File size: 8,263 Bytes
41032c6
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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
{
  "best_global_step": null,
  "best_metric": null,
  "best_model_checkpoint": null,
  "epoch": 10.0,
  "eval_steps": 500,
  "global_step": 28560,
  "is_hyper_param_search": false,
  "is_local_process_zero": true,
  "is_world_process_zero": true,
  "log_history": [
    {
      "epoch": 0.35014005602240894,
      "grad_norm": 13124.1923828125,
      "learning_rate": 0.0005993999999999999,
      "loss": 0.6555,
      "step": 1000
    },
    {
      "epoch": 0.7002801120448179,
      "grad_norm": 9263.9365234375,
      "learning_rate": 0.0005782510885341073,
      "loss": 0.485,
      "step": 2000
    },
    {
      "epoch": 1.0,
      "eval_accuracy": 0.4941692129868049,
      "eval_loss": 1.695952296257019,
      "eval_runtime": 15.3882,
      "eval_samples_per_second": 44.45,
      "eval_steps_per_second": 1.43,
      "step": 2856
    },
    {
      "epoch": 1.050420168067227,
      "grad_norm": 8019.04931640625,
      "learning_rate": 0.0005564804063860668,
      "loss": 0.4275,
      "step": 3000
    },
    {
      "epoch": 1.4005602240896358,
      "grad_norm": 7421.74853515625,
      "learning_rate": 0.0005347097242380261,
      "loss": 0.4009,
      "step": 4000
    },
    {
      "epoch": 1.7507002801120448,
      "grad_norm": 6680.69140625,
      "learning_rate": 0.0005129390420899855,
      "loss": 0.3846,
      "step": 5000
    },
    {
      "epoch": 2.0,
      "eval_accuracy": 0.5348302262505579,
      "eval_loss": 1.5430383682250977,
      "eval_runtime": 10.493,
      "eval_samples_per_second": 65.186,
      "eval_steps_per_second": 2.097,
      "step": 5712
    },
    {
      "epoch": 2.100840336134454,
      "grad_norm": 6414.6875,
      "learning_rate": 0.0004911683599419448,
      "loss": 0.3745,
      "step": 6000
    },
    {
      "epoch": 2.450980392156863,
      "grad_norm": 6100.486328125,
      "learning_rate": 0.00046939767779390415,
      "loss": 0.3654,
      "step": 7000
    },
    {
      "epoch": 2.8011204481792715,
      "grad_norm": 6541.07275390625,
      "learning_rate": 0.00044762699564586357,
      "loss": 0.3593,
      "step": 8000
    },
    {
      "epoch": 3.0,
      "eval_accuracy": 0.5546629129902382,
      "eval_loss": 1.4664632081985474,
      "eval_runtime": 10.4709,
      "eval_samples_per_second": 65.324,
      "eval_steps_per_second": 2.101,
      "step": 8568
    },
    {
      "epoch": 3.1512605042016806,
      "grad_norm": 6968.591796875,
      "learning_rate": 0.00042585631349782287,
      "loss": 0.3535,
      "step": 9000
    },
    {
      "epoch": 3.5014005602240896,
      "grad_norm": 6259.02685546875,
      "learning_rate": 0.00040408563134978223,
      "loss": 0.3476,
      "step": 10000
    },
    {
      "epoch": 3.8515406162464987,
      "grad_norm": 5834.7548828125,
      "learning_rate": 0.0003823149492017416,
      "loss": 0.3438,
      "step": 11000
    },
    {
      "epoch": 4.0,
      "eval_accuracy": 0.5707419233014042,
      "eval_loss": 1.4174976348876953,
      "eval_runtime": 15.0661,
      "eval_samples_per_second": 45.4,
      "eval_steps_per_second": 1.46,
      "step": 11424
    },
    {
      "epoch": 4.201680672268908,
      "grad_norm": 5648.84814453125,
      "learning_rate": 0.000360544267053701,
      "loss": 0.3403,
      "step": 12000
    },
    {
      "epoch": 4.551820728291316,
      "grad_norm": 6200.31298828125,
      "learning_rate": 0.00033877358490566037,
      "loss": 0.3361,
      "step": 13000
    },
    {
      "epoch": 4.901960784313726,
      "grad_norm": 5265.44775390625,
      "learning_rate": 0.00031700290275761973,
      "loss": 0.3341,
      "step": 14000
    },
    {
      "epoch": 5.0,
      "eval_accuracy": 0.5773938270333367,
      "eval_loss": 1.3927898406982422,
      "eval_runtime": 15.378,
      "eval_samples_per_second": 44.479,
      "eval_steps_per_second": 1.431,
      "step": 14280
    },
    {
      "epoch": 5.2521008403361344,
      "grad_norm": 5555.48486328125,
      "learning_rate": 0.0002952322206095791,
      "loss": 0.3302,
      "step": 15000
    },
    {
      "epoch": 5.602240896358543,
      "grad_norm": 5694.87890625,
      "learning_rate": 0.00027346153846153845,
      "loss": 0.3271,
      "step": 16000
    },
    {
      "epoch": 5.9523809523809526,
      "grad_norm": 5353.783203125,
      "learning_rate": 0.0002516908563134978,
      "loss": 0.3252,
      "step": 17000
    },
    {
      "epoch": 6.0,
      "eval_accuracy": 0.5860970920451815,
      "eval_loss": 1.3625472784042358,
      "eval_runtime": 15.2445,
      "eval_samples_per_second": 44.869,
      "eval_steps_per_second": 1.443,
      "step": 17136
    },
    {
      "epoch": 6.302521008403361,
      "grad_norm": 5537.6591796875,
      "learning_rate": 0.00022992017416545717,
      "loss": 0.3209,
      "step": 18000
    },
    {
      "epoch": 6.652661064425771,
      "grad_norm": 5149.9501953125,
      "learning_rate": 0.00020814949201741653,
      "loss": 0.3192,
      "step": 19000
    },
    {
      "epoch": 7.0,
      "eval_accuracy": 0.5942910930293771,
      "eval_loss": 1.334036111831665,
      "eval_runtime": 15.3529,
      "eval_samples_per_second": 44.552,
      "eval_steps_per_second": 1.433,
      "step": 19992
    },
    {
      "epoch": 7.002801120448179,
      "grad_norm": 6287.0166015625,
      "learning_rate": 0.0001863788098693759,
      "loss": 0.3174,
      "step": 20000
    },
    {
      "epoch": 7.352941176470588,
      "grad_norm": 5925.09228515625,
      "learning_rate": 0.00016460812772133528,
      "loss": 0.3133,
      "step": 21000
    },
    {
      "epoch": 7.703081232492997,
      "grad_norm": 5756.06787109375,
      "learning_rate": 0.0001428374455732946,
      "loss": 0.3112,
      "step": 22000
    },
    {
      "epoch": 8.0,
      "eval_accuracy": 0.5998243325207997,
      "eval_loss": 1.3174924850463867,
      "eval_runtime": 15.3544,
      "eval_samples_per_second": 44.547,
      "eval_steps_per_second": 1.433,
      "step": 22848
    },
    {
      "epoch": 8.053221288515406,
      "grad_norm": 5942.7607421875,
      "learning_rate": 0.00012106676342525399,
      "loss": 0.3097,
      "step": 23000
    },
    {
      "epoch": 8.403361344537815,
      "grad_norm": 6329.1103515625,
      "learning_rate": 9.929608127721335e-05,
      "loss": 0.306,
      "step": 24000
    },
    {
      "epoch": 8.753501400560225,
      "grad_norm": 6101.3408203125,
      "learning_rate": 7.75253991291727e-05,
      "loss": 0.3038,
      "step": 25000
    },
    {
      "epoch": 9.0,
      "eval_accuracy": 0.6055206509424246,
      "eval_loss": 1.3009241819381714,
      "eval_runtime": 10.6137,
      "eval_samples_per_second": 64.445,
      "eval_steps_per_second": 2.073,
      "step": 25704
    },
    {
      "epoch": 9.103641456582633,
      "grad_norm": 6770.501953125,
      "learning_rate": 5.5754716981132066e-05,
      "loss": 0.3025,
      "step": 26000
    },
    {
      "epoch": 9.453781512605042,
      "grad_norm": 6355.373046875,
      "learning_rate": 3.3984034833091434e-05,
      "loss": 0.2991,
      "step": 27000
    },
    {
      "epoch": 9.803921568627452,
      "grad_norm": 5946.85693359375,
      "learning_rate": 1.2213352685050797e-05,
      "loss": 0.298,
      "step": 28000
    },
    {
      "epoch": 10.0,
      "eval_accuracy": 0.6093458532175187,
      "eval_loss": 1.288467288017273,
      "eval_runtime": 10.3972,
      "eval_samples_per_second": 65.787,
      "eval_steps_per_second": 2.116,
      "step": 28560
    },
    {
      "epoch": 10.0,
      "step": 28560,
      "total_flos": 2.387294650368e+17,
      "train_loss": 0.35219172576562363,
      "train_runtime": 24797.7753,
      "train_samples_per_second": 36.844,
      "train_steps_per_second": 1.152
    }
  ],
  "logging_steps": 1000,
  "max_steps": 28560,
  "num_input_tokens_seen": 0,
  "num_train_epochs": 10,
  "save_steps": 500,
  "stateful_callbacks": {
    "TrainerControl": {
      "args": {
        "should_epoch_stop": false,
        "should_evaluate": false,
        "should_log": false,
        "should_save": true,
        "should_training_stop": true
      },
      "attributes": {}
    }
  },
  "total_flos": 2.387294650368e+17,
  "train_batch_size": 32,
  "trial_name": null,
  "trial_params": null
}