File size: 12,434 Bytes
a953690
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
428
429
430
431
432
433
434
435
436
437
438
439
440
441
442
443
444
445
446
447
448
449
450
451
452
453
454
455
456
457
458
459
460
461
462
463
464
465
466
467
468
{
  "best_metric": 0.30534103512763977,
  "best_model_checkpoint": "/scratch/skscla001/speech/results/mms-1b-bemgen-male-model-test/checkpoint-2300",
  "epoch": 2.688728024819028,
  "eval_steps": 100,
  "global_step": 2600,
  "is_hyper_param_search": false,
  "is_local_process_zero": true,
  "is_world_process_zero": true,
  "log_history": [
    {
      "epoch": 0.10341261633919338,
      "grad_norm": 3.1888983249664307,
      "learning_rate": 0.00028799999999999995,
      "loss": 6.9809,
      "step": 100
    },
    {
      "epoch": 0.10341261633919338,
      "eval_loss": 1.3138622045516968,
      "eval_runtime": 31.0692,
      "eval_samples_per_second": 15.803,
      "eval_steps_per_second": 3.959,
      "eval_wer": 0.9957016978293574,
      "step": 100
    },
    {
      "epoch": 0.20682523267838676,
      "grad_norm": 2.4408092498779297,
      "learning_rate": 0.0002990038049117952,
      "loss": 0.745,
      "step": 200
    },
    {
      "epoch": 0.20682523267838676,
      "eval_loss": 0.4297034740447998,
      "eval_runtime": 31.0581,
      "eval_samples_per_second": 15.809,
      "eval_steps_per_second": 3.96,
      "eval_wer": 0.5882226520524393,
      "step": 200
    },
    {
      "epoch": 0.31023784901758017,
      "grad_norm": 1.8350099325180054,
      "learning_rate": 0.0002979661016949152,
      "loss": 0.5423,
      "step": 300
    },
    {
      "epoch": 0.31023784901758017,
      "eval_loss": 0.3886265754699707,
      "eval_runtime": 30.9037,
      "eval_samples_per_second": 15.888,
      "eval_steps_per_second": 3.98,
      "eval_wer": 0.5643670750053729,
      "step": 300
    },
    {
      "epoch": 0.4136504653567735,
      "grad_norm": 4.089741230010986,
      "learning_rate": 0.00029692839847803525,
      "loss": 0.539,
      "step": 400
    },
    {
      "epoch": 0.4136504653567735,
      "eval_loss": 0.36830800771713257,
      "eval_runtime": 30.9142,
      "eval_samples_per_second": 15.883,
      "eval_steps_per_second": 3.979,
      "eval_wer": 0.5448098001289491,
      "step": 400
    },
    {
      "epoch": 0.5170630816959669,
      "grad_norm": 2.093287706375122,
      "learning_rate": 0.0002958906952611553,
      "loss": 0.5277,
      "step": 500
    },
    {
      "epoch": 0.5170630816959669,
      "eval_loss": 0.3528771698474884,
      "eval_runtime": 31.284,
      "eval_samples_per_second": 15.695,
      "eval_steps_per_second": 3.932,
      "eval_wer": 0.508274231678487,
      "step": 500
    },
    {
      "epoch": 0.6204756980351603,
      "grad_norm": 1.6442524194717407,
      "learning_rate": 0.0002948529920442753,
      "loss": 0.4708,
      "step": 600
    },
    {
      "epoch": 0.6204756980351603,
      "eval_loss": 0.3492579162120819,
      "eval_runtime": 31.108,
      "eval_samples_per_second": 15.784,
      "eval_steps_per_second": 3.954,
      "eval_wer": 0.4996776273372018,
      "step": 600
    },
    {
      "epoch": 0.7238883143743536,
      "grad_norm": 2.5362725257873535,
      "learning_rate": 0.00029381528882739533,
      "loss": 0.4889,
      "step": 700
    },
    {
      "epoch": 0.7238883143743536,
      "eval_loss": 0.3467372953891754,
      "eval_runtime": 31.1038,
      "eval_samples_per_second": 15.786,
      "eval_steps_per_second": 3.954,
      "eval_wer": 0.5095637223296797,
      "step": 700
    },
    {
      "epoch": 0.827300930713547,
      "grad_norm": 4.026537895202637,
      "learning_rate": 0.00029277758561051535,
      "loss": 0.4793,
      "step": 800
    },
    {
      "epoch": 0.827300930713547,
      "eval_loss": 0.34066715836524963,
      "eval_runtime": 30.9432,
      "eval_samples_per_second": 15.868,
      "eval_steps_per_second": 3.975,
      "eval_wer": 0.48183967332903505,
      "step": 800
    },
    {
      "epoch": 0.9307135470527405,
      "grad_norm": 4.126669406890869,
      "learning_rate": 0.0002917398823936354,
      "loss": 0.469,
      "step": 900
    },
    {
      "epoch": 0.9307135470527405,
      "eval_loss": 0.3455369174480438,
      "eval_runtime": 31.0926,
      "eval_samples_per_second": 15.792,
      "eval_steps_per_second": 3.956,
      "eval_wer": 0.49580915538362347,
      "step": 900
    },
    {
      "epoch": 1.0341261633919339,
      "grad_norm": 1.1861900091171265,
      "learning_rate": 0.0002907021791767554,
      "loss": 0.4407,
      "step": 1000
    },
    {
      "epoch": 1.0341261633919339,
      "eval_loss": 0.3328763544559479,
      "eval_runtime": 31.2336,
      "eval_samples_per_second": 15.72,
      "eval_steps_per_second": 3.938,
      "eval_wer": 0.473457984096282,
      "step": 1000
    },
    {
      "epoch": 1.1375387797311272,
      "grad_norm": 1.2025549411773682,
      "learning_rate": 0.00028967485299204426,
      "loss": 0.4524,
      "step": 1100
    },
    {
      "epoch": 1.1375387797311272,
      "eval_loss": 0.32889580726623535,
      "eval_runtime": 31.3882,
      "eval_samples_per_second": 15.643,
      "eval_steps_per_second": 3.919,
      "eval_wer": 0.4878572963679347,
      "step": 1100
    },
    {
      "epoch": 1.2409513960703205,
      "grad_norm": 1.4938141107559204,
      "learning_rate": 0.0002886371497751643,
      "loss": 0.4416,
      "step": 1200
    },
    {
      "epoch": 1.2409513960703205,
      "eval_loss": 0.327963262796402,
      "eval_runtime": 30.9988,
      "eval_samples_per_second": 15.839,
      "eval_steps_per_second": 3.968,
      "eval_wer": 0.4910810229959166,
      "step": 1200
    },
    {
      "epoch": 1.344364012409514,
      "grad_norm": 1.22685706615448,
      "learning_rate": 0.0002875994465582843,
      "loss": 0.4599,
      "step": 1300
    },
    {
      "epoch": 1.344364012409514,
      "eval_loss": 0.3284839391708374,
      "eval_runtime": 31.2403,
      "eval_samples_per_second": 15.717,
      "eval_steps_per_second": 3.937,
      "eval_wer": 0.4764667956157318,
      "step": 1300
    },
    {
      "epoch": 1.4477766287487073,
      "grad_norm": 1.3746376037597656,
      "learning_rate": 0.00028656174334140434,
      "loss": 0.4739,
      "step": 1400
    },
    {
      "epoch": 1.4477766287487073,
      "eval_loss": 0.3221452236175537,
      "eval_runtime": 31.2054,
      "eval_samples_per_second": 15.734,
      "eval_steps_per_second": 3.942,
      "eval_wer": 0.4693745970341715,
      "step": 1400
    },
    {
      "epoch": 1.5511892450879006,
      "grad_norm": 1.6073061227798462,
      "learning_rate": 0.00028552404012452436,
      "loss": 0.4466,
      "step": 1500
    },
    {
      "epoch": 1.5511892450879006,
      "eval_loss": 0.3196486234664917,
      "eval_runtime": 31.0094,
      "eval_samples_per_second": 15.834,
      "eval_steps_per_second": 3.967,
      "eval_wer": 0.4588437567160971,
      "step": 1500
    },
    {
      "epoch": 1.654601861427094,
      "grad_norm": 1.1827540397644043,
      "learning_rate": 0.0002844967139398132,
      "loss": 0.4483,
      "step": 1600
    },
    {
      "epoch": 1.654601861427094,
      "eval_loss": 0.3144252896308899,
      "eval_runtime": 31.0445,
      "eval_samples_per_second": 15.816,
      "eval_steps_per_second": 3.962,
      "eval_wer": 0.4526112185686654,
      "step": 1600
    },
    {
      "epoch": 1.7580144777662876,
      "grad_norm": 1.335554599761963,
      "learning_rate": 0.0002834590107229332,
      "loss": 0.4543,
      "step": 1700
    },
    {
      "epoch": 1.7580144777662876,
      "eval_loss": 0.31697967648506165,
      "eval_runtime": 31.4988,
      "eval_samples_per_second": 15.588,
      "eval_steps_per_second": 3.905,
      "eval_wer": 0.4528261336771975,
      "step": 1700
    },
    {
      "epoch": 1.861427094105481,
      "grad_norm": 2.555410385131836,
      "learning_rate": 0.00028242130750605327,
      "loss": 0.4537,
      "step": 1800
    },
    {
      "epoch": 1.861427094105481,
      "eval_loss": 0.3140595555305481,
      "eval_runtime": 31.3179,
      "eval_samples_per_second": 15.678,
      "eval_steps_per_second": 3.927,
      "eval_wer": 0.4521813883516011,
      "step": 1800
    },
    {
      "epoch": 1.9648397104446742,
      "grad_norm": 1.150947093963623,
      "learning_rate": 0.0002813836042891733,
      "loss": 0.4293,
      "step": 1900
    },
    {
      "epoch": 1.9648397104446742,
      "eval_loss": 0.31063735485076904,
      "eval_runtime": 31.1712,
      "eval_samples_per_second": 15.752,
      "eval_steps_per_second": 3.946,
      "eval_wer": 0.44530410487857297,
      "step": 1900
    },
    {
      "epoch": 2.0682523267838677,
      "grad_norm": 0.674537181854248,
      "learning_rate": 0.00028034590107229326,
      "loss": 0.4457,
      "step": 2000
    },
    {
      "epoch": 2.0682523267838677,
      "eval_loss": 0.3134273290634155,
      "eval_runtime": 31.1408,
      "eval_samples_per_second": 15.767,
      "eval_steps_per_second": 3.95,
      "eval_wer": 0.4650762948635289,
      "step": 2000
    },
    {
      "epoch": 2.1716649431230612,
      "grad_norm": 0.9923437237739563,
      "learning_rate": 0.00027930819785541334,
      "loss": 0.4214,
      "step": 2100
    },
    {
      "epoch": 2.1716649431230612,
      "eval_loss": 0.3119480609893799,
      "eval_runtime": 31.4395,
      "eval_samples_per_second": 15.617,
      "eval_steps_per_second": 3.912,
      "eval_wer": 0.4543305394369224,
      "step": 2100
    },
    {
      "epoch": 2.2750775594622543,
      "grad_norm": 0.9173412919044495,
      "learning_rate": 0.00027827049463853337,
      "loss": 0.4103,
      "step": 2200
    },
    {
      "epoch": 2.2750775594622543,
      "eval_loss": 0.3089054822921753,
      "eval_runtime": 31.248,
      "eval_samples_per_second": 15.713,
      "eval_steps_per_second": 3.936,
      "eval_wer": 0.43907156673114117,
      "step": 2200
    },
    {
      "epoch": 2.378490175801448,
      "grad_norm": 3.1410484313964844,
      "learning_rate": 0.0002772327914216534,
      "loss": 0.407,
      "step": 2300
    },
    {
      "epoch": 2.378490175801448,
      "eval_loss": 0.30534103512763977,
      "eval_runtime": 31.5782,
      "eval_samples_per_second": 15.549,
      "eval_steps_per_second": 3.895,
      "eval_wer": 0.43305394369224154,
      "step": 2300
    },
    {
      "epoch": 2.481902792140641,
      "grad_norm": 1.2900283336639404,
      "learning_rate": 0.0002761950882047734,
      "loss": 0.4314,
      "step": 2400
    },
    {
      "epoch": 2.481902792140641,
      "eval_loss": 0.30588600039482117,
      "eval_runtime": 31.1067,
      "eval_samples_per_second": 15.784,
      "eval_steps_per_second": 3.954,
      "eval_wer": 0.433698689017838,
      "step": 2400
    },
    {
      "epoch": 2.5853154084798344,
      "grad_norm": 1.6208014488220215,
      "learning_rate": 0.00027515738498789345,
      "loss": 0.4144,
      "step": 2500
    },
    {
      "epoch": 2.5853154084798344,
      "eval_loss": 0.30535265803337097,
      "eval_runtime": 31.4136,
      "eval_samples_per_second": 15.63,
      "eval_steps_per_second": 3.915,
      "eval_wer": 0.4382119062970127,
      "step": 2500
    },
    {
      "epoch": 2.688728024819028,
      "grad_norm": 1.7971055507659912,
      "learning_rate": 0.0002741196817710135,
      "loss": 0.4099,
      "step": 2600
    },
    {
      "epoch": 2.688728024819028,
      "eval_loss": 0.3059903085231781,
      "eval_runtime": 31.3346,
      "eval_samples_per_second": 15.67,
      "eval_steps_per_second": 3.925,
      "eval_wer": 0.4446593595529766,
      "step": 2600
    },
    {
      "epoch": 2.688728024819028,
      "step": 2600,
      "total_flos": 6.22653785519667e+18,
      "train_loss": 0.718606931246244,
      "train_runtime": 2586.1395,
      "train_samples_per_second": 44.847,
      "train_steps_per_second": 11.217
    }
  ],
  "logging_steps": 100,
  "max_steps": 29010,
  "num_input_tokens_seen": 0,
  "num_train_epochs": 30,
  "save_steps": 400,
  "stateful_callbacks": {
    "EarlyStoppingCallback": {
      "args": {
        "early_stopping_patience": 3,
        "early_stopping_threshold": 0.0
      },
      "attributes": {
        "early_stopping_patience_counter": 1
      }
    },
    "TrainerControl": {
      "args": {
        "should_epoch_stop": false,
        "should_evaluate": false,
        "should_log": false,
        "should_save": true,
        "should_training_stop": false
      },
      "attributes": {}
    }
  },
  "total_flos": 6.22653785519667e+18,
  "train_batch_size": 4,
  "trial_name": null,
  "trial_params": null
}