File size: 8,465 Bytes
35b68ad
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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": 0.5459895730018616,
  "best_model_checkpoint": "nrshoudi/hubert-large-ls960-ft-V2-5/checkpoint-1230",
  "epoch": 20.0,
  "eval_steps": 500,
  "global_step": 1640,
  "is_hyper_param_search": false,
  "is_local_process_zero": true,
  "is_world_process_zero": true,
  "log_history": [
    {
      "epoch": 1.0,
      "learning_rate": 5e-05,
      "loss": 19.707,
      "step": 82
    },
    {
      "epoch": 1.0,
      "eval_loss": 3.5254127979278564,
      "eval_per": 1.0,
      "eval_runtime": 116.6109,
      "eval_samples_per_second": 6.972,
      "eval_steps_per_second": 3.49,
      "eval_wer": 1.0,
      "step": 82
    },
    {
      "epoch": 2.0,
      "learning_rate": 0.0001,
      "loss": 3.4906,
      "step": 164
    },
    {
      "epoch": 2.0,
      "eval_loss": 3.2483434677124023,
      "eval_per": 1.0,
      "eval_runtime": 115.6174,
      "eval_samples_per_second": 7.032,
      "eval_steps_per_second": 3.52,
      "eval_wer": 1.0,
      "step": 164
    },
    {
      "epoch": 3.0,
      "learning_rate": 9.444444444444444e-05,
      "loss": 3.233,
      "step": 246
    },
    {
      "epoch": 3.0,
      "eval_loss": 3.1367974281311035,
      "eval_per": 1.0,
      "eval_runtime": 116.034,
      "eval_samples_per_second": 7.007,
      "eval_steps_per_second": 3.508,
      "eval_wer": 1.0,
      "step": 246
    },
    {
      "epoch": 4.0,
      "learning_rate": 8.888888888888889e-05,
      "loss": 3.0468,
      "step": 328
    },
    {
      "epoch": 4.0,
      "eval_loss": 2.960031509399414,
      "eval_per": 1.0,
      "eval_runtime": 116.4247,
      "eval_samples_per_second": 6.983,
      "eval_steps_per_second": 3.496,
      "eval_wer": 1.0,
      "step": 328
    },
    {
      "epoch": 5.0,
      "learning_rate": 8.333333333333334e-05,
      "loss": 2.6751,
      "step": 410
    },
    {
      "epoch": 5.0,
      "eval_loss": 2.334815263748169,
      "eval_per": 1.0,
      "eval_runtime": 116.7509,
      "eval_samples_per_second": 6.964,
      "eval_steps_per_second": 3.486,
      "eval_wer": 1.0,
      "step": 410
    },
    {
      "epoch": 6.0,
      "learning_rate": 7.777777777777778e-05,
      "loss": 2.0881,
      "step": 492
    },
    {
      "epoch": 6.0,
      "eval_loss": 1.7351281642913818,
      "eval_per": 0.8726326203712428,
      "eval_runtime": 117.1554,
      "eval_samples_per_second": 6.94,
      "eval_steps_per_second": 3.474,
      "eval_wer": 0.8568428911390042,
      "step": 492
    },
    {
      "epoch": 7.0,
      "learning_rate": 7.222222222222222e-05,
      "loss": 1.4875,
      "step": 574
    },
    {
      "epoch": 7.0,
      "eval_loss": 1.22636878490448,
      "eval_per": 0.613422218034486,
      "eval_runtime": 116.8569,
      "eval_samples_per_second": 6.957,
      "eval_steps_per_second": 3.483,
      "eval_wer": 0.6058513368484905,
      "step": 574
    },
    {
      "epoch": 8.0,
      "learning_rate": 6.666666666666667e-05,
      "loss": 1.0922,
      "step": 656
    },
    {
      "epoch": 8.0,
      "eval_loss": 0.9666064381599426,
      "eval_per": 0.3971779892584566,
      "eval_runtime": 117.3764,
      "eval_samples_per_second": 6.926,
      "eval_steps_per_second": 3.467,
      "eval_wer": 0.4067938966917083,
      "step": 656
    },
    {
      "epoch": 9.0,
      "learning_rate": 6.111111111111112e-05,
      "loss": 0.8148,
      "step": 738
    },
    {
      "epoch": 9.0,
      "eval_loss": 0.7746477127075195,
      "eval_per": 0.31381324790351456,
      "eval_runtime": 117.0529,
      "eval_samples_per_second": 6.946,
      "eval_steps_per_second": 3.477,
      "eval_wer": 0.32485651626149037,
      "step": 738
    },
    {
      "epoch": 10.0,
      "learning_rate": 5.555555555555556e-05,
      "loss": 0.6332,
      "step": 820
    },
    {
      "epoch": 10.0,
      "eval_loss": 0.6754913330078125,
      "eval_per": 0.23132007914821445,
      "eval_runtime": 117.3105,
      "eval_samples_per_second": 6.93,
      "eval_steps_per_second": 3.469,
      "eval_wer": 0.24767859642573842,
      "step": 820
    },
    {
      "epoch": 11.0,
      "learning_rate": 5e-05,
      "loss": 0.4797,
      "step": 902
    },
    {
      "epoch": 11.0,
      "eval_loss": 0.6261923313140869,
      "eval_per": 0.14098275699613683,
      "eval_runtime": 116.5342,
      "eval_samples_per_second": 6.976,
      "eval_steps_per_second": 3.493,
      "eval_wer": 0.16121506229294014,
      "step": 902
    },
    {
      "epoch": 12.0,
      "learning_rate": 4.4444444444444447e-05,
      "loss": 0.3807,
      "step": 984
    },
    {
      "epoch": 12.0,
      "eval_loss": 0.5765030384063721,
      "eval_per": 0.11716762461132574,
      "eval_runtime": 116.5005,
      "eval_samples_per_second": 6.979,
      "eval_steps_per_second": 3.494,
      "eval_wer": 0.13844430964490692,
      "step": 984
    },
    {
      "epoch": 13.0,
      "learning_rate": 3.888888888888889e-05,
      "loss": 0.3195,
      "step": 1066
    },
    {
      "epoch": 13.0,
      "eval_loss": 0.5666270852088928,
      "eval_per": 0.09917082822952983,
      "eval_runtime": 116.7786,
      "eval_samples_per_second": 6.962,
      "eval_steps_per_second": 3.485,
      "eval_wer": 0.11912649899678036,
      "step": 1066
    },
    {
      "epoch": 14.0,
      "learning_rate": 3.3333333333333335e-05,
      "loss": 0.2526,
      "step": 1148
    },
    {
      "epoch": 14.0,
      "eval_loss": 0.5758910775184631,
      "eval_per": 0.09698011872232168,
      "eval_runtime": 116.6256,
      "eval_samples_per_second": 6.971,
      "eval_steps_per_second": 3.49,
      "eval_wer": 0.1165134618076618,
      "step": 1148
    },
    {
      "epoch": 15.0,
      "learning_rate": 2.777777777777778e-05,
      "loss": 0.2417,
      "step": 1230
    },
    {
      "epoch": 15.0,
      "eval_loss": 0.5459895730018616,
      "eval_per": 0.09462451710166776,
      "eval_runtime": 116.6754,
      "eval_samples_per_second": 6.968,
      "eval_steps_per_second": 3.488,
      "eval_wer": 0.113807101861789,
      "step": 1230
    },
    {
      "epoch": 16.0,
      "learning_rate": 2.2222222222222223e-05,
      "loss": 0.2072,
      "step": 1312
    },
    {
      "epoch": 16.0,
      "eval_loss": 0.5550991892814636,
      "eval_per": 0.09116178271930651,
      "eval_runtime": 116.9202,
      "eval_samples_per_second": 6.953,
      "eval_steps_per_second": 3.481,
      "eval_wer": 0.10946759367271709,
      "step": 1312
    },
    {
      "epoch": 17.0,
      "learning_rate": 1.6666666666666667e-05,
      "loss": 0.1881,
      "step": 1394
    },
    {
      "epoch": 17.0,
      "eval_loss": 0.5744515657424927,
      "eval_per": 0.09172712710826345,
      "eval_runtime": 116.943,
      "eval_samples_per_second": 6.952,
      "eval_steps_per_second": 3.48,
      "eval_wer": 0.11016751434837385,
      "step": 1394
    },
    {
      "epoch": 18.0,
      "learning_rate": 1.1111111111111112e-05,
      "loss": 0.1888,
      "step": 1476
    },
    {
      "epoch": 18.0,
      "eval_loss": 0.5731486678123474,
      "eval_per": 0.09069066239517573,
      "eval_runtime": 118.5572,
      "eval_samples_per_second": 6.857,
      "eval_steps_per_second": 3.433,
      "eval_wer": 0.10942093229433998,
      "step": 1476
    },
    {
      "epoch": 19.0,
      "learning_rate": 5.555555555555556e-06,
      "loss": 0.202,
      "step": 1558
    },
    {
      "epoch": 19.0,
      "eval_loss": 0.5773624777793884,
      "eval_per": 0.08927730142278338,
      "eval_runtime": 116.8858,
      "eval_samples_per_second": 6.956,
      "eval_steps_per_second": 3.482,
      "eval_wer": 0.10806775232140357,
      "step": 1558
    },
    {
      "epoch": 20.0,
      "learning_rate": 0.0,
      "loss": 0.1813,
      "step": 1640
    },
    {
      "epoch": 20.0,
      "eval_loss": 0.5759608745574951,
      "eval_per": 0.08915952134175069,
      "eval_runtime": 117.5758,
      "eval_samples_per_second": 6.915,
      "eval_steps_per_second": 3.462,
      "eval_wer": 0.10848770472679763,
      "step": 1640
    },
    {
      "epoch": 20.0,
      "step": 1640,
      "total_flos": 5.333828756305947e+17,
      "train_loss": 2.0454907219584397,
      "train_runtime": 3434.6913,
      "train_samples_per_second": 0.949,
      "train_steps_per_second": 0.477
    }
  ],
  "logging_steps": 500,
  "max_steps": 1640,
  "num_train_epochs": 20,
  "save_steps": 500,
  "total_flos": 5.333828756305947e+17,
  "trial_name": null,
  "trial_params": null
}