File size: 9,704 Bytes
faaaa02
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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
{
  "best_global_step": 1260,
  "best_metric": 0.7403146899378553,
  "best_model_checkpoint": "./my_unified_model_classification_final/checkpoint-1260",
  "epoch": 1.1954459203036052,
  "eval_steps": 315,
  "global_step": 1260,
  "is_hyper_param_search": false,
  "is_local_process_zero": true,
  "is_world_process_zero": true,
  "log_history": [
    {
      "epoch": 0.04743833017077799,
      "grad_norm": 60.25,
      "learning_rate": 2.3333333333333336e-06,
      "loss": 1.0421,
      "step": 50
    },
    {
      "epoch": 0.09487666034155598,
      "grad_norm": 59.75,
      "learning_rate": 4.714285714285715e-06,
      "loss": 0.8211,
      "step": 100
    },
    {
      "epoch": 0.14231499051233396,
      "grad_norm": 41.0,
      "learning_rate": 7.095238095238096e-06,
      "loss": 0.7358,
      "step": 150
    },
    {
      "epoch": 0.18975332068311196,
      "grad_norm": 53.0,
      "learning_rate": 9.476190476190476e-06,
      "loss": 0.7224,
      "step": 200
    },
    {
      "epoch": 0.23719165085388993,
      "grad_norm": 109.5,
      "learning_rate": 9.794520547945206e-06,
      "loss": 0.6881,
      "step": 250
    },
    {
      "epoch": 0.2846299810246679,
      "grad_norm": 67.0,
      "learning_rate": 9.531085353003163e-06,
      "loss": 0.6706,
      "step": 300
    },
    {
      "epoch": 0.29886148007590135,
      "eval_accuracy": 0.6481514450180998,
      "eval_auc": 0.7337608189235229,
      "eval_f1": 0.6774035584090539,
      "eval_false_negatives": 1756,
      "eval_false_positives": 4173,
      "eval_loss": 0.6601030230522156,
      "eval_precision": 0.5986728216964801,
      "eval_recall": 0.7799774464352838,
      "eval_runtime": 565.4848,
      "eval_samples_per_second": 29.799,
      "eval_specificity": 0.5295377677564825,
      "eval_steps_per_second": 0.233,
      "eval_true_negatives": 4697,
      "eval_true_positives": 6225,
      "step": 315
    },
    {
      "epoch": 0.29886148007590135,
      "step": 315,
      "train_accuracy": 0.689,
      "train_auc": 0.7696650342487676,
      "train_f1": 0.7210762331838565,
      "train_false_negatives": 106,
      "train_false_positives": 205,
      "train_loss": 0.6076448559761047,
      "train_precision": 0.6622734761120264,
      "train_recall": 0.7913385826771654,
      "train_runtime": 33.5457,
      "train_samples_per_second": 29.81,
      "train_specificity": 0.5833333333333334,
      "train_steps_per_second": 0.238,
      "train_true_negatives": 287,
      "train_true_positives": 402
    },
    {
      "epoch": 0.33206831119544594,
      "grad_norm": 27.25,
      "learning_rate": 9.267650158061118e-06,
      "loss": 0.637,
      "step": 350
    },
    {
      "epoch": 0.3795066413662239,
      "grad_norm": 32.25,
      "learning_rate": 9.004214963119073e-06,
      "loss": 0.6261,
      "step": 400
    },
    {
      "epoch": 0.4269449715370019,
      "grad_norm": 12.6875,
      "learning_rate": 8.74077976817703e-06,
      "loss": 0.6213,
      "step": 450
    },
    {
      "epoch": 0.47438330170777987,
      "grad_norm": 10.6875,
      "learning_rate": 8.477344573234985e-06,
      "loss": 0.6218,
      "step": 500
    },
    {
      "epoch": 0.5218216318785579,
      "grad_norm": 9.75,
      "learning_rate": 8.21390937829294e-06,
      "loss": 0.6033,
      "step": 550
    },
    {
      "epoch": 0.5692599620493358,
      "grad_norm": 17.75,
      "learning_rate": 7.950474183350897e-06,
      "loss": 0.6017,
      "step": 600
    },
    {
      "epoch": 0.5977229601518027,
      "eval_accuracy": 0.6978814313690582,
      "eval_auc": 0.7703106885617717,
      "eval_f1": 0.6362272240085745,
      "eval_false_negatives": 3529,
      "eval_false_positives": 1562,
      "eval_loss": 0.589336097240448,
      "eval_precision": 0.7402726970402395,
      "eval_recall": 0.5578248339807041,
      "eval_runtime": 566.1112,
      "eval_samples_per_second": 29.766,
      "eval_specificity": 0.8239007891770012,
      "eval_steps_per_second": 0.233,
      "eval_true_negatives": 7308,
      "eval_true_positives": 4452,
      "step": 630
    },
    {
      "epoch": 0.5977229601518027,
      "step": 630,
      "train_accuracy": 0.699,
      "train_auc": 0.7801548075728242,
      "train_f1": 0.6403823178016727,
      "train_false_negatives": 209,
      "train_false_positives": 92,
      "train_loss": 0.5804136991500854,
      "train_precision": 0.7444444444444445,
      "train_recall": 0.5618448637316562,
      "train_runtime": 33.5615,
      "train_samples_per_second": 29.796,
      "train_specificity": 0.8240917782026769,
      "train_steps_per_second": 0.238,
      "train_true_negatives": 431,
      "train_true_positives": 268
    },
    {
      "epoch": 0.6166982922201139,
      "grad_norm": 65.5,
      "learning_rate": 7.687038988408853e-06,
      "loss": 0.5989,
      "step": 650
    },
    {
      "epoch": 0.6641366223908919,
      "grad_norm": 38.75,
      "learning_rate": 7.423603793466808e-06,
      "loss": 0.5827,
      "step": 700
    },
    {
      "epoch": 0.7115749525616698,
      "grad_norm": 15.25,
      "learning_rate": 7.1601685985247635e-06,
      "loss": 0.5679,
      "step": 750
    },
    {
      "epoch": 0.7590132827324478,
      "grad_norm": 31.875,
      "learning_rate": 6.896733403582719e-06,
      "loss": 0.561,
      "step": 800
    },
    {
      "epoch": 0.8064516129032258,
      "grad_norm": 24.25,
      "learning_rate": 6.633298208640675e-06,
      "loss": 0.5675,
      "step": 850
    },
    {
      "epoch": 0.8538899430740038,
      "grad_norm": 16.0,
      "learning_rate": 6.36986301369863e-06,
      "loss": 0.544,
      "step": 900
    },
    {
      "epoch": 0.896584440227704,
      "eval_accuracy": 0.7435167052400451,
      "eval_auc": 0.8127202542905241,
      "eval_f1": 0.7221293557927221,
      "eval_false_negatives": 2365,
      "eval_false_positives": 1957,
      "eval_loss": 0.5301145911216736,
      "eval_precision": 0.7415819358246402,
      "eval_recall": 0.7036712191454705,
      "eval_runtime": 565.3739,
      "eval_samples_per_second": 29.805,
      "eval_specificity": 0.7793686583990981,
      "eval_steps_per_second": 0.233,
      "eval_true_negatives": 6913,
      "eval_true_positives": 5616,
      "step": 945
    },
    {
      "epoch": 0.896584440227704,
      "step": 945,
      "train_accuracy": 0.769,
      "train_auc": 0.8395073580294321,
      "train_f1": 0.7621009268795057,
      "train_false_negatives": 129,
      "train_false_positives": 102,
      "train_loss": 0.498809278011322,
      "train_precision": 0.7838983050847458,
      "train_recall": 0.7414829659318637,
      "train_runtime": 33.5647,
      "train_samples_per_second": 29.793,
      "train_specificity": 0.7964071856287425,
      "train_steps_per_second": 0.238,
      "train_true_negatives": 399,
      "train_true_positives": 370
    },
    {
      "epoch": 0.9013282732447818,
      "grad_norm": 21.375,
      "learning_rate": 6.106427818756586e-06,
      "loss": 0.5341,
      "step": 950
    },
    {
      "epoch": 0.9487666034155597,
      "grad_norm": 17.625,
      "learning_rate": 5.8429926238145414e-06,
      "loss": 0.5227,
      "step": 1000
    },
    {
      "epoch": 0.9962049335863378,
      "grad_norm": 17.5,
      "learning_rate": 5.579557428872497e-06,
      "loss": 0.5105,
      "step": 1050
    },
    {
      "epoch": 1.0436432637571158,
      "grad_norm": 15.8125,
      "learning_rate": 5.316122233930453e-06,
      "loss": 0.4476,
      "step": 1100
    },
    {
      "epoch": 1.0910815939278937,
      "grad_norm": 36.5,
      "learning_rate": 5.05268703898841e-06,
      "loss": 0.432,
      "step": 1150
    },
    {
      "epoch": 1.1385199240986716,
      "grad_norm": 20.625,
      "learning_rate": 4.789251844046365e-06,
      "loss": 0.4303,
      "step": 1200
    },
    {
      "epoch": 1.1859582542694498,
      "grad_norm": 15.0,
      "learning_rate": 4.525816649104321e-06,
      "loss": 0.431,
      "step": 1250
    },
    {
      "epoch": 1.1954459203036052,
      "eval_accuracy": 0.7668981069372738,
      "eval_auc": 0.8454007170637932,
      "eval_f1": 0.7403146899378553,
      "eval_false_negatives": 2382,
      "eval_false_positives": 1546,
      "eval_loss": 0.49584120512008667,
      "eval_precision": 0.7836249125262421,
      "eval_recall": 0.7015411602556071,
      "eval_runtime": 565.3929,
      "eval_samples_per_second": 29.804,
      "eval_specificity": 0.8257046223224351,
      "eval_steps_per_second": 0.233,
      "eval_true_negatives": 7324,
      "eval_true_positives": 5599,
      "step": 1260
    },
    {
      "epoch": 1.1954459203036052,
      "step": 1260,
      "train_accuracy": 0.816,
      "train_auc": 0.8946033653846154,
      "train_f1": 0.7960088691796009,
      "train_false_negatives": 121,
      "train_false_positives": 63,
      "train_loss": 0.4144395887851715,
      "train_precision": 0.8507109004739336,
      "train_recall": 0.7479166666666667,
      "train_runtime": 33.5611,
      "train_samples_per_second": 29.796,
      "train_specificity": 0.8788461538461538,
      "train_steps_per_second": 0.238,
      "train_true_negatives": 457,
      "train_true_positives": 359
    }
  ],
  "logging_steps": 50,
  "max_steps": 2108,
  "num_input_tokens_seen": 0,
  "num_train_epochs": 2,
  "save_steps": 315,
  "stateful_callbacks": {
    "TrainerControl": {
      "args": {
        "should_epoch_stop": false,
        "should_evaluate": false,
        "should_log": false,
        "should_save": true,
        "should_training_stop": false
      },
      "attributes": {}
    }
  },
  "total_flos": 6.910430163889029e+18,
  "train_batch_size": 128,
  "trial_name": null,
  "trial_params": null
}