 24.0,
404
+ "grad_norm": 124.80506896972656,
405
+ "learning_rate": 0.00040019547325102886,
406
+ "loss": 146.7201,
407
  "step": 25920
408
  },
409
  {
410
  "epoch": 24.0,
411
+ "eval_cer": 0.1692683890727659,
412
+ "eval_loss": 311.2599792480469,
413
+ "eval_runtime": 26.2596,
414
+ "eval_samples_per_second": 33.892,
415
+ "eval_steps_per_second": 4.265,
416
+ "eval_wer": 0.4704861111111111,
417
  "step": 25920
418
  },
419
  {
420
  "epoch": 25.0,
421
+ "grad_norm": 165.0308837890625,
422
+ "learning_rate": 0.0003891049382716049,
423
+ "loss": 139.5994,
424
  "step": 27000
425
  },
426
  {
427
  "epoch": 25.0,
428
+ "eval_cer": 0.17075038284839203,
429
+ "eval_loss": 303.4479064941406,
430
+ "eval_runtime": 26.4699,
431
+ "eval_samples_per_second": 33.623,
432
+ "eval_steps_per_second": 4.231,
433
+ "eval_wer": 0.46985479797979796,
434
  "step": 27000
435
  },
436
  {
437
  "epoch": 26.0,
438
+ "grad_norm": 137.65919494628906,
439
+ "learning_rate": 0.0003779938271604939,
440
+ "loss": 132.5791,
441
  "step": 28080
442
  },
443
  {
444
  "epoch": 26.0,
445
+ "eval_cer": 0.17596206095934397,
446
+ "eval_loss": 315.4703674316406,
447
+ "eval_runtime": 26.306,
448
+ "eval_samples_per_second": 33.833,
449
+ "eval_steps_per_second": 4.258,
450
+ "eval_wer": 0.47143308080808083,
451
  "step": 28080
452
  },
453
  {
454
  "epoch": 27.0,
455
+ "grad_norm": 9.270563125610352,
456
+ "learning_rate": 0.0003668827160493827,
457
+ "loss": 129.8284,
458
  "step": 29160
459
  },
460
  {
461
  "epoch": 27.0,
462
+ "eval_cer": 0.18480462382057997,
463
+ "eval_loss": 348.47021484375,
464
+ "eval_runtime": 26.077,
465
+ "eval_samples_per_second": 34.13,
466
+ "eval_steps_per_second": 4.295,
467
+ "eval_wer": 0.49873737373737376,
468
  "step": 29160
469
  },
470
  {
471
  "epoch": 28.0,
472
+ "grad_norm": 3.142731189727783,
473
+ "learning_rate": 0.0003557716049382716,
474
+ "loss": 121.1056,
475
  "step": 30240
476
  },
477
  {
478
  "epoch": 28.0,
479
+ "eval_cer": 0.16390851158425135,
480
+ "eval_loss": 356.3645935058594,
481
+ "eval_runtime": 26.2097,
482
+ "eval_samples_per_second": 33.957,
483
+ "eval_steps_per_second": 4.273,
484
+ "eval_wer": 0.47632575757575757,
485
  "step": 30240
486
  },
487
  {
488
  "epoch": 29.0,
489
+ "grad_norm": 1.4301165342330933,
490
+ "learning_rate": 0.00034466049382716053,
491
+ "loss": 111.3771,
492
  "step": 31320
493
  },
494
  {
495
  "epoch": 29.0,
496
+ "eval_cer": 0.16904609000642198,
497
+ "eval_loss": 367.5716552734375,
498
+ "eval_runtime": 26.5107,
499
+ "eval_samples_per_second": 33.571,
500
+ "eval_steps_per_second": 4.225,
501
+ "eval_wer": 0.4652777777777778,
502
  "step": 31320
503
  },
504
  {
505
  "epoch": 30.0,
506
+ "grad_norm": 45.340206146240234,
507
+ "learning_rate": 0.000333559670781893,
508
+ "loss": 108.3256,
509
  "step": 32400
510
  },
511
  {
512
  "epoch": 30.0,
513
+ "eval_cer": 0.16506940670849182,
514
+ "eval_loss": 318.64056396484375,
515
+ "eval_runtime": 27.5742,
516
+ "eval_samples_per_second": 32.277,
517
+ "eval_steps_per_second": 4.062,
518
+ "eval_wer": 0.46085858585858586,
519
  "step": 32400
520
  },
521
  {
522
  "epoch": 31.0,
523
+ "grad_norm": 33.360191345214844,
524
+ "learning_rate": 0.0003224485596707819,
525
+ "loss": 105.0885,
526
  "step": 33480
527
  },
528
  {
529
  "epoch": 31.0,
530
+ "eval_cer": 0.16798399446722323,
531
+ "eval_loss": 389.4572448730469,
532
+ "eval_runtime": 27.5484,
533
+ "eval_samples_per_second": 32.307,
534
+ "eval_steps_per_second": 4.066,
535
+ "eval_wer": 0.4619633838383838,
536
  "step": 33480
537
  },
538
  {
539
  "epoch": 32.0,
540
+ "grad_norm": 25.099489212036133,
541
+ "learning_rate": 0.00031135802469135803,
542
+ "loss": 103.1692,
543
  "step": 34560
544
  },
545
  {
546
  "epoch": 32.0,
547
+ "eval_cer": 0.1633898137627822,
548
+ "eval_loss": 337.2361755371094,
549
+ "eval_runtime": 26.0544,
550
+ "eval_samples_per_second": 34.159,
551
+ "eval_steps_per_second": 4.299,
552
+ "eval_wer": 0.47001262626262624,
553
  "step": 34560
554
  },
555
  {
556
  "epoch": 33.0,
557
+ "grad_norm": 74.40531158447266,
558
+ "learning_rate": 0.00030024691358024693,
559
+ "loss": 95.9316,
560
  "step": 35640
561
  },
562
  {
563
  "epoch": 33.0,
564
+ "eval_cer": 0.1638591117917305,
565
+ "eval_loss": 366.3456115722656,
566
+ "eval_runtime": 26.1478,
567
+ "eval_samples_per_second": 34.037,
568
+ "eval_steps_per_second": 4.283,
569
+ "eval_wer": 0.46291035353535354,
570
  "step": 35640
571
  },
572
  {
573
  "epoch": 34.0,
574
+ "grad_norm": 0.38387709856033325,
575
+ "learning_rate": 0.0002891358024691358,
576
+ "loss": 91.8423,
577
  "step": 36720
578
  },
579
  {
580
  "epoch": 34.0,
581
+ "eval_cer": 0.16605740255890925,
582
+ "eval_loss": 363.75274658203125,
583
+ "eval_runtime": 26.4449,
584
+ "eval_samples_per_second": 33.655,
585
+ "eval_steps_per_second": 4.235,
586
+ "eval_wer": 0.46480429292929293,
587
  "step": 36720
588
  },
589
  {
590
  "epoch": 35.0,
591
+ "grad_norm": 237.123046875,
592
+ "learning_rate": 0.00027802469135802474,
593
+ "loss": 86.3658,
594
  "step": 37800
595
  },
596
  {
597
  "epoch": 35.0,
598
+ "eval_cer": 0.1668477992392432,
599
+ "eval_loss": 356.63299560546875,
600
+ "eval_runtime": 26.8886,
601
+ "eval_samples_per_second": 33.1,
602
+ "eval_steps_per_second": 4.165,
603
+ "eval_wer": 0.4594381313131313,
604
  "step": 37800
605
  },
606
  {
607
  "epoch": 36.0,
608
+ "grad_norm": 25.518943786621094,
609
+ "learning_rate": 0.0002669135802469136,
610
+ "loss": 82.4053,
611
  "step": 38880
612
  },
613
  {
614
  "epoch": 36.0,
615
+ "eval_cer": 0.16729239737193105,
616
+ "eval_loss": 356.5137939453125,
617
+ "eval_runtime": 31.8004,
618
+ "eval_samples_per_second": 27.987,
619
+ "eval_steps_per_second": 3.522,
620
+ "eval_wer": 0.45233585858585856,
621
  "step": 38880
622
  },
623
  {
624
  "epoch": 37.0,
625
+ "grad_norm": 0.05784684047102928,
626
+ "learning_rate": 0.0002558127572016461,
627
+ "loss": 80.7273,
628
  "step": 39960
629
  },
630
  {
631
  "epoch": 37.0,
632
+ "eval_cer": 0.15795583658548634,
633
+ "eval_loss": 363.0180358886719,
634
+ "eval_runtime": 26.4947,
635
+ "eval_samples_per_second": 33.592,
636
+ "eval_steps_per_second": 4.227,
637
+ "eval_wer": 0.448074494949495,
638
  "step": 39960
639
  },
640
  {
641
  "epoch": 38.0,
642
+ "grad_norm": 0.5493535399436951,
643
+ "learning_rate": 0.000244701646090535,
644
+ "loss": 77.05,
645
  "step": 41040
646
  },
647
  {
648
  "epoch": 38.0,
649
+ "eval_cer": 0.15891913253964332,
650
+ "eval_loss": 378.66741943359375,
651
+ "eval_runtime": 26.0466,
652
+ "eval_samples_per_second": 34.17,
653
+ "eval_steps_per_second": 4.3,
654
+ "eval_wer": 0.4513888888888889,
655
  "step": 41040
656
  },
657
  {
658
  "epoch": 39.0,
659
+ "grad_norm": 349.0174255371094,
660
+ "learning_rate": 0.0002336008230452675,
661
+ "loss": 73.1437,
662
  "step": 42120
663
  },
664
  {
665
  "epoch": 39.0,
666
+ "eval_cer": 0.1606234253816134,
667
+ "eval_loss": 391.6517639160156,
668
+ "eval_runtime": 26.0262,
669
+ "eval_samples_per_second": 34.196,
670
+ "eval_steps_per_second": 4.303,
671
+ "eval_wer": 0.4521780303030303,
672
  "step": 42120
673
  },
674
  {
675
  "epoch": 40.0,
676
+ "grad_norm": 30.239347457885742,
677
+ "learning_rate": 0.00022248971193415638,
678
+ "loss": 70.8281,
679
  "step": 43200
680
  },
681
  {
682
  "epoch": 40.0,
683
+ "eval_cer": 0.166156202143951,
684
+ "eval_loss": 375.7931213378906,
685
+ "eval_runtime": 27.0432,
686
+ "eval_samples_per_second": 32.91,
687
+ "eval_steps_per_second": 4.142,
688
+ "eval_wer": 0.4569128787878788,
689
  "step": 43200
690
  },
691
  {
692
  "epoch": 41.0,
693
+ "grad_norm": 22.0565185546875,
694
+ "learning_rate": 0.00021137860082304528,
695
+ "loss": 66.8237,
696
  "step": 44280
697
  },
698
  {
699
  "epoch": 41.0,
700
+ "eval_cer": 0.15859803388825766,
701
+ "eval_loss": 365.82177734375,
702
+ "eval_runtime": 26.6045,
703
+ "eval_samples_per_second": 33.453,
704
+ "eval_steps_per_second": 4.21,
705
+ "eval_wer": 0.4428661616161616,
706
  "step": 44280
707
  },
708
  {
709
  "epoch": 42.0,
710
+ "grad_norm": 38.3385124206543,
711
+ "learning_rate": 0.00020028806584362143,
712
+ "loss": 64.3243,
713
  "step": 45360
714
  },
715
  {
716
  "epoch": 42.0,
717
+ "eval_cer": 0.16264881687496913,
718
+ "eval_loss": 400.6961364746094,
719
+ "eval_runtime": 27.0273,
720
+ "eval_samples_per_second": 32.93,
721
+ "eval_steps_per_second": 4.144,
722
+ "eval_wer": 0.4725378787878788,
723
  "step": 45360
724
  },
725
  {
726
  "epoch": 43.0,
727
+ "grad_norm": 0.24667246639728546,
728
+ "learning_rate": 0.00018917695473251027,
729
+ "loss": 59.5604,
730
  "step": 46440
731
  },
732
  {
733
  "epoch": 43.0,
734
+ "eval_cer": 0.1658104035963049,
735
+ "eval_loss": 417.8609619140625,
736
+ "eval_runtime": 26.536,
737
+ "eval_samples_per_second": 33.539,
738
+ "eval_steps_per_second": 4.221,
739
+ "eval_wer": 0.45391414141414144,
740
  "step": 46440
741
  },
742
  {
743
  "epoch": 44.0,
744
+ "grad_norm": 0.03135277330875397,
745
+ "learning_rate": 0.00017806584362139918,
746
+ "loss": 57.4405,
747
  "step": 47520
748
  },
749
  {
750
  "epoch": 44.0,
751
+ "eval_cer": 0.16067282517413428,
752
+ "eval_loss": 377.4517822265625,
753
+ "eval_runtime": 26.3646,
754
+ "eval_samples_per_second": 33.757,
755
+ "eval_steps_per_second": 4.248,
756
+ "eval_wer": 0.4474431818181818,
757
  "step": 47520
758
  },
759
  {
760
  "epoch": 45.0,
761
+ "grad_norm": 3.01446533203125,
762
+ "learning_rate": 0.00016695473251028805,
763
+ "loss": 54.1485,
764
  "step": 48600
765
  },
766
  {
767
  "epoch": 45.0,
768
+ "eval_cer": 0.16040112631526948,
769
+ "eval_loss": 375.0706787109375,
770
+ "eval_runtime": 26.0727,
771
+ "eval_samples_per_second": 34.135,
772
+ "eval_steps_per_second": 4.296,
773
+ "eval_wer": 0.4464962121212121,
774
  "step": 48600
775
  },
776
  {
777
  "epoch": 46.0,
778
+ "grad_norm": 0.4665185213088989,
779
+ "learning_rate": 0.00015585390946502056,
780
+ "loss": 54.5365,
781
  "step": 49680
782
  },
783
  {
784
  "epoch": 46.0,
785
+ "eval_cer": 0.15983302870127947,
786
+ "eval_loss": 376.6304016113281,
787
+ "eval_runtime": 27.0787,
788
+ "eval_samples_per_second": 32.867,
789
+ "eval_steps_per_second": 4.136,
790
+ "eval_wer": 0.4378156565656566,
791
  "step": 49680
792
  },
793
  {
794
  "epoch": 47.0,
795
+ "grad_norm": 139.39511108398438,
796
+ "learning_rate": 0.00014474279835390946,
797
+ "loss": 49.1435,
798
  "step": 50760
799
  },
800
  {
801
  "epoch": 47.0,
802
+ "eval_cer": 0.15711604011263153,
803
+ "eval_loss": 412.8172302246094,
804
+ "eval_runtime": 26.891,
805
+ "eval_samples_per_second": 33.097,
806
+ "eval_steps_per_second": 4.165,
807
+ "eval_wer": 0.4378156565656566,
808
  "step": 50760
809
  },
810
  {
811
  "epoch": 48.0,
812
+ "grad_norm": 0.0027996094431728125,
813
+ "learning_rate": 0.00013364197530864197,
814
+ "loss": 49.8476,
815
  "step": 51840
816
  },
817
  {
818
  "epoch": 48.0,
819
+ "eval_cer": 0.15741243886775674,
820
+ "eval_loss": 402.0115051269531,
821
+ "eval_runtime": 26.386,
822
+ "eval_samples_per_second": 33.73,
823
+ "eval_steps_per_second": 4.245,
824
+ "eval_wer": 0.44365530303030304,
825
  "step": 51840
826
  },
827
  {
828
  "epoch": 49.0,
829
+ "grad_norm": 85.25370788574219,
830
+ "learning_rate": 0.00012253086419753087,
831
+ "loss": 48.5295,
832
  "step": 52920
833
  },
834
  {
835
  "epoch": 49.0,
836
+ "eval_cer": 0.15422615225016054,
837
+ "eval_loss": 400.1714172363281,
838
+ "eval_runtime": 27.8535,
839
+ "eval_samples_per_second": 31.953,
840
+ "eval_steps_per_second": 4.021,
841
+ "eval_wer": 0.43166035353535354,
842
  "step": 52920
843
  },
844
  {
845
  "epoch": 50.0,
846
+ "grad_norm": 0.001213193405419588,
847
+ "learning_rate": 0.00011141975308641976,
848
+ "loss": 45.4287,
849
  "step": 54000
850
  },
851
  {
852
  "epoch": 50.0,
853
+ "eval_cer": 0.1509410660475226,
854
+ "eval_loss": 395.4508361816406,
855
+ "eval_runtime": 26.6376,
856
+ "eval_samples_per_second": 33.411,
857
+ "eval_steps_per_second": 4.205,
858
+ "eval_wer": 0.4307133838383838,
859
  "step": 54000
860
  },
861
  {
862
  "epoch": 51.0,
863
+ "grad_norm": 0.1676294207572937,
864
+ "learning_rate": 0.00010030864197530865,
865
+ "loss": 39.8247,
866
  "step": 55080
867
  },
868
  {
869
  "epoch": 51.0,
870
+ "eval_cer": 0.1501753692634491,
871
+ "eval_loss": 419.62457275390625,
872
+ "eval_runtime": 26.461,
873
+ "eval_samples_per_second": 33.634,
874
+ "eval_steps_per_second": 4.233,
875
+ "eval_wer": 0.4255050505050505,
876
  "step": 55080
877
  },
878
  {
879
  "epoch": 52.0,
880
+ "grad_norm": 0.34273698925971985,
881
+ "learning_rate": 8.920781893004115e-05,
882
+ "loss": 38.7,
883
  "step": 56160
884
  },
885
  {
886
  "epoch": 52.0,
887
+ "eval_cer": 0.1519043620016796,
888
+ "eval_loss": 429.1017150878906,
889
+ "eval_runtime": 26.7845,
890
+ "eval_samples_per_second": 33.228,
891
+ "eval_steps_per_second": 4.182,
892
+ "eval_wer": 0.429135101010101,
893
  "step": 56160
894
  },
895
  {
896
  "epoch": 53.0,
897
+ "grad_norm": 138.7336883544922,
898
  "learning_rate": 7.811728395061729e-05,
899
+ "loss": 37.6587,
900
  "step": 57240
901
  },
902
  {
903
  "epoch": 53.0,
904
+ "eval_cer": 0.15027416884849085,
905
+ "eval_loss": 404.33428955078125,
906
+ "eval_runtime": 26.9634,
907
+ "eval_samples_per_second": 33.008,
908
+ "eval_steps_per_second": 4.154,
909
+ "eval_wer": 0.429135101010101,
910
  "step": 57240
911
  },
912
  {
913
  "epoch": 54.0,
914
+ "grad_norm": 19.26589584350586,
915
  "learning_rate": 6.700617283950618e-05,
916
+ "loss": 37.8115,
917
  "step": 58320
918
  },
919
  {
920
  "epoch": 54.0,
921
+ "eval_cer": 0.1501012695746678,
922
+ "eval_loss": 420.6966857910156,
923
+ "eval_runtime": 27.5833,
924
+ "eval_samples_per_second": 32.266,
925
+ "eval_steps_per_second": 4.06,
926
+ "eval_wer": 0.42613636363636365,
927
  "step": 58320
928
  },
929
  {
930
  "epoch": 55.0,
931
+ "grad_norm": 0.544121265411377,
932
  "learning_rate": 5.5895061728395066e-05,
933
+ "loss": 33.9205,
934
  "step": 59400
935
  },
936
  {
937
  "epoch": 55.0,
938
+ "eval_cer": 0.1468655831645507,
939
+ "eval_loss": 433.5399475097656,
940
+ "eval_runtime": 26.3217,
941
+ "eval_samples_per_second": 33.812,
942
+ "eval_steps_per_second": 4.255,
943
+ "eval_wer": 0.4161931818181818,
944
  "step": 59400
945
  },
946
  {
947
  "epoch": 56.0,
948
+ "grad_norm": 2.6075133064296097e-05,
949
+ "learning_rate": 4.478395061728395e-05,
950
+ "loss": 35.9225,
951
  "step": 60480
952
  },
953
  {
954
  "epoch": 56.0,
955
+ "eval_cer": 0.14973077113076125,
956
+ "eval_loss": 435.69970703125,
957
+ "eval_runtime": 26.2399,
958
+ "eval_samples_per_second": 33.918,
959
+ "eval_steps_per_second": 4.268,
960
+ "eval_wer": 0.4253472222222222,
961
  "step": 60480
962
  },
963
  {
964
  "epoch": 57.0,
965
+ "grad_norm": 0.002031653420999646,
966
+ "learning_rate": 3.367283950617284e-05,
967
+ "loss": 30.8749,
968
  "step": 61560
969
  },
970
  {
971
  "epoch": 57.0,
972
+ "eval_cer": 0.14703848243837375,
973
+ "eval_loss": 450.0592346191406,
974
+ "eval_runtime": 26.104,
975
+ "eval_samples_per_second": 34.094,
976
+ "eval_steps_per_second": 4.291,
977
+ "eval_wer": 0.41761363636363635,
978
  "step": 61560
979
  },
980
  {
981
  "epoch": 58.0,
982
+ "grad_norm": 0.0005908387829549611,
983
  "learning_rate": 2.257201646090535e-05,
984
+ "loss": 31.0171,
985
  "step": 62640
986
  },
987
  {
988
  "epoch": 58.0,
989
+ "eval_cer": 0.1477547794299264,
990
+ "eval_loss": 441.6795654296875,
991
+ "eval_runtime": 26.4317,
992
+ "eval_samples_per_second": 33.672,
993
+ "eval_steps_per_second": 4.237,
994
+ "eval_wer": 0.4171401515151515,
995
  "step": 62640
996
  },
997
  {
998
  "epoch": 59.0,
999
+ "grad_norm": 0.14264369010925293,
1000
+ "learning_rate": 1.1460905349794239e-05,
1001
+ "loss": 30.2995,
1002
  "step": 63720
1003
  },
1004
  {
1005
  "epoch": 59.0,
1006
+ "eval_cer": 0.14787827891122857,
1007
+ "eval_loss": 445.0783386230469,
1008
+ "eval_runtime": 31.3254,
1009
+ "eval_samples_per_second": 28.411,
1010
+ "eval_steps_per_second": 3.575,
1011
+ "eval_wer": 0.4236111111111111,
1012
  "step": 63720
1013
  },
1014
  {
1015
  "epoch": 60.0,
1016
+ "grad_norm": 0.141180619597435,
1017
+ "learning_rate": 3.497942386831276e-07,
1018
+ "loss": 29.8519,
1019
  "step": 64800
1020
  },
1021
  {
1022
  "epoch": 60.0,
1023
+ "eval_cer": 0.146371585239342,
1024
+ "eval_loss": 447.4113464355469,
1025
+ "eval_runtime": 27.8181,
1026
+ "eval_samples_per_second": 31.994,
1027
+ "eval_steps_per_second": 4.026,
1028
+ "eval_wer": 0.41887626262626265,
1029
  "step": 64800
1030
  },
1031
  {
1032
  "epoch": 60.0,
1033
  "step": 64800,
1034
  "total_flos": 1.8440987587856836e+20,
1035
+ "train_loss": 277.69142749927664,
1036
+ "train_runtime": 46658.0373,
1037
+ "train_samples_per_second": 22.205,
1038
+ "train_steps_per_second": 1.389
1039
  }
1040
  ],
1041
  "logging_steps": 500,