File size: 9,362 Bytes
5df4032
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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
{
  "best_metric": 0.6984126984126984,
  "best_model_checkpoint": "vit-base-patch16-224/checkpoint-245",
  "epoch": 10.0,
  "eval_steps": 500,
  "global_step": 350,
  "is_hyper_param_search": false,
  "is_local_process_zero": true,
  "is_world_process_zero": true,
  "log_history": [
    {
      "epoch": 0.2857142857142857,
      "grad_norm": 6.601813793182373,
      "learning_rate": 1.4285714285714286e-06,
      "loss": 0.785,
      "step": 10
    },
    {
      "epoch": 0.5714285714285714,
      "grad_norm": 5.436784267425537,
      "learning_rate": 2.8571428571428573e-06,
      "loss": 0.7224,
      "step": 20
    },
    {
      "epoch": 0.8571428571428571,
      "grad_norm": 5.551754474639893,
      "learning_rate": 4.2857142857142855e-06,
      "loss": 0.6893,
      "step": 30
    },
    {
      "epoch": 1.0,
      "eval_accuracy": 0.4126984126984127,
      "eval_loss": 0.7319461703300476,
      "eval_runtime": 12.0068,
      "eval_samples_per_second": 5.247,
      "eval_steps_per_second": 1.333,
      "step": 35
    },
    {
      "epoch": 1.1428571428571428,
      "grad_norm": 7.985645294189453,
      "learning_rate": 4.920634920634921e-06,
      "loss": 0.7348,
      "step": 40
    },
    {
      "epoch": 1.4285714285714286,
      "grad_norm": 4.910062313079834,
      "learning_rate": 4.761904761904762e-06,
      "loss": 0.7049,
      "step": 50
    },
    {
      "epoch": 1.7142857142857144,
      "grad_norm": 4.96162223815918,
      "learning_rate": 4.603174603174604e-06,
      "loss": 0.7185,
      "step": 60
    },
    {
      "epoch": 2.0,
      "grad_norm": 7.957433223724365,
      "learning_rate": 4.444444444444444e-06,
      "loss": 0.702,
      "step": 70
    },
    {
      "epoch": 2.0,
      "eval_accuracy": 0.5238095238095238,
      "eval_loss": 0.686264157295227,
      "eval_runtime": 10.8952,
      "eval_samples_per_second": 5.782,
      "eval_steps_per_second": 1.469,
      "step": 70
    },
    {
      "epoch": 2.2857142857142856,
      "grad_norm": 5.780089378356934,
      "learning_rate": 4.2857142857142855e-06,
      "loss": 0.6473,
      "step": 80
    },
    {
      "epoch": 2.571428571428571,
      "grad_norm": 3.8612518310546875,
      "learning_rate": 4.126984126984127e-06,
      "loss": 0.6843,
      "step": 90
    },
    {
      "epoch": 2.857142857142857,
      "grad_norm": 5.266788482666016,
      "learning_rate": 3.968253968253968e-06,
      "loss": 0.6644,
      "step": 100
    },
    {
      "epoch": 3.0,
      "eval_accuracy": 0.5873015873015873,
      "eval_loss": 0.6796107888221741,
      "eval_runtime": 10.7178,
      "eval_samples_per_second": 5.878,
      "eval_steps_per_second": 1.493,
      "step": 105
    },
    {
      "epoch": 3.142857142857143,
      "grad_norm": 4.334442615509033,
      "learning_rate": 3.80952380952381e-06,
      "loss": 0.6628,
      "step": 110
    },
    {
      "epoch": 3.4285714285714284,
      "grad_norm": 4.810235500335693,
      "learning_rate": 3.6507936507936507e-06,
      "loss": 0.6903,
      "step": 120
    },
    {
      "epoch": 3.7142857142857144,
      "grad_norm": 7.596153736114502,
      "learning_rate": 3.492063492063492e-06,
      "loss": 0.6859,
      "step": 130
    },
    {
      "epoch": 4.0,
      "grad_norm": 8.868383407592773,
      "learning_rate": 3.3333333333333333e-06,
      "loss": 0.645,
      "step": 140
    },
    {
      "epoch": 4.0,
      "eval_accuracy": 0.5714285714285714,
      "eval_loss": 0.6722006797790527,
      "eval_runtime": 10.7432,
      "eval_samples_per_second": 5.864,
      "eval_steps_per_second": 1.489,
      "step": 140
    },
    {
      "epoch": 4.285714285714286,
      "grad_norm": 4.674743175506592,
      "learning_rate": 3.1746031746031746e-06,
      "loss": 0.6336,
      "step": 150
    },
    {
      "epoch": 4.571428571428571,
      "grad_norm": 5.1306023597717285,
      "learning_rate": 3.015873015873016e-06,
      "loss": 0.6607,
      "step": 160
    },
    {
      "epoch": 4.857142857142857,
      "grad_norm": 5.9358015060424805,
      "learning_rate": 2.8571428571428573e-06,
      "loss": 0.6455,
      "step": 170
    },
    {
      "epoch": 5.0,
      "eval_accuracy": 0.6507936507936508,
      "eval_loss": 0.6544514298439026,
      "eval_runtime": 10.8969,
      "eval_samples_per_second": 5.781,
      "eval_steps_per_second": 1.468,
      "step": 175
    },
    {
      "epoch": 5.142857142857143,
      "grad_norm": 4.706002712249756,
      "learning_rate": 2.6984126984126986e-06,
      "loss": 0.6039,
      "step": 180
    },
    {
      "epoch": 5.428571428571429,
      "grad_norm": 5.049504280090332,
      "learning_rate": 2.53968253968254e-06,
      "loss": 0.6881,
      "step": 190
    },
    {
      "epoch": 5.714285714285714,
      "grad_norm": 4.565422534942627,
      "learning_rate": 2.380952380952381e-06,
      "loss": 0.5841,
      "step": 200
    },
    {
      "epoch": 6.0,
      "grad_norm": 5.591720104217529,
      "learning_rate": 2.222222222222222e-06,
      "loss": 0.6456,
      "step": 210
    },
    {
      "epoch": 6.0,
      "eval_accuracy": 0.6507936507936508,
      "eval_loss": 0.6535508036613464,
      "eval_runtime": 10.8606,
      "eval_samples_per_second": 5.801,
      "eval_steps_per_second": 1.473,
      "step": 210
    },
    {
      "epoch": 6.285714285714286,
      "grad_norm": 5.09126091003418,
      "learning_rate": 2.0634920634920634e-06,
      "loss": 0.6349,
      "step": 220
    },
    {
      "epoch": 6.571428571428571,
      "grad_norm": 4.8962812423706055,
      "learning_rate": 1.904761904761905e-06,
      "loss": 0.5735,
      "step": 230
    },
    {
      "epoch": 6.857142857142857,
      "grad_norm": 4.864034175872803,
      "learning_rate": 1.746031746031746e-06,
      "loss": 0.6745,
      "step": 240
    },
    {
      "epoch": 7.0,
      "eval_accuracy": 0.6984126984126984,
      "eval_loss": 0.6463457942008972,
      "eval_runtime": 10.8225,
      "eval_samples_per_second": 5.821,
      "eval_steps_per_second": 1.478,
      "step": 245
    },
    {
      "epoch": 7.142857142857143,
      "grad_norm": 7.017258167266846,
      "learning_rate": 1.5873015873015873e-06,
      "loss": 0.6431,
      "step": 250
    },
    {
      "epoch": 7.428571428571429,
      "grad_norm": 4.79843282699585,
      "learning_rate": 1.4285714285714286e-06,
      "loss": 0.6164,
      "step": 260
    },
    {
      "epoch": 7.714285714285714,
      "grad_norm": 6.843749523162842,
      "learning_rate": 1.26984126984127e-06,
      "loss": 0.644,
      "step": 270
    },
    {
      "epoch": 8.0,
      "grad_norm": 5.495963096618652,
      "learning_rate": 1.111111111111111e-06,
      "loss": 0.6369,
      "step": 280
    },
    {
      "epoch": 8.0,
      "eval_accuracy": 0.6666666666666666,
      "eval_loss": 0.6524515748023987,
      "eval_runtime": 11.0752,
      "eval_samples_per_second": 5.688,
      "eval_steps_per_second": 1.445,
      "step": 280
    },
    {
      "epoch": 8.285714285714286,
      "grad_norm": 7.264893531799316,
      "learning_rate": 9.523809523809525e-07,
      "loss": 0.6661,
      "step": 290
    },
    {
      "epoch": 8.571428571428571,
      "grad_norm": 3.773362636566162,
      "learning_rate": 7.936507936507937e-07,
      "loss": 0.607,
      "step": 300
    },
    {
      "epoch": 8.857142857142858,
      "grad_norm": 6.338254451751709,
      "learning_rate": 6.34920634920635e-07,
      "loss": 0.6012,
      "step": 310
    },
    {
      "epoch": 9.0,
      "eval_accuracy": 0.6984126984126984,
      "eval_loss": 0.6485763788223267,
      "eval_runtime": 10.9179,
      "eval_samples_per_second": 5.77,
      "eval_steps_per_second": 1.465,
      "step": 315
    },
    {
      "epoch": 9.142857142857142,
      "grad_norm": 5.557713031768799,
      "learning_rate": 4.7619047619047623e-07,
      "loss": 0.625,
      "step": 320
    },
    {
      "epoch": 9.428571428571429,
      "grad_norm": 5.070873737335205,
      "learning_rate": 3.174603174603175e-07,
      "loss": 0.6012,
      "step": 330
    },
    {
      "epoch": 9.714285714285714,
      "grad_norm": 6.369267463684082,
      "learning_rate": 1.5873015873015874e-07,
      "loss": 0.6237,
      "step": 340
    },
    {
      "epoch": 10.0,
      "grad_norm": 8.102092742919922,
      "learning_rate": 0.0,
      "loss": 0.6219,
      "step": 350
    },
    {
      "epoch": 10.0,
      "eval_accuracy": 0.6984126984126984,
      "eval_loss": 0.646605372428894,
      "eval_runtime": 11.2095,
      "eval_samples_per_second": 5.62,
      "eval_steps_per_second": 1.427,
      "step": 350
    },
    {
      "epoch": 10.0,
      "step": 350,
      "total_flos": 4.3240530204942336e+17,
      "train_loss": 0.6562235273633684,
      "train_runtime": 1176.6645,
      "train_samples_per_second": 4.742,
      "train_steps_per_second": 0.297
    }
  ],
  "logging_steps": 10,
  "max_steps": 350,
  "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": 4.3240530204942336e+17,
  "train_batch_size": 4,
  "trial_name": null,
  "trial_params": null
}