File size: 8,573 Bytes
9927d8e
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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
{
  "best_metric": 3.3562777042388916,
  "best_model_checkpoint": "nrshoudi/hubert-large-ls960-ft/checkpoint-1637",
  "epoch": 20.0,
  "eval_steps": 500,
  "global_step": 32740,
  "is_hyper_param_search": false,
  "is_local_process_zero": true,
  "is_world_process_zero": true,
  "log_history": [
    {
      "epoch": 1.0,
      "learning_rate": 4.984728161270617e-05,
      "loss": 14.5096,
      "step": 1637
    },
    {
      "epoch": 1.0,
      "eval_loss": 3.3562777042388916,
      "eval_per": 1.0,
      "eval_runtime": 97.5003,
      "eval_samples_per_second": 8.338,
      "eval_steps_per_second": 4.174,
      "eval_wer": 1.0,
      "step": 1637
    },
    {
      "epoch": 2.0,
      "learning_rate": 9.984728161270619e-05,
      "loss": 3.3754,
      "step": 3274
    },
    {
      "epoch": 2.0,
      "eval_loss": 3.3135287761688232,
      "eval_per": 1.0,
      "eval_runtime": 96.1335,
      "eval_samples_per_second": 8.457,
      "eval_steps_per_second": 4.234,
      "eval_wer": 1.0,
      "step": 3274
    },
    {
      "epoch": 3.0,
      "learning_rate": 9.446480689608362e-05,
      "loss": 3.3037,
      "step": 4911
    },
    {
      "epoch": 3.0,
      "eval_loss": 3.2654213905334473,
      "eval_per": 1.0,
      "eval_runtime": 99.0991,
      "eval_samples_per_second": 8.204,
      "eval_steps_per_second": 4.107,
      "eval_wer": 1.0,
      "step": 4911
    },
    {
      "epoch": 4.0,
      "learning_rate": 8.890925134052806e-05,
      "loss": 3.2641,
      "step": 6548
    },
    {
      "epoch": 4.0,
      "eval_loss": 3.2260236740112305,
      "eval_per": 1.0,
      "eval_runtime": 96.3924,
      "eval_samples_per_second": 8.434,
      "eval_steps_per_second": 4.222,
      "eval_wer": 1.0,
      "step": 6548
    },
    {
      "epoch": 5.0,
      "learning_rate": 8.335369578497252e-05,
      "loss": 3.1723,
      "step": 8185
    },
    {
      "epoch": 5.0,
      "eval_loss": 3.1157803535461426,
      "eval_per": 0.9980212946386507,
      "eval_runtime": 99.3924,
      "eval_samples_per_second": 8.18,
      "eval_steps_per_second": 4.095,
      "eval_wer": 0.9974802855676357,
      "step": 8185
    },
    {
      "epoch": 6.0,
      "learning_rate": 7.779814022941696e-05,
      "loss": 3.0864,
      "step": 9822
    },
    {
      "epoch": 6.0,
      "eval_loss": 3.0251047611236572,
      "eval_per": 0.9234429473287478,
      "eval_runtime": 99.1552,
      "eval_samples_per_second": 8.199,
      "eval_steps_per_second": 4.105,
      "eval_wer": 0.910456814894312,
      "step": 9822
    },
    {
      "epoch": 7.0,
      "learning_rate": 7.22425846738614e-05,
      "loss": 3.0205,
      "step": 11459
    },
    {
      "epoch": 7.0,
      "eval_loss": 2.9357450008392334,
      "eval_per": 0.9068359559031377,
      "eval_runtime": 101.5102,
      "eval_samples_per_second": 8.009,
      "eval_steps_per_second": 4.009,
      "eval_wer": 0.8956651579487658,
      "step": 11459
    },
    {
      "epoch": 8.0,
      "learning_rate": 6.669042286024571e-05,
      "loss": 2.9474,
      "step": 13096
    },
    {
      "epoch": 8.0,
      "eval_loss": 2.852294683456421,
      "eval_per": 0.8527748987091303,
      "eval_runtime": 102.2076,
      "eval_samples_per_second": 7.954,
      "eval_steps_per_second": 3.982,
      "eval_wer": 0.845597498950119,
      "step": 13096
    },
    {
      "epoch": 9.0,
      "learning_rate": 6.114165478856988e-05,
      "loss": 2.883,
      "step": 14733
    },
    {
      "epoch": 9.0,
      "eval_loss": 2.775151252746582,
      "eval_per": 0.8322811646094412,
      "eval_runtime": 100.5566,
      "eval_samples_per_second": 8.085,
      "eval_steps_per_second": 4.047,
      "eval_wer": 0.8260463814101069,
      "step": 14733
    },
    {
      "epoch": 10.0,
      "learning_rate": 5.558609923301432e-05,
      "loss": 2.8246,
      "step": 16370
    },
    {
      "epoch": 10.0,
      "eval_loss": 2.7172954082489014,
      "eval_per": 0.8201733722792801,
      "eval_runtime": 99.3308,
      "eval_samples_per_second": 8.185,
      "eval_steps_per_second": 4.097,
      "eval_wer": 0.8138211002753021,
      "step": 16370
    },
    {
      "epoch": 11.0,
      "learning_rate": 5.0030543677458766e-05,
      "loss": 2.7959,
      "step": 18007
    },
    {
      "epoch": 11.0,
      "eval_loss": 2.687734603881836,
      "eval_per": 0.8139074719683407,
      "eval_runtime": 99.0993,
      "eval_samples_per_second": 8.204,
      "eval_steps_per_second": 4.107,
      "eval_wer": 0.8073818300592599,
      "step": 18007
    },
    {
      "epoch": 12.0,
      "learning_rate": 4.448177560578294e-05,
      "loss": 2.7595,
      "step": 19644
    },
    {
      "epoch": 12.0,
      "eval_loss": 2.645852565765381,
      "eval_per": 0.8223640817864882,
      "eval_runtime": 98.3259,
      "eval_samples_per_second": 8.268,
      "eval_steps_per_second": 4.139,
      "eval_wer": 0.8131211795996454,
      "step": 19644
    },
    {
      "epoch": 13.0,
      "learning_rate": 3.892622005022738e-05,
      "loss": 2.7335,
      "step": 21281
    },
    {
      "epoch": 13.0,
      "eval_loss": 2.6207735538482666,
      "eval_per": 0.8119994346556111,
      "eval_runtime": 99.8187,
      "eval_samples_per_second": 8.145,
      "eval_steps_per_second": 4.077,
      "eval_wer": 0.8049554383836498,
      "step": 21281
    },
    {
      "epoch": 14.0,
      "learning_rate": 3.337405823661169e-05,
      "loss": 2.7014,
      "step": 22918
    },
    {
      "epoch": 14.0,
      "eval_loss": 2.579977035522461,
      "eval_per": 0.805356638085367,
      "eval_runtime": 99.5509,
      "eval_samples_per_second": 8.167,
      "eval_steps_per_second": 4.088,
      "eval_wer": 0.7985628295459848,
      "step": 22918
    },
    {
      "epoch": 15.0,
      "learning_rate": 2.7818502681056137e-05,
      "loss": 2.6792,
      "step": 24555
    },
    {
      "epoch": 15.0,
      "eval_loss": 2.560378074645996,
      "eval_per": 0.8058042023932912,
      "eval_runtime": 98.6889,
      "eval_samples_per_second": 8.238,
      "eval_steps_per_second": 4.124,
      "eval_wer": 0.7989361205730017,
      "step": 24555
    },
    {
      "epoch": 16.0,
      "learning_rate": 2.226634086744044e-05,
      "loss": 2.6539,
      "step": 26192
    },
    {
      "epoch": 16.0,
      "eval_loss": 2.528850555419922,
      "eval_per": 0.7984782813530575,
      "eval_runtime": 91.0813,
      "eval_samples_per_second": 8.926,
      "eval_steps_per_second": 4.469,
      "eval_wer": 0.7929168027623535,
      "step": 26192
    },
    {
      "epoch": 17.0,
      "learning_rate": 1.6714179053824745e-05,
      "loss": 2.6316,
      "step": 27829
    },
    {
      "epoch": 17.0,
      "eval_loss": 2.5119011402130127,
      "eval_per": 0.8017525676057665,
      "eval_runtime": 90.1443,
      "eval_samples_per_second": 9.019,
      "eval_steps_per_second": 4.515,
      "eval_wer": 0.79426998273529,
      "step": 27829
    },
    {
      "epoch": 18.0,
      "learning_rate": 1.1158623498269193e-05,
      "loss": 2.6212,
      "step": 29466
    },
    {
      "epoch": 18.0,
      "eval_loss": 2.496473789215088,
      "eval_per": 0.8005276547630265,
      "eval_runtime": 91.8076,
      "eval_samples_per_second": 8.855,
      "eval_steps_per_second": 4.433,
      "eval_wer": 0.7931034482758621,
      "step": 29466
    },
    {
      "epoch": 19.0,
      "learning_rate": 5.603067942713636e-06,
      "loss": 2.6114,
      "step": 31103
    },
    {
      "epoch": 19.0,
      "eval_loss": 2.4890170097351074,
      "eval_per": 0.7959342316027513,
      "eval_runtime": 92.8676,
      "eval_samples_per_second": 8.754,
      "eval_steps_per_second": 4.383,
      "eval_wer": 0.7893705380056927,
      "step": 31103
    },
    {
      "epoch": 20.0,
      "learning_rate": 5.090612909794339e-08,
      "loss": 2.6028,
      "step": 32740
    },
    {
      "epoch": 20.0,
      "eval_loss": 2.484998941421509,
      "eval_per": 0.7944737585979459,
      "eval_runtime": 94.0732,
      "eval_samples_per_second": 8.642,
      "eval_steps_per_second": 4.326,
      "eval_wer": 0.7884373104381504,
      "step": 32740
    },
    {
      "epoch": 20.0,
      "step": 32740,
      "total_flos": 1.0578414234417158e+19,
      "train_loss": 3.458883378035278,
      "train_runtime": 12432.4169,
      "train_samples_per_second": 5.265,
      "train_steps_per_second": 2.633
    }
  ],
  "logging_steps": 25,
  "max_steps": 32740,
  "num_train_epochs": 20,
  "save_steps": 500,
  "total_flos": 1.0578414234417158e+19,
  "trial_name": null,
  "trial_params": null
}