File size: 11,163 Bytes
036f4b1
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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
{
  "best_metric": 0.1726989597082138,
  "best_model_checkpoint": "/scratch/skscla001/speech/results/mms-1b-nyagen-combined-model/checkpoint-2000",
  "epoch": 3.1377899045020463,
  "eval_steps": 100,
  "global_step": 2300,
  "is_hyper_param_search": false,
  "is_local_process_zero": true,
  "is_world_process_zero": true,
  "log_history": [
    {
      "epoch": 0.1364256480218281,
      "grad_norm": 2.10461163520813,
      "learning_rate": 0.00029099999999999997,
      "loss": 6.9978,
      "step": 100
    },
    {
      "epoch": 0.1364256480218281,
      "eval_loss": 0.6384420394897461,
      "eval_runtime": 30.8578,
      "eval_samples_per_second": 11.148,
      "eval_steps_per_second": 2.787,
      "eval_wer": 0.5015432098765432,
      "step": 100
    },
    {
      "epoch": 0.2728512960436562,
      "grad_norm": 0.9924084544181824,
      "learning_rate": 0.0002986843307446322,
      "loss": 0.482,
      "step": 200
    },
    {
      "epoch": 0.2728512960436562,
      "eval_loss": 0.27768996357917786,
      "eval_runtime": 30.8437,
      "eval_samples_per_second": 11.153,
      "eval_steps_per_second": 2.788,
      "eval_wer": 0.3712522045855379,
      "step": 200
    },
    {
      "epoch": 0.4092769440654843,
      "grad_norm": 1.641776442527771,
      "learning_rate": 0.0002973275468250342,
      "loss": 0.3907,
      "step": 300
    },
    {
      "epoch": 0.4092769440654843,
      "eval_loss": 0.24835941195487976,
      "eval_runtime": 30.9832,
      "eval_samples_per_second": 11.103,
      "eval_steps_per_second": 2.776,
      "eval_wer": 0.3481040564373898,
      "step": 300
    },
    {
      "epoch": 0.5457025920873124,
      "grad_norm": 1.1754199266433716,
      "learning_rate": 0.00029597076290543625,
      "loss": 0.3782,
      "step": 400
    },
    {
      "epoch": 0.5457025920873124,
      "eval_loss": 0.22902728617191315,
      "eval_runtime": 30.7597,
      "eval_samples_per_second": 11.183,
      "eval_steps_per_second": 2.796,
      "eval_wer": 0.32319223985890655,
      "step": 400
    },
    {
      "epoch": 0.6821282401091405,
      "grad_norm": 1.491380214691162,
      "learning_rate": 0.00029460027409776153,
      "loss": 0.3316,
      "step": 500
    },
    {
      "epoch": 0.6821282401091405,
      "eval_loss": 0.222237691283226,
      "eval_runtime": 31.0639,
      "eval_samples_per_second": 11.074,
      "eval_steps_per_second": 2.768,
      "eval_wer": 0.3148148148148148,
      "step": 500
    },
    {
      "epoch": 0.8185538881309686,
      "grad_norm": 0.943580150604248,
      "learning_rate": 0.00029322978529008675,
      "loss": 0.3158,
      "step": 600
    },
    {
      "epoch": 0.8185538881309686,
      "eval_loss": 0.2126626819372177,
      "eval_runtime": 31.0228,
      "eval_samples_per_second": 11.089,
      "eval_steps_per_second": 2.772,
      "eval_wer": 0.30423280423280424,
      "step": 600
    },
    {
      "epoch": 0.9549795361527967,
      "grad_norm": 1.18917715549469,
      "learning_rate": 0.000291859296482412,
      "loss": 0.3199,
      "step": 700
    },
    {
      "epoch": 0.9549795361527967,
      "eval_loss": 0.2105857878923416,
      "eval_runtime": 30.6684,
      "eval_samples_per_second": 11.217,
      "eval_steps_per_second": 2.804,
      "eval_wer": 0.2932098765432099,
      "step": 700
    },
    {
      "epoch": 1.0914051841746248,
      "grad_norm": 1.4716788530349731,
      "learning_rate": 0.0002904888076747373,
      "loss": 0.3223,
      "step": 800
    },
    {
      "epoch": 1.0914051841746248,
      "eval_loss": 0.20132741332054138,
      "eval_runtime": 30.7244,
      "eval_samples_per_second": 11.196,
      "eval_steps_per_second": 2.799,
      "eval_wer": 0.2826278659611993,
      "step": 800
    },
    {
      "epoch": 1.2278308321964528,
      "grad_norm": 0.600020706653595,
      "learning_rate": 0.0002891183188670626,
      "loss": 0.3075,
      "step": 900
    },
    {
      "epoch": 1.2278308321964528,
      "eval_loss": 0.19748319685459137,
      "eval_runtime": 31.1335,
      "eval_samples_per_second": 11.049,
      "eval_steps_per_second": 2.762,
      "eval_wer": 0.2709435626102293,
      "step": 900
    },
    {
      "epoch": 1.364256480218281,
      "grad_norm": 0.36852729320526123,
      "learning_rate": 0.00028774783005938785,
      "loss": 0.3015,
      "step": 1000
    },
    {
      "epoch": 1.364256480218281,
      "eval_loss": 0.1942104995250702,
      "eval_runtime": 31.1423,
      "eval_samples_per_second": 11.046,
      "eval_steps_per_second": 2.762,
      "eval_wer": 0.2762345679012346,
      "step": 1000
    },
    {
      "epoch": 1.500682128240109,
      "grad_norm": 0.969207227230072,
      "learning_rate": 0.00028639104613978984,
      "loss": 0.3049,
      "step": 1100
    },
    {
      "epoch": 1.500682128240109,
      "eval_loss": 0.18946479260921478,
      "eval_runtime": 30.9295,
      "eval_samples_per_second": 11.122,
      "eval_steps_per_second": 2.781,
      "eval_wer": 0.27292768959435626,
      "step": 1100
    },
    {
      "epoch": 1.6371077762619373,
      "grad_norm": 0.7448552250862122,
      "learning_rate": 0.00028502055733211506,
      "loss": 0.3029,
      "step": 1200
    },
    {
      "epoch": 1.6371077762619373,
      "eval_loss": 0.1888139843940735,
      "eval_runtime": 31.0815,
      "eval_samples_per_second": 11.068,
      "eval_steps_per_second": 2.767,
      "eval_wer": 0.2718253968253968,
      "step": 1200
    },
    {
      "epoch": 1.7735334242837655,
      "grad_norm": 0.7603126168251038,
      "learning_rate": 0.0002836500685244404,
      "loss": 0.2626,
      "step": 1300
    },
    {
      "epoch": 1.7735334242837655,
      "eval_loss": 0.1865960955619812,
      "eval_runtime": 31.1543,
      "eval_samples_per_second": 11.042,
      "eval_steps_per_second": 2.76,
      "eval_wer": 0.2682980599647266,
      "step": 1300
    },
    {
      "epoch": 1.9099590723055935,
      "grad_norm": 0.49969810247421265,
      "learning_rate": 0.0002822795797167656,
      "loss": 0.2803,
      "step": 1400
    },
    {
      "epoch": 1.9099590723055935,
      "eval_loss": 0.18303100764751434,
      "eval_runtime": 31.2418,
      "eval_samples_per_second": 11.011,
      "eval_steps_per_second": 2.753,
      "eval_wer": 0.26146384479717816,
      "step": 1400
    },
    {
      "epoch": 2.0463847203274215,
      "grad_norm": 1.5848807096481323,
      "learning_rate": 0.0002809090909090909,
      "loss": 0.2725,
      "step": 1500
    },
    {
      "epoch": 2.0463847203274215,
      "eval_loss": 0.1813870072364807,
      "eval_runtime": 31.0194,
      "eval_samples_per_second": 11.09,
      "eval_steps_per_second": 2.772,
      "eval_wer": 0.26256613756613756,
      "step": 1500
    },
    {
      "epoch": 2.1828103683492497,
      "grad_norm": 0.9148170948028564,
      "learning_rate": 0.00027953860210141616,
      "loss": 0.2732,
      "step": 1600
    },
    {
      "epoch": 2.1828103683492497,
      "eval_loss": 0.1783067137002945,
      "eval_runtime": 31.1451,
      "eval_samples_per_second": 11.045,
      "eval_steps_per_second": 2.761,
      "eval_wer": 0.2641093474426808,
      "step": 1600
    },
    {
      "epoch": 2.319236016371078,
      "grad_norm": 0.7404142618179321,
      "learning_rate": 0.00027816811329374144,
      "loss": 0.249,
      "step": 1700
    },
    {
      "epoch": 2.319236016371078,
      "eval_loss": 0.1828220933675766,
      "eval_runtime": 31.1781,
      "eval_samples_per_second": 11.033,
      "eval_steps_per_second": 2.758,
      "eval_wer": 0.25595238095238093,
      "step": 1700
    },
    {
      "epoch": 2.4556616643929057,
      "grad_norm": 0.795720100402832,
      "learning_rate": 0.00027679762448606666,
      "loss": 0.2423,
      "step": 1800
    },
    {
      "epoch": 2.4556616643929057,
      "eval_loss": 0.17622150480747223,
      "eval_runtime": 31.3032,
      "eval_samples_per_second": 10.989,
      "eval_steps_per_second": 2.747,
      "eval_wer": 0.24801587301587302,
      "step": 1800
    },
    {
      "epoch": 2.592087312414734,
      "grad_norm": 2.1790249347686768,
      "learning_rate": 0.00027542713567839193,
      "loss": 0.2668,
      "step": 1900
    },
    {
      "epoch": 2.592087312414734,
      "eval_loss": 0.1731557846069336,
      "eval_runtime": 31.2391,
      "eval_samples_per_second": 11.012,
      "eval_steps_per_second": 2.753,
      "eval_wer": 0.24581128747795414,
      "step": 1900
    },
    {
      "epoch": 2.728512960436562,
      "grad_norm": 1.353415608406067,
      "learning_rate": 0.0002740566468707172,
      "loss": 0.2653,
      "step": 2000
    },
    {
      "epoch": 2.728512960436562,
      "eval_loss": 0.1726989597082138,
      "eval_runtime": 30.843,
      "eval_samples_per_second": 11.153,
      "eval_steps_per_second": 2.788,
      "eval_wer": 0.24603174603174602,
      "step": 2000
    },
    {
      "epoch": 2.8649386084583903,
      "grad_norm": 0.9100846648216248,
      "learning_rate": 0.00027268615806304243,
      "loss": 0.2614,
      "step": 2100
    },
    {
      "epoch": 2.8649386084583903,
      "eval_loss": 0.1748967319726944,
      "eval_runtime": 31.2508,
      "eval_samples_per_second": 11.008,
      "eval_steps_per_second": 2.752,
      "eval_wer": 0.2533068783068783,
      "step": 2100
    },
    {
      "epoch": 3.001364256480218,
      "grad_norm": 0.705278217792511,
      "learning_rate": 0.0002713156692553677,
      "loss": 0.2474,
      "step": 2200
    },
    {
      "epoch": 3.001364256480218,
      "eval_loss": 0.1732555478811264,
      "eval_runtime": 31.2961,
      "eval_samples_per_second": 10.992,
      "eval_steps_per_second": 2.748,
      "eval_wer": 0.24382716049382716,
      "step": 2200
    },
    {
      "epoch": 3.1377899045020463,
      "grad_norm": 1.5550167560577393,
      "learning_rate": 0.000269945180447693,
      "loss": 0.2317,
      "step": 2300
    },
    {
      "epoch": 3.1377899045020463,
      "eval_loss": 0.17674298584461212,
      "eval_runtime": 31.0854,
      "eval_samples_per_second": 11.066,
      "eval_steps_per_second": 2.767,
      "eval_wer": 0.2447089947089947,
      "step": 2300
    },
    {
      "epoch": 3.1377899045020463,
      "step": 2300,
      "total_flos": 8.649929823066914e+18,
      "train_loss": 0.5916279270337975,
      "train_runtime": 2613.7833,
      "train_samples_per_second": 33.618,
      "train_steps_per_second": 8.413
    }
  ],
  "logging_steps": 100,
  "max_steps": 21990,
  "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": 0
      }
    },
    "TrainerControl": {
      "args": {
        "should_epoch_stop": false,
        "should_evaluate": false,
        "should_log": false,
        "should_save": true,
        "should_training_stop": false
      },
      "attributes": {}
    }
  },
  "total_flos": 8.649929823066914e+18,
  "train_batch_size": 4,
  "trial_name": null,
  "trial_params": null
}