File size: 10,281 Bytes
4027d82
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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
{
  "best_metric": null,
  "best_model_checkpoint": null,
  "epoch": 19.90049751243781,
  "global_step": 12000,
  "is_hyper_param_search": false,
  "is_local_process_zero": true,
  "is_world_process_zero": true,
  "log_history": [
    {
      "epoch": 0.83,
      "learning_rate": 4.792703150912106e-05,
      "loss": 1.636,
      "step": 500
    },
    {
      "epoch": 1.0,
      "eval_accuracy": 0.9660949257998066,
      "eval_f1": 0.9648470438617105,
      "eval_loss": 0.40596073865890503,
      "eval_precision": 0.9632890778105937,
      "eval_recall": 0.9664100575985822,
      "eval_runtime": 12.913,
      "eval_samples_per_second": 114.381,
      "eval_steps_per_second": 4.801,
      "step": 603
    },
    {
      "epoch": 1.66,
      "learning_rate": 4.5854063018242126e-05,
      "loss": 0.3601,
      "step": 1000
    },
    {
      "epoch": 2.0,
      "eval_accuracy": 0.9747971581115735,
      "eval_f1": 0.9757520460075205,
      "eval_loss": 0.16257813572883606,
      "eval_precision": 0.9742435954063604,
      "eval_recall": 0.9772651750110767,
      "eval_runtime": 13.0776,
      "eval_samples_per_second": 112.941,
      "eval_steps_per_second": 4.741,
      "step": 1206
    },
    {
      "epoch": 2.49,
      "learning_rate": 4.3781094527363184e-05,
      "loss": 0.1654,
      "step": 1500
    },
    {
      "epoch": 3.0,
      "eval_accuracy": 0.9755118341951486,
      "eval_f1": 0.9770373954517177,
      "eval_loss": 0.11993579566478729,
      "eval_precision": 0.9755404025066946,
      "eval_recall": 0.9785389898094816,
      "eval_runtime": 12.7573,
      "eval_samples_per_second": 115.777,
      "eval_steps_per_second": 4.86,
      "step": 1809
    },
    {
      "epoch": 3.32,
      "learning_rate": 4.170812603648425e-05,
      "loss": 0.1051,
      "step": 2000
    },
    {
      "epoch": 4.0,
      "eval_accuracy": 0.9774877033673856,
      "eval_f1": 0.9789900275245854,
      "eval_loss": 0.10314257442951202,
      "eval_precision": 0.9779755160693067,
      "eval_recall": 0.9800066459902526,
      "eval_runtime": 12.7609,
      "eval_samples_per_second": 115.744,
      "eval_steps_per_second": 4.859,
      "step": 2412
    },
    {
      "epoch": 4.15,
      "learning_rate": 3.9635157545605314e-05,
      "loss": 0.072,
      "step": 2500
    },
    {
      "epoch": 4.98,
      "learning_rate": 3.756218905472637e-05,
      "loss": 0.0557,
      "step": 3000
    },
    {
      "epoch": 5.0,
      "eval_accuracy": 0.9762895699331567,
      "eval_f1": 0.979079382198808,
      "eval_loss": 0.10313071310520172,
      "eval_precision": 0.9777679582424259,
      "eval_recall": 0.9803943287549844,
      "eval_runtime": 12.8291,
      "eval_samples_per_second": 115.129,
      "eval_steps_per_second": 4.833,
      "step": 3015
    },
    {
      "epoch": 5.8,
      "learning_rate": 3.548922056384743e-05,
      "loss": 0.0406,
      "step": 3500
    },
    {
      "epoch": 6.0,
      "eval_accuracy": 0.977109345440787,
      "eval_f1": 0.9801621337465068,
      "eval_loss": 0.10502293705940247,
      "eval_precision": 0.9793221650909493,
      "eval_recall": 0.9810035445281347,
      "eval_runtime": 12.7666,
      "eval_samples_per_second": 115.693,
      "eval_steps_per_second": 4.856,
      "step": 3618
    },
    {
      "epoch": 6.63,
      "learning_rate": 3.341625207296849e-05,
      "loss": 0.0332,
      "step": 4000
    },
    {
      "epoch": 7.0,
      "eval_accuracy": 0.9776558624458738,
      "eval_f1": 0.9800943409276397,
      "eval_loss": 0.10666096210479736,
      "eval_precision": 0.9791868210840543,
      "eval_recall": 0.9810035445281347,
      "eval_runtime": 12.7474,
      "eval_samples_per_second": 115.867,
      "eval_steps_per_second": 4.864,
      "step": 4221
    },
    {
      "epoch": 7.46,
      "learning_rate": 3.1343283582089554e-05,
      "loss": 0.0248,
      "step": 4500
    },
    {
      "epoch": 8.0,
      "eval_accuracy": 0.9782654391053937,
      "eval_f1": 0.9810459324847814,
      "eval_loss": 0.10935021936893463,
      "eval_precision": 0.9802864410528644,
      "eval_recall": 0.9818066016836509,
      "eval_runtime": 12.9986,
      "eval_samples_per_second": 113.628,
      "eval_steps_per_second": 4.77,
      "step": 4824
    },
    {
      "epoch": 8.29,
      "learning_rate": 2.9270315091210616e-05,
      "loss": 0.0209,
      "step": 5000
    },
    {
      "epoch": 9.0,
      "eval_accuracy": 0.9786648169168033,
      "eval_f1": 0.9818035894668382,
      "eval_loss": 0.1135268285870552,
      "eval_precision": 0.9812197483059051,
      "eval_recall": 0.9823881258307487,
      "eval_runtime": 12.5526,
      "eval_samples_per_second": 117.665,
      "eval_steps_per_second": 4.939,
      "step": 5427
    },
    {
      "epoch": 9.12,
      "learning_rate": 2.7197346600331674e-05,
      "loss": 0.0177,
      "step": 5500
    },
    {
      "epoch": 9.95,
      "learning_rate": 2.512437810945274e-05,
      "loss": 0.0145,
      "step": 6000
    },
    {
      "epoch": 10.0,
      "eval_accuracy": 0.9779291209484172,
      "eval_f1": 0.9809597608900205,
      "eval_loss": 0.12104799598455429,
      "eval_precision": 0.980362871999115,
      "eval_recall": 0.9815573770491803,
      "eval_runtime": 12.8411,
      "eval_samples_per_second": 115.021,
      "eval_steps_per_second": 4.828,
      "step": 6030
    },
    {
      "epoch": 10.78,
      "learning_rate": 2.3051409618573798e-05,
      "loss": 0.0112,
      "step": 6500
    },
    {
      "epoch": 11.0,
      "eval_accuracy": 0.9774246437129525,
      "eval_f1": 0.9806444472114999,
      "eval_loss": 0.12379806488752365,
      "eval_precision": 0.9798988027760113,
      "eval_recall": 0.9813912272928667,
      "eval_runtime": 12.8231,
      "eval_samples_per_second": 115.183,
      "eval_steps_per_second": 4.835,
      "step": 6633
    },
    {
      "epoch": 11.61,
      "learning_rate": 2.097844112769486e-05,
      "loss": 0.0105,
      "step": 7000
    },
    {
      "epoch": 12.0,
      "eval_accuracy": 0.9780552402572834,
      "eval_f1": 0.9810323598179328,
      "eval_loss": 0.1279357671737671,
      "eval_precision": 0.9802593381072189,
      "eval_recall": 0.9818066016836509,
      "eval_runtime": 12.5624,
      "eval_samples_per_second": 117.573,
      "eval_steps_per_second": 4.935,
      "step": 7236
    },
    {
      "epoch": 12.44,
      "learning_rate": 1.890547263681592e-05,
      "loss": 0.0088,
      "step": 7500
    },
    {
      "epoch": 13.0,
      "eval_accuracy": 0.9773405641737083,
      "eval_f1": 0.9802169221404461,
      "eval_loss": 0.1307593435049057,
      "eval_precision": 0.9794039588632091,
      "eval_recall": 0.981031236154187,
      "eval_runtime": 12.6149,
      "eval_samples_per_second": 117.084,
      "eval_steps_per_second": 4.915,
      "step": 7839
    },
    {
      "epoch": 13.27,
      "learning_rate": 1.6832504145936983e-05,
      "loss": 0.0078,
      "step": 8000
    },
    {
      "epoch": 14.0,
      "eval_accuracy": 0.9781182999117165,
      "eval_f1": 0.980741027698608,
      "eval_loss": 0.13244280219078064,
      "eval_precision": 0.9800088480893657,
      "eval_recall": 0.9814743021710235,
      "eval_runtime": 12.7732,
      "eval_samples_per_second": 115.633,
      "eval_steps_per_second": 4.854,
      "step": 8442
    },
    {
      "epoch": 14.1,
      "learning_rate": 1.4759535655058043e-05,
      "loss": 0.0063,
      "step": 8500
    },
    {
      "epoch": 14.93,
      "learning_rate": 1.2686567164179105e-05,
      "loss": 0.0056,
      "step": 9000
    },
    {
      "epoch": 15.0,
      "eval_accuracy": 0.9781393197965275,
      "eval_f1": 0.9811566131710017,
      "eval_loss": 0.13830867409706116,
      "eval_precision": 0.9803970360539703,
      "eval_recall": 0.98191736818786,
      "eval_runtime": 12.5885,
      "eval_samples_per_second": 117.329,
      "eval_steps_per_second": 4.925,
      "step": 9045
    },
    {
      "epoch": 15.75,
      "learning_rate": 1.0613598673300167e-05,
      "loss": 0.0046,
      "step": 9500
    },
    {
      "epoch": 16.0,
      "eval_accuracy": 0.9780972800269054,
      "eval_f1": 0.9813613029099613,
      "eval_loss": 0.1351945400238037,
      "eval_precision": 0.9807506153718505,
      "eval_recall": 0.9819727514399645,
      "eval_runtime": 12.6382,
      "eval_samples_per_second": 116.868,
      "eval_steps_per_second": 4.906,
      "step": 9648
    },
    {
      "epoch": 16.58,
      "learning_rate": 8.540630182421228e-06,
      "loss": 0.0046,
      "step": 10000
    },
    {
      "epoch": 17.0,
      "eval_accuracy": 0.977845041409173,
      "eval_f1": 0.9810062666869561,
      "eval_loss": 0.14340569078922272,
      "eval_precision": 0.9801520387007602,
      "eval_recall": 0.9818619849357554,
      "eval_runtime": 12.6576,
      "eval_samples_per_second": 116.688,
      "eval_steps_per_second": 4.898,
      "step": 10251
    },
    {
      "epoch": 17.41,
      "learning_rate": 6.467661691542288e-06,
      "loss": 0.0033,
      "step": 10500
    },
    {
      "epoch": 18.0,
      "eval_accuracy": 0.9776979022154959,
      "eval_f1": 0.9810448835021307,
      "eval_loss": 0.1425262689590454,
      "eval_precision": 0.9803395642074991,
      "eval_recall": 0.9817512184315463,
      "eval_runtime": 12.8452,
      "eval_samples_per_second": 114.985,
      "eval_steps_per_second": 4.827,
      "step": 10854
    },
    {
      "epoch": 18.24,
      "learning_rate": 4.39469320066335e-06,
      "loss": 0.0032,
      "step": 11000
    },
    {
      "epoch": 19.0,
      "eval_accuracy": 0.9780972800269054,
      "eval_f1": 0.9813638816253684,
      "eval_loss": 0.14492034912109375,
      "eval_precision": 0.9806176901595377,
      "eval_recall": 0.982111209570226,
      "eval_runtime": 12.4458,
      "eval_samples_per_second": 118.675,
      "eval_steps_per_second": 4.982,
      "step": 11457
    },
    {
      "epoch": 19.07,
      "learning_rate": 2.3217247097844113e-06,
      "loss": 0.003,
      "step": 11500
    },
    {
      "epoch": 19.9,
      "learning_rate": 2.4875621890547267e-07,
      "loss": 0.0029,
      "step": 12000
    }
  ],
  "max_steps": 12060,
  "num_train_epochs": 20,
  "total_flos": 1.21984229568579e+16,
  "trial_name": null,
  "trial_params": null
}