File size: 12,666 Bytes
ece4bb4
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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
{
  "best_metric": 0.025447649881243706,
  "best_model_checkpoint": "/kaggle/working/output/checkpoint-98",
  "epoch": 32.857142857142854,
  "eval_steps": 500,
  "global_step": 115,
  "is_hyper_param_search": false,
  "is_local_process_zero": true,
  "is_world_process_zero": true,
  "log_history": [
    {
      "epoch": 0.8571428571428571,
      "eval_LCC": -0.13879293215538938,
      "eval_SROCC": -0.15851140456182472,
      "eval_loss": 0.26562368869781494,
      "eval_runtime": 38.0061,
      "eval_samples_per_second": 1.316,
      "eval_steps_per_second": 0.053,
      "step": 3
    },
    {
      "epoch": 2.0,
      "eval_LCC": -0.12769050797605289,
      "eval_SROCC": -0.18098439375750297,
      "eval_loss": 0.06580950319766998,
      "eval_runtime": 35.9745,
      "eval_samples_per_second": 1.39,
      "eval_steps_per_second": 0.056,
      "step": 7
    },
    {
      "epoch": 2.857142857142857,
      "grad_norm": 6.6160054206848145,
      "learning_rate": 1.3333333333333333e-05,
      "loss": 0.2144,
      "step": 10
    },
    {
      "epoch": 2.857142857142857,
      "eval_LCC": -0.11849463789687457,
      "eval_SROCC": -0.16840336134453782,
      "eval_loss": 0.1341191679239273,
      "eval_runtime": 35.7755,
      "eval_samples_per_second": 1.398,
      "eval_steps_per_second": 0.056,
      "step": 10
    },
    {
      "epoch": 4.0,
      "eval_LCC": -0.13792803325263353,
      "eval_SROCC": -0.23822328931572626,
      "eval_loss": 0.05623332038521767,
      "eval_runtime": 36.0015,
      "eval_samples_per_second": 1.389,
      "eval_steps_per_second": 0.056,
      "step": 14
    },
    {
      "epoch": 4.857142857142857,
      "eval_LCC": -0.14276549217386758,
      "eval_SROCC": -0.1657142857142857,
      "eval_loss": 0.061644963920116425,
      "eval_runtime": 35.7987,
      "eval_samples_per_second": 1.397,
      "eval_steps_per_second": 0.056,
      "step": 17
    },
    {
      "epoch": 5.714285714285714,
      "grad_norm": 1.571254014968872,
      "learning_rate": 1.925925925925926e-05,
      "loss": 0.0575,
      "step": 20
    },
    {
      "epoch": 6.0,
      "eval_LCC": -0.1185043581646345,
      "eval_SROCC": -0.15006002400960383,
      "eval_loss": 0.05936155468225479,
      "eval_runtime": 36.1077,
      "eval_samples_per_second": 1.385,
      "eval_steps_per_second": 0.055,
      "step": 21
    },
    {
      "epoch": 6.857142857142857,
      "eval_LCC": -0.11221146661280773,
      "eval_SROCC": -0.12038415366146459,
      "eval_loss": 0.05129233002662659,
      "eval_runtime": 35.8427,
      "eval_samples_per_second": 1.395,
      "eval_steps_per_second": 0.056,
      "step": 24
    },
    {
      "epoch": 8.0,
      "eval_LCC": -0.09867320013209922,
      "eval_SROCC": -0.06929171668667466,
      "eval_loss": 0.041676923632621765,
      "eval_runtime": 36.0348,
      "eval_samples_per_second": 1.388,
      "eval_steps_per_second": 0.056,
      "step": 28
    },
    {
      "epoch": 8.571428571428571,
      "grad_norm": 0.800278902053833,
      "learning_rate": 1.7777777777777777e-05,
      "loss": 0.0201,
      "step": 30
    },
    {
      "epoch": 8.857142857142858,
      "eval_LCC": -0.08130033550198683,
      "eval_SROCC": -0.07140456182472989,
      "eval_loss": 0.04058969393372536,
      "eval_runtime": 36.0799,
      "eval_samples_per_second": 1.386,
      "eval_steps_per_second": 0.055,
      "step": 31
    },
    {
      "epoch": 10.0,
      "eval_LCC": -0.0384540491268753,
      "eval_SROCC": -0.02357743097238895,
      "eval_loss": 0.034295279532670975,
      "eval_runtime": 36.1741,
      "eval_samples_per_second": 1.382,
      "eval_steps_per_second": 0.055,
      "step": 35
    },
    {
      "epoch": 10.857142857142858,
      "eval_LCC": 0.0010666390633979736,
      "eval_SROCC": 0.00744297719087635,
      "eval_loss": 0.031487837433815,
      "eval_runtime": 36.0877,
      "eval_samples_per_second": 1.386,
      "eval_steps_per_second": 0.055,
      "step": 38
    },
    {
      "epoch": 11.428571428571429,
      "grad_norm": 0.3433558940887451,
      "learning_rate": 1.6296296296296297e-05,
      "loss": 0.0142,
      "step": 40
    },
    {
      "epoch": 12.0,
      "eval_LCC": 0.03256796518969046,
      "eval_SROCC": 0.02175270108043217,
      "eval_loss": 0.03087497688829899,
      "eval_runtime": 35.9382,
      "eval_samples_per_second": 1.391,
      "eval_steps_per_second": 0.056,
      "step": 42
    },
    {
      "epoch": 12.857142857142858,
      "eval_LCC": 0.04658237209190174,
      "eval_SROCC": 0.03807923169267707,
      "eval_loss": 0.030963044613599777,
      "eval_runtime": 36.1523,
      "eval_samples_per_second": 1.383,
      "eval_steps_per_second": 0.055,
      "step": 45
    },
    {
      "epoch": 14.0,
      "eval_LCC": 0.06813425647249395,
      "eval_SROCC": 0.05354141656662665,
      "eval_loss": 0.029918596148490906,
      "eval_runtime": 35.716,
      "eval_samples_per_second": 1.4,
      "eval_steps_per_second": 0.056,
      "step": 49
    },
    {
      "epoch": 14.285714285714286,
      "grad_norm": 0.8214556574821472,
      "learning_rate": 1.4814814814814815e-05,
      "loss": 0.0097,
      "step": 50
    },
    {
      "epoch": 14.857142857142858,
      "eval_LCC": 0.07492776273224191,
      "eval_SROCC": 0.06036014405762304,
      "eval_loss": 0.03141804039478302,
      "eval_runtime": 36.0969,
      "eval_samples_per_second": 1.385,
      "eval_steps_per_second": 0.055,
      "step": 52
    },
    {
      "epoch": 16.0,
      "eval_LCC": 0.10494559746287975,
      "eval_SROCC": 0.07851140456182472,
      "eval_loss": 0.02881774678826332,
      "eval_runtime": 35.9818,
      "eval_samples_per_second": 1.39,
      "eval_steps_per_second": 0.056,
      "step": 56
    },
    {
      "epoch": 16.857142857142858,
      "eval_LCC": 0.12693485096467225,
      "eval_SROCC": 0.09435774309723889,
      "eval_loss": 0.0282765943557024,
      "eval_runtime": 36.0917,
      "eval_samples_per_second": 1.385,
      "eval_steps_per_second": 0.055,
      "step": 59
    },
    {
      "epoch": 17.142857142857142,
      "grad_norm": 0.5231106877326965,
      "learning_rate": 1.3333333333333333e-05,
      "loss": 0.0083,
      "step": 60
    },
    {
      "epoch": 18.0,
      "eval_LCC": 0.14480085260022996,
      "eval_SROCC": 0.1022328931572629,
      "eval_loss": 0.0297652930021286,
      "eval_runtime": 35.9054,
      "eval_samples_per_second": 1.393,
      "eval_steps_per_second": 0.056,
      "step": 63
    },
    {
      "epoch": 18.857142857142858,
      "eval_LCC": 0.16514532692258366,
      "eval_SROCC": 0.11183673469387755,
      "eval_loss": 0.02742738462984562,
      "eval_runtime": 35.7423,
      "eval_samples_per_second": 1.399,
      "eval_steps_per_second": 0.056,
      "step": 66
    },
    {
      "epoch": 20.0,
      "grad_norm": 0.43896809220314026,
      "learning_rate": 1.1851851851851852e-05,
      "loss": 0.0063,
      "step": 70
    },
    {
      "epoch": 20.0,
      "eval_LCC": 0.17032522192761249,
      "eval_SROCC": 0.12240096038415366,
      "eval_loss": 0.028603849932551384,
      "eval_runtime": 36.0386,
      "eval_samples_per_second": 1.387,
      "eval_steps_per_second": 0.055,
      "step": 70
    },
    {
      "epoch": 20.857142857142858,
      "eval_LCC": 0.1833462608756279,
      "eval_SROCC": 0.13709483793517407,
      "eval_loss": 0.028336353600025177,
      "eval_runtime": 35.9704,
      "eval_samples_per_second": 1.39,
      "eval_steps_per_second": 0.056,
      "step": 73
    },
    {
      "epoch": 22.0,
      "eval_LCC": 0.19435351727111327,
      "eval_SROCC": 0.13171668667466988,
      "eval_loss": 0.028169861063361168,
      "eval_runtime": 36.261,
      "eval_samples_per_second": 1.379,
      "eval_steps_per_second": 0.055,
      "step": 77
    },
    {
      "epoch": 22.857142857142858,
      "grad_norm": 0.3503696024417877,
      "learning_rate": 1.037037037037037e-05,
      "loss": 0.0059,
      "step": 80
    },
    {
      "epoch": 22.857142857142858,
      "eval_LCC": 0.20354883288709705,
      "eval_SROCC": 0.13815126050420168,
      "eval_loss": 0.027723778039216995,
      "eval_runtime": 36.0717,
      "eval_samples_per_second": 1.386,
      "eval_steps_per_second": 0.055,
      "step": 80
    },
    {
      "epoch": 24.0,
      "eval_LCC": 0.21464098120344227,
      "eval_SROCC": 0.1479471788715486,
      "eval_loss": 0.027026496827602386,
      "eval_runtime": 36.0759,
      "eval_samples_per_second": 1.386,
      "eval_steps_per_second": 0.055,
      "step": 84
    },
    {
      "epoch": 24.857142857142858,
      "eval_LCC": 0.21974470798595805,
      "eval_SROCC": 0.1499639855942377,
      "eval_loss": 0.026259804144501686,
      "eval_runtime": 35.9282,
      "eval_samples_per_second": 1.392,
      "eval_steps_per_second": 0.056,
      "step": 87
    },
    {
      "epoch": 25.714285714285715,
      "grad_norm": 0.24314194917678833,
      "learning_rate": 8.888888888888888e-06,
      "loss": 0.0046,
      "step": 90
    },
    {
      "epoch": 26.0,
      "eval_LCC": 0.21990605203497599,
      "eval_SROCC": 0.13642256902761105,
      "eval_loss": 0.026854444295167923,
      "eval_runtime": 36.0574,
      "eval_samples_per_second": 1.387,
      "eval_steps_per_second": 0.055,
      "step": 91
    },
    {
      "epoch": 26.857142857142858,
      "eval_LCC": 0.22513542090356625,
      "eval_SROCC": 0.1406482593037215,
      "eval_loss": 0.025891508907079697,
      "eval_runtime": 36.0239,
      "eval_samples_per_second": 1.388,
      "eval_steps_per_second": 0.056,
      "step": 94
    },
    {
      "epoch": 28.0,
      "eval_LCC": 0.23080971037643985,
      "eval_SROCC": 0.15515006002400963,
      "eval_loss": 0.025447649881243706,
      "eval_runtime": 36.1194,
      "eval_samples_per_second": 1.384,
      "eval_steps_per_second": 0.055,
      "step": 98
    },
    {
      "epoch": 28.571428571428573,
      "grad_norm": 0.2996827960014343,
      "learning_rate": 7.4074074074074075e-06,
      "loss": 0.0039,
      "step": 100
    },
    {
      "epoch": 28.857142857142858,
      "eval_LCC": 0.22614882286734456,
      "eval_SROCC": 0.14804321728691477,
      "eval_loss": 0.026662170886993408,
      "eval_runtime": 35.7837,
      "eval_samples_per_second": 1.397,
      "eval_steps_per_second": 0.056,
      "step": 101
    },
    {
      "epoch": 30.0,
      "eval_LCC": 0.22468420274739098,
      "eval_SROCC": 0.14890756302521005,
      "eval_loss": 0.02701684460043907,
      "eval_runtime": 35.9924,
      "eval_samples_per_second": 1.389,
      "eval_steps_per_second": 0.056,
      "step": 105
    },
    {
      "epoch": 30.857142857142858,
      "eval_LCC": 0.2319344817291397,
      "eval_SROCC": 0.15764705882352942,
      "eval_loss": 0.026096588000655174,
      "eval_runtime": 35.7006,
      "eval_samples_per_second": 1.401,
      "eval_steps_per_second": 0.056,
      "step": 108
    },
    {
      "epoch": 31.428571428571427,
      "grad_norm": 0.31328070163726807,
      "learning_rate": 5.925925925925926e-06,
      "loss": 0.0041,
      "step": 110
    },
    {
      "epoch": 32.0,
      "eval_LCC": 0.23109019043125076,
      "eval_SROCC": 0.1630252100840336,
      "eval_loss": 0.026817049831151962,
      "eval_runtime": 36.031,
      "eval_samples_per_second": 1.388,
      "eval_steps_per_second": 0.056,
      "step": 112
    },
    {
      "epoch": 32.857142857142854,
      "eval_LCC": 0.22573394181226267,
      "eval_SROCC": 0.1569747899159664,
      "eval_loss": 0.028198465704917908,
      "eval_runtime": 35.9924,
      "eval_samples_per_second": 1.389,
      "eval_steps_per_second": 0.056,
      "step": 115
    },
    {
      "epoch": 32.857142857142854,
      "step": 115,
      "total_flos": 2.895570431785304e+18,
      "train_loss": 0.030544885701459388,
      "train_runtime": 6073.1055,
      "train_samples_per_second": 1.762,
      "train_steps_per_second": 0.025
    }
  ],
  "logging_steps": 10,
  "max_steps": 150,
  "num_input_tokens_seen": 0,
  "num_train_epochs": 50,
  "save_steps": 500,
  "stateful_callbacks": {
    "EarlyStoppingCallback": {
      "args": {
        "early_stopping_patience": 5,
        "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": true
      },
      "attributes": {}
    }
  },
  "total_flos": 2.895570431785304e+18,
  "train_batch_size": 16,
  "trial_name": null,
  "trial_params": null
}