File size: 15,324 Bytes
c4b45d7
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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
469
470
471
472
473
474
475
476
477
478
479
480
481
482
483
484
485
486
487
488
489
490
491
492
493
494
495
496
497
498
499
500
501
502
503
504
505
506
507
508
509
510
511
512
513
514
515
516
517
{
  "best_metric": 0.8627450980392157,
  "best_model_checkpoint": "beit-base-patch16-224/checkpoint-47",
  "epoch": 36.0,
  "eval_steps": 500,
  "global_step": 90,
  "is_hyper_param_search": false,
  "is_local_process_zero": true,
  "is_world_process_zero": true,
  "log_history": [
    {
      "epoch": 0.8,
      "eval_accuracy": 0.5882352941176471,
      "eval_f1_score": 0.554074074074074,
      "eval_loss": 0.6992508172988892,
      "eval_precision": 0.5390243902439025,
      "eval_recall": 0.5882352941176471,
      "eval_runtime": 0.8655,
      "eval_samples_per_second": 58.922,
      "eval_steps_per_second": 2.311,
      "step": 2
    },
    {
      "epoch": 2.0,
      "eval_accuracy": 0.6862745098039216,
      "eval_f1_score": 0.6032520325203252,
      "eval_loss": 0.5970537662506104,
      "eval_precision": 0.6805555555555555,
      "eval_recall": 0.6862745098039216,
      "eval_runtime": 0.8959,
      "eval_samples_per_second": 56.925,
      "eval_steps_per_second": 2.232,
      "step": 5
    },
    {
      "epoch": 2.8,
      "eval_accuracy": 0.803921568627451,
      "eval_f1_score": 0.800595238095238,
      "eval_loss": 0.5305531024932861,
      "eval_precision": 0.7999999999999999,
      "eval_recall": 0.803921568627451,
      "eval_runtime": 0.9046,
      "eval_samples_per_second": 56.379,
      "eval_steps_per_second": 2.211,
      "step": 7
    },
    {
      "epoch": 4.0,
      "eval_accuracy": 0.7254901960784313,
      "eval_f1_score": 0.6858974358974359,
      "eval_loss": 0.48283636569976807,
      "eval_precision": 0.722943722943723,
      "eval_recall": 0.7254901960784313,
      "eval_runtime": 0.9029,
      "eval_samples_per_second": 56.482,
      "eval_steps_per_second": 2.215,
      "step": 10
    },
    {
      "epoch": 4.8,
      "eval_accuracy": 0.7843137254901961,
      "eval_f1_score": 0.7784340451310011,
      "eval_loss": 0.3811856508255005,
      "eval_precision": 0.7786357786357786,
      "eval_recall": 0.7843137254901961,
      "eval_runtime": 0.92,
      "eval_samples_per_second": 55.436,
      "eval_steps_per_second": 2.174,
      "step": 12
    },
    {
      "epoch": 6.0,
      "grad_norm": 4.578022480010986,
      "learning_rate": 4.62962962962963e-05,
      "loss": 0.5413,
      "step": 15
    },
    {
      "epoch": 6.0,
      "eval_accuracy": 0.7450980392156863,
      "eval_f1_score": 0.7141125541125543,
      "eval_loss": 0.5268120765686035,
      "eval_precision": 0.7461240310077519,
      "eval_recall": 0.7450980392156863,
      "eval_runtime": 0.9096,
      "eval_samples_per_second": 56.066,
      "eval_steps_per_second": 2.199,
      "step": 15
    },
    {
      "epoch": 6.8,
      "eval_accuracy": 0.7450980392156863,
      "eval_f1_score": 0.7502256608639587,
      "eval_loss": 0.5349109768867493,
      "eval_precision": 0.8555555555555555,
      "eval_recall": 0.7450980392156863,
      "eval_runtime": 0.9137,
      "eval_samples_per_second": 55.818,
      "eval_steps_per_second": 2.189,
      "step": 17
    },
    {
      "epoch": 8.0,
      "eval_accuracy": 0.803921568627451,
      "eval_f1_score": 0.7756410256410257,
      "eval_loss": 0.4119790494441986,
      "eval_precision": 0.8484848484848485,
      "eval_recall": 0.803921568627451,
      "eval_runtime": 0.9237,
      "eval_samples_per_second": 55.215,
      "eval_steps_per_second": 2.165,
      "step": 20
    },
    {
      "epoch": 8.8,
      "eval_accuracy": 0.803921568627451,
      "eval_f1_score": 0.7962962962962962,
      "eval_loss": 0.3156317472457886,
      "eval_precision": 0.8002699055330634,
      "eval_recall": 0.803921568627451,
      "eval_runtime": 0.9335,
      "eval_samples_per_second": 54.63,
      "eval_steps_per_second": 2.142,
      "step": 22
    },
    {
      "epoch": 10.0,
      "eval_accuracy": 0.803921568627451,
      "eval_f1_score": 0.7908622908622909,
      "eval_loss": 0.3216821253299713,
      "eval_precision": 0.806060606060606,
      "eval_recall": 0.803921568627451,
      "eval_runtime": 0.9256,
      "eval_samples_per_second": 55.1,
      "eval_steps_per_second": 2.161,
      "step": 25
    },
    {
      "epoch": 10.8,
      "eval_accuracy": 0.7843137254901961,
      "eval_f1_score": 0.7664197530864199,
      "eval_loss": 0.5160595774650574,
      "eval_precision": 0.7869918699186993,
      "eval_recall": 0.7843137254901961,
      "eval_runtime": 0.9267,
      "eval_samples_per_second": 55.031,
      "eval_steps_per_second": 2.158,
      "step": 27
    },
    {
      "epoch": 12.0,
      "grad_norm": 3.5482540130615234,
      "learning_rate": 3.7037037037037037e-05,
      "loss": 0.0919,
      "step": 30
    },
    {
      "epoch": 12.0,
      "eval_accuracy": 0.8431372549019608,
      "eval_f1_score": 0.845117845117845,
      "eval_loss": 0.36771491169929504,
      "eval_precision": 0.849780701754386,
      "eval_recall": 0.8431372549019608,
      "eval_runtime": 0.942,
      "eval_samples_per_second": 54.142,
      "eval_steps_per_second": 2.123,
      "step": 30
    },
    {
      "epoch": 12.8,
      "eval_accuracy": 0.8431372549019608,
      "eval_f1_score": 0.8404761904761906,
      "eval_loss": 0.46310773491859436,
      "eval_precision": 0.8407407407407408,
      "eval_recall": 0.8431372549019608,
      "eval_runtime": 0.9403,
      "eval_samples_per_second": 54.24,
      "eval_steps_per_second": 2.127,
      "step": 32
    },
    {
      "epoch": 14.0,
      "eval_accuracy": 0.8235294117647058,
      "eval_f1_score": 0.8221343873517787,
      "eval_loss": 0.5000560879707336,
      "eval_precision": 0.8214285714285714,
      "eval_recall": 0.8235294117647058,
      "eval_runtime": 0.9615,
      "eval_samples_per_second": 53.039,
      "eval_steps_per_second": 2.08,
      "step": 35
    },
    {
      "epoch": 14.8,
      "eval_accuracy": 0.8431372549019608,
      "eval_f1_score": 0.8431372549019608,
      "eval_loss": 0.4489041268825531,
      "eval_precision": 0.8431372549019608,
      "eval_recall": 0.8431372549019608,
      "eval_runtime": 0.9337,
      "eval_samples_per_second": 54.621,
      "eval_steps_per_second": 2.142,
      "step": 37
    },
    {
      "epoch": 16.0,
      "eval_accuracy": 0.7843137254901961,
      "eval_f1_score": 0.7731065973862385,
      "eval_loss": 0.5892294049263,
      "eval_precision": 0.7799145299145298,
      "eval_recall": 0.7843137254901961,
      "eval_runtime": 1.0872,
      "eval_samples_per_second": 46.909,
      "eval_steps_per_second": 1.84,
      "step": 40
    },
    {
      "epoch": 16.8,
      "eval_accuracy": 0.7843137254901961,
      "eval_f1_score": 0.7731065973862385,
      "eval_loss": 0.6578794717788696,
      "eval_precision": 0.7799145299145298,
      "eval_recall": 0.7843137254901961,
      "eval_runtime": 0.9215,
      "eval_samples_per_second": 55.345,
      "eval_steps_per_second": 2.17,
      "step": 42
    },
    {
      "epoch": 18.0,
      "grad_norm": 3.25277042388916,
      "learning_rate": 2.777777777777778e-05,
      "loss": 0.006,
      "step": 45
    },
    {
      "epoch": 18.0,
      "eval_accuracy": 0.7843137254901961,
      "eval_f1_score": 0.7731065973862385,
      "eval_loss": 0.703818678855896,
      "eval_precision": 0.7799145299145298,
      "eval_recall": 0.7843137254901961,
      "eval_runtime": 1.0077,
      "eval_samples_per_second": 50.61,
      "eval_steps_per_second": 1.985,
      "step": 45
    },
    {
      "epoch": 18.8,
      "eval_accuracy": 0.8627450980392157,
      "eval_f1_score": 0.865142065142065,
      "eval_loss": 0.5864243507385254,
      "eval_precision": 0.8736559139784946,
      "eval_recall": 0.8627450980392157,
      "eval_runtime": 0.9259,
      "eval_samples_per_second": 55.08,
      "eval_steps_per_second": 2.16,
      "step": 47
    },
    {
      "epoch": 20.0,
      "eval_accuracy": 0.8627450980392157,
      "eval_f1_score": 0.865142065142065,
      "eval_loss": 0.5488199591636658,
      "eval_precision": 0.8736559139784946,
      "eval_recall": 0.8627450980392157,
      "eval_runtime": 0.9318,
      "eval_samples_per_second": 54.735,
      "eval_steps_per_second": 2.146,
      "step": 50
    },
    {
      "epoch": 20.8,
      "eval_accuracy": 0.803921568627451,
      "eval_f1_score": 0.7962962962962962,
      "eval_loss": 0.6650967597961426,
      "eval_precision": 0.8002699055330634,
      "eval_recall": 0.803921568627451,
      "eval_runtime": 0.9328,
      "eval_samples_per_second": 54.677,
      "eval_steps_per_second": 2.144,
      "step": 52
    },
    {
      "epoch": 22.0,
      "eval_accuracy": 0.803921568627451,
      "eval_f1_score": 0.800595238095238,
      "eval_loss": 0.6264931559562683,
      "eval_precision": 0.7999999999999999,
      "eval_recall": 0.803921568627451,
      "eval_runtime": 0.9317,
      "eval_samples_per_second": 54.741,
      "eval_steps_per_second": 2.147,
      "step": 55
    },
    {
      "epoch": 22.8,
      "eval_accuracy": 0.8627450980392157,
      "eval_f1_score": 0.8636815920398009,
      "eval_loss": 0.5228903889656067,
      "eval_precision": 0.8653198653198653,
      "eval_recall": 0.8627450980392157,
      "eval_runtime": 0.9295,
      "eval_samples_per_second": 54.868,
      "eval_steps_per_second": 2.152,
      "step": 57
    },
    {
      "epoch": 24.0,
      "grad_norm": 0.0452270582318306,
      "learning_rate": 1.8518518518518518e-05,
      "loss": 0.0048,
      "step": 60
    },
    {
      "epoch": 24.0,
      "eval_accuracy": 0.8627450980392157,
      "eval_f1_score": 0.8636815920398009,
      "eval_loss": 0.542142927646637,
      "eval_precision": 0.8653198653198653,
      "eval_recall": 0.8627450980392157,
      "eval_runtime": 0.9409,
      "eval_samples_per_second": 54.206,
      "eval_steps_per_second": 2.126,
      "step": 60
    },
    {
      "epoch": 24.8,
      "eval_accuracy": 0.8235294117647058,
      "eval_f1_score": 0.8187187641980918,
      "eval_loss": 0.6334545016288757,
      "eval_precision": 0.8204633204633205,
      "eval_recall": 0.8235294117647058,
      "eval_runtime": 0.9368,
      "eval_samples_per_second": 54.438,
      "eval_steps_per_second": 2.135,
      "step": 62
    },
    {
      "epoch": 26.0,
      "eval_accuracy": 0.803921568627451,
      "eval_f1_score": 0.7840755735492576,
      "eval_loss": 1.0379055738449097,
      "eval_precision": 0.82010582010582,
      "eval_recall": 0.803921568627451,
      "eval_runtime": 0.927,
      "eval_samples_per_second": 55.015,
      "eval_steps_per_second": 2.157,
      "step": 65
    },
    {
      "epoch": 26.8,
      "eval_accuracy": 0.8235294117647058,
      "eval_f1_score": 0.808888888888889,
      "eval_loss": 0.9758451581001282,
      "eval_precision": 0.8365853658536586,
      "eval_recall": 0.8235294117647058,
      "eval_runtime": 0.927,
      "eval_samples_per_second": 55.017,
      "eval_steps_per_second": 2.158,
      "step": 67
    },
    {
      "epoch": 28.0,
      "eval_accuracy": 0.8235294117647058,
      "eval_f1_score": 0.8187187641980918,
      "eval_loss": 0.6116669774055481,
      "eval_precision": 0.8204633204633205,
      "eval_recall": 0.8235294117647058,
      "eval_runtime": 0.9261,
      "eval_samples_per_second": 55.07,
      "eval_steps_per_second": 2.16,
      "step": 70
    },
    {
      "epoch": 28.8,
      "eval_accuracy": 0.8627450980392157,
      "eval_f1_score": 0.8616600790513834,
      "eval_loss": 0.540273904800415,
      "eval_precision": 0.8613095238095237,
      "eval_recall": 0.8627450980392157,
      "eval_runtime": 0.9247,
      "eval_samples_per_second": 55.15,
      "eval_steps_per_second": 2.163,
      "step": 72
    },
    {
      "epoch": 30.0,
      "grad_norm": 0.026938632130622864,
      "learning_rate": 9.259259259259259e-06,
      "loss": 0.0063,
      "step": 75
    },
    {
      "epoch": 30.0,
      "eval_accuracy": 0.8431372549019608,
      "eval_f1_score": 0.8404761904761906,
      "eval_loss": 0.6468568444252014,
      "eval_precision": 0.8407407407407408,
      "eval_recall": 0.8431372549019608,
      "eval_runtime": 0.9235,
      "eval_samples_per_second": 55.223,
      "eval_steps_per_second": 2.166,
      "step": 75
    },
    {
      "epoch": 30.8,
      "eval_accuracy": 0.8235294117647058,
      "eval_f1_score": 0.8187187641980918,
      "eval_loss": 0.7013790607452393,
      "eval_precision": 0.8204633204633205,
      "eval_recall": 0.8235294117647058,
      "eval_runtime": 1.1388,
      "eval_samples_per_second": 44.785,
      "eval_steps_per_second": 1.756,
      "step": 77
    },
    {
      "epoch": 32.0,
      "eval_accuracy": 0.8235294117647058,
      "eval_f1_score": 0.8187187641980918,
      "eval_loss": 0.7514360547065735,
      "eval_precision": 0.8204633204633205,
      "eval_recall": 0.8235294117647058,
      "eval_runtime": 0.9424,
      "eval_samples_per_second": 54.118,
      "eval_steps_per_second": 2.122,
      "step": 80
    },
    {
      "epoch": 32.8,
      "eval_accuracy": 0.8235294117647058,
      "eval_f1_score": 0.8143599433160132,
      "eval_loss": 0.7771488428115845,
      "eval_precision": 0.8247863247863249,
      "eval_recall": 0.8235294117647058,
      "eval_runtime": 0.9338,
      "eval_samples_per_second": 54.616,
      "eval_steps_per_second": 2.142,
      "step": 82
    },
    {
      "epoch": 34.0,
      "eval_accuracy": 0.803921568627451,
      "eval_f1_score": 0.7962962962962962,
      "eval_loss": 0.7598747611045837,
      "eval_precision": 0.8002699055330634,
      "eval_recall": 0.803921568627451,
      "eval_runtime": 0.9331,
      "eval_samples_per_second": 54.655,
      "eval_steps_per_second": 2.143,
      "step": 85
    },
    {
      "epoch": 34.8,
      "eval_accuracy": 0.803921568627451,
      "eval_f1_score": 0.7962962962962962,
      "eval_loss": 0.7554459571838379,
      "eval_precision": 0.8002699055330634,
      "eval_recall": 0.803921568627451,
      "eval_runtime": 0.9307,
      "eval_samples_per_second": 54.796,
      "eval_steps_per_second": 2.149,
      "step": 87
    },
    {
      "epoch": 36.0,
      "grad_norm": 0.014645076356828213,
      "learning_rate": 0.0,
      "loss": 0.0045,
      "step": 90
    },
    {
      "epoch": 36.0,
      "eval_accuracy": 0.803921568627451,
      "eval_f1_score": 0.7962962962962962,
      "eval_loss": 0.7308478951454163,
      "eval_precision": 0.8002699055330634,
      "eval_recall": 0.803921568627451,
      "eval_runtime": 0.9231,
      "eval_samples_per_second": 55.246,
      "eval_steps_per_second": 2.167,
      "step": 90
    },
    {
      "epoch": 36.0,
      "step": 90,
      "total_flos": 1.2659877490145034e+18,
      "train_loss": 0.10912525819407569,
      "train_runtime": 949.2365,
      "train_samples_per_second": 21.523,
      "train_steps_per_second": 0.095
    },
    {
      "epoch": 36.0,
      "eval_accuracy": 0.8267716535433071,
      "eval_f1_score": 0.8283048858023182,
      "eval_loss": 0.8527529239654541,
      "eval_precision": 0.8302904444636728,
      "eval_recall": 0.8267716535433071,
      "eval_runtime": 2.5545,
      "eval_samples_per_second": 49.716,
      "eval_steps_per_second": 1.174,
      "step": 90
    }
  ],
  "logging_steps": 15,
  "max_steps": 90,
  "num_input_tokens_seen": 0,
  "num_train_epochs": 45,
  "save_steps": 500,
  "total_flos": 1.2659877490145034e+18,
  "train_batch_size": 48,
  "trial_name": null,
  "trial_params": null
}