File size: 24,118 Bytes
d1b306f
 
 
 
 
 
 
 
 
 
 
 
 
499676b
d1b306f
 
 
 
 
 
f7be570
 
 
 
 
 
 
 
d1b306f
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
f7be570
d1b306f
 
 
 
 
 
f7be570
 
d1b306f
 
 
2ba6a2b
d1b306f
 
 
 
 
f7be570
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
d1b306f
 
 
 
 
 
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
---
base_model: gpt2
library_name: Distily
license: mit
tags:
- bitnet
- 1.58b
- generated_from_trainer
model-index:
- name: distily_bitnet_gpt2
  results: []
---

# distily_bitnet_gpt2

This student model is distilled from the teacher model [gpt2](https://huggingface.co/gpt2) using the dataset (unspecified).

The [Distily](https://github.com/lapp0/distily) library was used for this distillation.

It achieves the following results on the evaluation set:
- eval_enwikippl: 60.25
- eval_frwikippl: 197.0
- eval_zhwikippl: 105.5
- eval_tinystoriesppl: 45.5
- eval_loss: 0.3768
- eval_runtime: 119.4949
- eval_samples_per_second: 83.686
- eval_steps_per_second: 10.461

<!-- This model card has been generated automatically according to the information the Trainer had access to. You
should probably proofread and complete it, then remove this comment.

## Model description

More information needed

## Intended uses & limitations

More information needed

## Training and evaluation data

More information needed
-->

## Training procedure

### Training hyperparameters

The following hyperparameters were used during training:
- distillation_objective: DistillationObjective(logits_loss_component=LossComponent(label=logits, weight=1, loss_fn=kl, layer_mapper=None, projector=None), hs_loss_component=LossComponent(label=hs, weight=0, loss_fn=None, layer_mapper=None, projector=None), attn_loss_component=LossComponent(label=attn, weight=0, loss_fn=None, layer_mapper=None, projector=None))
- train_embeddings: True
- learning_rate: 0.0001
- train_batch_size: 4
- eval_batch_size: 8
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: constant
- lr_scheduler_warmup_ratio: 0.2
- num_epochs: 1.0

### Resource Usage
Peak GPU Memory: 7.7840 GB

### Eval-Phase Metrics
| step | epoch | enwikippl | frwikippl | loss | runtime | samples_per_second | steps_per_second | tinystoriesppl | zhwikippl |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| **teacher eval** |  | 43.25 | 61.25 |  |  |  |  | 11.6875 | 19.125 |
| 0 | 0 | 1391569403904.0 | 152832116260864.0 | 21.0049 | 119.2908 | 83.829 | 10.479 | 2919235584.0 | 51951924412416.0 |
| 1000 | 0.0040 | 316.0 | 1464.0 | 1.3122 | 119.4245 | 83.735 | 10.467 | 264.0 | 278.0 |
| 2000 | 0.0081 | 229.0 | 800.0 | 1.1403 | 119.4259 | 83.734 | 10.467 | 195.0 | 182.0 |
| 3000 | 0.0121 | 185.0 | 608.0 | 1.0104 | 119.5923 | 83.617 | 10.452 | 169.0 | 169.0 |
| 4000 | 0.0162 | 159.0 | 520.0 | 0.9254 | 119.3483 | 83.788 | 10.474 | 133.0 | 188.0 |
| 5000 | 0.0202 | 137.0 | 424.0 | 0.8455 | 119.5965 | 83.615 | 10.452 | 115.0 | 174.0 |
| 6000 | 0.0242 | 122.5 | 450.0 | 0.7877 | 119.2948 | 83.826 | 10.478 | 98.5 | 210.0 |
| 7000 | 0.0283 | 111.0 | 416.0 | 0.7373 | 119.4795 | 83.696 | 10.462 | 91.0 | 153.0 |
| 8000 | 0.0323 | 101.5 | 404.0 | 0.6874 | 119.4413 | 83.723 | 10.465 | 81.0 | 176.0 |
| 9000 | 0.0364 | 91.0 | 378.0 | 0.6340 | 119.6875 | 83.551 | 10.444 | 78.5 | 140.0 |
| 10000 | 0.0404 | 85.5 | 342.0 | 0.5890 | 119.4852 | 83.692 | 10.462 | 71.5 | 123.5 |
| 11000 | 0.0444 | 80.0 | 318.0 | 0.5502 | 119.6263 | 83.594 | 10.449 | 66.0 | 157.0 |
| 12000 | 0.0485 | 75.5 | 284.0 | 0.5330 | 119.4136 | 83.743 | 10.468 | 62.0 | 117.5 |
| 13000 | 0.0525 | 72.0 | 247.0 | 0.5070 | 120.1015 | 83.263 | 10.408 | 62.75 | 125.5 |
| 14000 | 0.0566 | 72.0 | 240.0 | 0.4882 | 119.3335 | 83.799 | 10.475 | 58.0 | 127.0 |
| 15000 | 0.0606 | 73.0 | 221.0 | 0.4788 | 119.5948 | 83.616 | 10.452 | 57.5 | 197.0 |
| 16000 | 0.0646 | 69.5 | 230.0 | 0.4683 | 119.3756 | 83.769 | 10.471 | 57.0 | 137.0 |
| 17000 | 0.0687 | 69.0 | 237.0 | 0.4645 | 119.5417 | 83.653 | 10.457 | 55.75 | 73.0 |
| 18000 | 0.0727 | 68.5 | 217.0 | 0.4486 | 119.5671 | 83.635 | 10.454 | 51.5 | 98.5 |
| 19000 | 0.0768 | 70.0 | 231.0 | 0.4478 | 119.492 | 83.688 | 10.461 | 53.75 | 134.0 |
| 20000 | 0.0808 | 67.5 | 258.0 | 0.4461 | 119.4815 | 83.695 | 10.462 | 56.0 | 344.0 |
| 21000 | 0.0848 | 66.5 | 208.0 | 0.4358 | 119.4818 | 83.695 | 10.462 | 52.5 | 152.0 |
| 22000 | 0.0889 | 65.5 | 223.0 | 0.4335 | 119.4312 | 83.73 | 10.466 | 52.25 | 125.5 |
| 23000 | 0.0929 | 64.5 | 215.0 | 0.4274 | 119.7735 | 83.491 | 10.436 | 53.0 | 89.0 |
| 24000 | 0.0970 | 67.5 | 202.0 | 0.4228 | 119.3429 | 83.792 | 10.474 | 51.5 | 167.0 |
| 25000 | 0.1010 | 65.0 | 207.0 | 0.4228 | 119.4493 | 83.718 | 10.465 | 48.25 | 129.0 |
| 26000 | 0.1051 | 64.5 | 220.0 | 0.4226 | 119.5142 | 83.672 | 10.459 | 49.25 | 108.5 |
| 27000 | 0.1091 | 66.5 | 225.0 | 0.4135 | 119.5977 | 83.614 | 10.452 | 50.25 | 87.5 |
| 28000 | 0.1131 | 65.0 | 238.0 | 0.4187 | 119.4733 | 83.701 | 10.463 | 50.25 | 151.0 |
| 29000 | 0.1172 | 61.75 | 202.0 | 0.4126 | 119.6449 | 83.581 | 10.448 | 51.25 | 113.0 |
| 30000 | 0.1212 | 63.0 | 208.0 | 0.4097 | 119.4007 | 83.752 | 10.469 | 47.25 | 115.5 |
| 31000 | 0.1253 | 64.0 | 202.0 | 0.4078 | 119.804 | 83.47 | 10.434 | 50.25 | 165.0 |
| 32000 | 0.1293 | 64.0 | 203.0 | 0.4047 | 119.6394 | 83.584 | 10.448 | 48.75 | 142.0 |
| 33000 | 0.1333 | 61.0 | 227.0 | 0.4063 | 120.1224 | 83.248 | 10.406 | 48.75 | 80.0 |
| 34000 | 0.1374 | 61.5 | 201.0 | 0.4055 | 119.3472 | 83.789 | 10.474 | 47.25 | 144.0 |
| 35000 | 0.1414 | 65.0 | 205.0 | 0.4094 | 119.8662 | 83.426 | 10.428 | 48.75 | 137.0 |
| 36000 | 0.1455 | 66.0 | 205.0 | 0.4011 | 120.0687 | 83.286 | 10.411 | 48.75 | 95.5 |
| 37000 | 0.1495 | 65.0 | 202.0 | 0.4014 | 119.9716 | 83.353 | 10.419 | 49.25 | 132.0 |
| 38000 | 0.1535 | 64.0 | 213.0 | 0.4048 | 119.9711 | 83.353 | 10.419 | 47.0 | 193.0 |
| 39000 | 0.1576 | 61.25 | 224.0 | 0.4045 | 120.0075 | 83.328 | 10.416 | 46.75 | 134.0 |
| 40000 | 0.1616 | 62.25 | 196.0 | 0.3951 | 119.6212 | 83.597 | 10.45 | 46.0 | 113.5 |
| 41000 | 0.1657 | 64.5 | 220.0 | 0.4073 | 120.0286 | 83.313 | 10.414 | 47.25 | 149.0 |
| 42000 | 0.1697 | 62.5 | 201.0 | 0.3949 | 119.865 | 83.427 | 10.428 | 47.75 | 139.0 |
| 43000 | 0.1737 | 65.5 | 218.0 | 0.3990 | 119.7175 | 83.53 | 10.441 | 49.0 | 138.0 |
| 44000 | 0.1778 | 61.5 | 205.0 | 0.3963 | 119.7386 | 83.515 | 10.439 | 46.0 | 100.0 |
| 45000 | 0.1818 | 61.75 | 191.0 | 0.3996 | 120.0236 | 83.317 | 10.415 | 46.75 | 188.0 |
| 46000 | 0.1859 | 62.25 | 192.0 | 0.3951 | 119.5599 | 83.64 | 10.455 | 46.0 | 119.0 |
| 47000 | 0.1899 | 62.75 | 193.0 | 0.3968 | 119.5258 | 83.664 | 10.458 | 46.5 | 156.0 |
| 48000 | 0.1939 | 62.25 | 191.0 | 0.3894 | 119.9285 | 83.383 | 10.423 | 46.75 | 137.0 |
| 49000 | 0.1980 | 63.75 | 205.0 | 0.3900 | 119.9251 | 83.385 | 10.423 | 45.5 | 110.5 |
| 50000 | 0.2020 | 64.5 | 189.0 | 0.3950 | 119.6096 | 83.605 | 10.451 | 45.5 | 104.0 |
| 51000 | 0.2061 | 62.25 | 191.0 | 0.3918 | 119.568 | 83.634 | 10.454 | 45.75 | 103.5 |
| 52000 | 0.2101 | 63.75 | 186.0 | 0.3880 | 119.7111 | 83.534 | 10.442 | 46.5 | 115.0 |
| 53000 | 0.2141 | 62.0 | 199.0 | 0.3951 | 119.6976 | 83.544 | 10.443 | 48.75 | 123.0 |
| 54000 | 0.2182 | 61.5 | 189.0 | 0.3930 | 119.6308 | 83.591 | 10.449 | 44.5 | 191.0 |
| 55000 | 0.2222 | 60.5 | 196.0 | 0.3904 | 119.8999 | 83.403 | 10.425 | 48.25 | 148.0 |
| 56000 | 0.2263 | 61.25 | 223.0 | 0.3930 | 119.3067 | 83.818 | 10.477 | 46.5 | 132.0 |
| 57000 | 0.2303 | 61.25 | 196.0 | 0.3869 | 119.6246 | 83.595 | 10.449 | 46.5 | 145.0 |
| 58000 | 0.2343 | 61.75 | 196.0 | 0.3902 | 119.5228 | 83.666 | 10.458 | 44.25 | 163.0 |
| 59000 | 0.2384 | 61.25 | 195.0 | 0.3883 | 119.7394 | 83.515 | 10.439 | 45.75 | 131.0 |
| 60000 | 0.2424 | 62.25 | 198.0 | 0.3864 | 119.5742 | 83.63 | 10.454 | 47.0 | 159.0 |
| 61000 | 0.2465 | 60.5 | 192.0 | 0.3876 | 119.8064 | 83.468 | 10.434 | 47.0 | 113.0 |
| 62000 | 0.2505 | 63.0 | 208.0 | 0.3915 | 119.4153 | 83.741 | 10.468 | 46.0 | 152.0 |
| 63000 | 0.2545 | 61.5 | 189.0 | 0.3851 | 120.097 | 83.266 | 10.408 | 44.25 | 114.5 |
| 64000 | 0.2586 | 62.25 | 202.0 | 0.3850 | 119.5037 | 83.679 | 10.46 | 44.5 | 173.0 |
| 65000 | 0.2626 | 65.0 | 204.0 | 0.3852 | 119.7043 | 83.539 | 10.442 | 44.75 | 155.0 |
| 66000 | 0.2667 | 65.5 | 203.0 | 0.3834 | 119.7096 | 83.535 | 10.442 | 49.25 | 241.0 |
| 67000 | 0.2707 | 62.0 | 215.0 | 0.3827 | 119.9434 | 83.373 | 10.422 | 44.5 | 125.5 |
| 68000 | 0.2747 | 64.5 | 205.0 | 0.3874 | 119.7232 | 83.526 | 10.441 | 46.75 | 94.0 |
| 69000 | 0.2788 | 60.25 | 217.0 | 0.3852 | 119.6701 | 83.563 | 10.445 | 46.75 | 127.5 |
| 70000 | 0.2828 | 61.75 | 206.0 | 0.3816 | 119.6845 | 83.553 | 10.444 | 46.25 | 97.0 |
| 71000 | 0.2869 | 61.25 | 198.0 | 0.3802 | 119.5798 | 83.626 | 10.453 | 44.0 | 86.5 |
| 72000 | 0.2909 | 60.5 | 184.0 | 0.3809 | 119.6483 | 83.578 | 10.447 | 44.5 | 84.0 |
| 73000 | 0.2949 | 61.25 | 182.0 | 0.3843 | 119.8145 | 83.462 | 10.433 | 47.25 | 233.0 |
| 74000 | 0.2990 | 60.25 | 200.0 | 0.3829 | 119.6185 | 83.599 | 10.45 | 45.5 | 170.0 |
| 75000 | 0.3030 | 64.0 | 209.0 | 0.3849 | 119.964 | 83.358 | 10.42 | 47.0 | 121.5 |
| 76000 | 0.3071 | 62.5 | 185.0 | 0.3763 | 119.5942 | 83.616 | 10.452 | 45.75 | 182.0 |
| 77000 | 0.3111 | 62.0 | 198.0 | 0.3845 | 119.8226 | 83.457 | 10.432 | 45.75 | 133.0 |
| 78000 | 0.3152 | 61.75 | 195.0 | 0.3804 | 119.4829 | 83.694 | 10.462 | 46.5 | 145.0 |
| 79000 | 0.3192 | 62.75 | 204.0 | 0.3818 | 119.7536 | 83.505 | 10.438 | 46.25 | 75.5 |
| 80000 | 0.3232 | 63.75 | 208.0 | 0.3821 | 119.5149 | 83.672 | 10.459 | 48.5 | 221.0 |
| 81000 | 0.3273 | 63.75 | 197.0 | 0.3831 | 119.7777 | 83.488 | 10.436 | 48.0 | 244.0 |
| 82000 | 0.3313 | 62.0 | 206.0 | 0.3798 | 119.4957 | 83.685 | 10.461 | 45.25 | 84.5 |
| 83000 | 0.3354 | 61.5 | 207.0 | 0.3793 | 119.7781 | 83.488 | 10.436 | 46.25 | 111.5 |
| 84000 | 0.3394 | 62.25 | 212.0 | 0.3838 | 119.5784 | 83.627 | 10.453 | 47.25 | 111.0 |
| 85000 | 0.3434 | 65.0 | 200.0 | 0.3797 | 119.7835 | 83.484 | 10.435 | 45.75 | 155.0 |
| 86000 | 0.3475 | 63.0 | 200.0 | 0.3831 | 119.5894 | 83.619 | 10.452 | 44.5 | 138.0 |
| 87000 | 0.3515 | 61.0 | 193.0 | 0.3845 | 119.7299 | 83.521 | 10.44 | 45.75 | 131.0 |
| 88000 | 0.3556 | 61.25 | 209.0 | 0.3815 | 119.5304 | 83.661 | 10.458 | 44.25 | 175.0 |
| 89000 | 0.3596 | 61.0 | 180.0 | 0.3785 | 119.7064 | 83.538 | 10.442 | 46.25 | 129.0 |
| 90000 | 0.3636 | 62.25 | 214.0 | 0.3781 | 119.5581 | 83.641 | 10.455 | 44.25 | 84.5 |
| 91000 | 0.3677 | 60.0 | 179.0 | 0.3719 | 119.8694 | 83.424 | 10.428 | 42.75 | 109.5 |
| 92000 | 0.3717 | 63.25 | 194.0 | 0.3835 | 119.4686 | 83.704 | 10.463 | 46.25 | 130.0 |
| 93000 | 0.3758 | 62.75 | 190.0 | 0.3791 | 119.8026 | 83.471 | 10.434 | 46.5 | 147.0 |
| 94000 | 0.3798 | 61.5 | 246.0 | 0.3833 | 119.4626 | 83.708 | 10.464 | 46.75 | 106.0 |
| 95000 | 0.3838 | 62.0 | 210.0 | 0.3833 | 119.5775 | 83.628 | 10.453 | 45.25 | 141.0 |
| 96000 | 0.3879 | 58.75 | 207.0 | 0.3829 | 119.501 | 83.681 | 10.46 | 46.5 | 102.0 |
| 97000 | 0.3919 | 61.5 | 199.0 | 0.3825 | 119.9706 | 83.354 | 10.419 | 47.0 | 121.5 |
| 98000 | 0.3960 | 62.5 | 213.0 | 0.3791 | 119.7509 | 83.507 | 10.438 | 46.5 | 228.0 |
| 99000 | 0.4 | 60.25 | 197.0 | 0.3768 | 119.4949 | 83.686 | 10.461 | 45.5 | 105.5 |
| 100000 | 0.4040 | 61.75 | 218.0 | 0.3827 | 119.5924 | 83.617 | 10.452 | 45.25 | 302.0 |
| 101000 | 0.4081 | 61.25 | 202.0 | 0.3804 | 119.5839 | 83.623 | 10.453 | 46.75 | 128.0 |
| 102000 | 0.4121 | 62.5 | 191.0 | 0.3767 | 119.5413 | 83.653 | 10.457 | 45.5 | 140.0 |
| 103000 | 0.4162 | 60.75 | 192.0 | 0.3782 | 119.9597 | 83.361 | 10.42 | 46.25 | 88.5 |
| 104000 | 0.4202 | 63.25 | 208.0 | 0.3788 | 119.3862 | 83.762 | 10.47 | 43.75 | 123.0 |
| 105000 | 0.4242 | 60.25 | 177.0 | 0.3715 | 119.8313 | 83.451 | 10.431 | 43.5 | 133.0 |
| 106000 | 0.4283 | 64.0 | 204.0 | 0.3845 | 119.8117 | 83.464 | 10.433 | 43.0 | 98.5 |
| 107000 | 0.4323 | 60.25 | 192.0 | 0.3748 | 119.4944 | 83.686 | 10.461 | 45.75 | 140.0 |
| 108000 | 0.4364 | 62.25 | 206.0 | 0.3731 | 119.4119 | 83.744 | 10.468 | 42.5 | 96.5 |
| 109000 | 0.4404 | 60.75 | 217.0 | 0.3763 | 119.6322 | 83.59 | 10.449 | 44.25 | 129.0 |
| 110000 | 0.4444 | 62.75 | 204.0 | 0.3750 | 119.5341 | 83.658 | 10.457 | 47.5 | 102.0 |
| 111000 | 0.4485 | 60.25 | 187.0 | 0.3758 | 119.5253 | 83.664 | 10.458 | 44.5 | 92.5 |
| 112000 | 0.4525 | 61.5 | 191.0 | 0.3819 | 119.5932 | 83.617 | 10.452 | 46.75 | 118.0 |
| 113000 | 0.4566 | 62.0 | 220.0 | 0.3811 | 119.6275 | 83.593 | 10.449 | 45.5 | 151.0 |
| 114000 | 0.4606 | 62.5 | 204.0 | 0.3758 | 119.4174 | 83.74 | 10.467 | 45.25 | 132.0 |
| 115000 | 0.4646 | 63.5 | 210.0 | 0.3753 | 119.8784 | 83.418 | 10.427 | 45.75 | 118.5 |
| 116000 | 0.4687 | 62.5 | 189.0 | 0.3816 | 119.3948 | 83.756 | 10.469 | 42.75 | 68.5 |
| 117000 | 0.4727 | 60.0 | 200.0 | 0.3803 | 119.6297 | 83.591 | 10.449 | 47.25 | 122.5 |
| 118000 | 0.4768 | 62.75 | 216.0 | 0.3716 | 119.5222 | 83.666 | 10.458 | 45.0 | 221.0 |
| 119000 | 0.4808 | 61.25 | 203.0 | 0.3789 | 119.6407 | 83.584 | 10.448 | 45.5 | 138.0 |
| 120000 | 0.4848 | 61.0 | 204.0 | 0.3801 | 119.4345 | 83.728 | 10.466 | 44.0 | 192.0 |
| 121000 | 0.4889 | 60.25 | 193.0 | 0.3764 | 119.5113 | 83.674 | 10.459 | 46.75 | 110.0 |
| 122000 | 0.4929 | 62.0 | 194.0 | 0.3713 | 119.3661 | 83.776 | 10.472 | 44.75 | 90.0 |
| 123000 | 0.4970 | 62.25 | 196.0 | 0.3738 | 119.664 | 83.567 | 10.446 | 45.25 | 216.0 |
| 124000 | 0.5010 | 63.0 | 200.0 | 0.3766 | 119.3724 | 83.771 | 10.471 | 45.0 | 122.0 |
| 125000 | 0.5051 | 63.0 | 216.0 | 0.3802 | 119.8228 | 83.457 | 10.432 | 43.75 | 101.0 |
| 126000 | 0.5091 | 62.25 | 201.0 | 0.3797 | 119.3712 | 83.772 | 10.472 | 41.75 | 144.0 |
| 127000 | 0.5131 | 61.75 | 190.0 | 0.3692 | 119.8775 | 83.418 | 10.427 | 46.5 | 189.0 |
| 128000 | 0.5172 | 62.5 | 218.0 | 0.3726 | 119.4768 | 83.698 | 10.462 | 43.25 | 108.0 |
| 129000 | 0.5212 | 62.25 | 200.0 | 0.3772 | 119.4392 | 83.725 | 10.466 | 43.0 | 179.0 |
| 130000 | 0.5253 | 61.25 | 197.0 | 0.3756 | 119.5936 | 83.617 | 10.452 | 46.0 | 150.0 |
| 131000 | 0.5293 | 61.75 | 202.0 | 0.3773 | 119.7616 | 83.499 | 10.437 | 45.5 | 110.5 |
| 132000 | 0.5333 | 60.25 | 208.0 | 0.3755 | 119.6597 | 83.57 | 10.446 | 45.0 | 108.0 |
| 133000 | 0.5374 | 61.0 | 216.0 | 0.3811 | 119.8666 | 83.426 | 10.428 | 43.25 | 200.0 |
| 134000 | 0.5414 | 63.5 | 210.0 | 0.3782 | 119.4305 | 83.731 | 10.466 | 44.25 | 141.0 |
| 135000 | 0.5455 | 62.25 | 196.0 | 0.3761 | 119.5947 | 83.616 | 10.452 | 46.25 | 84.0 |
| 136000 | 0.5495 | 62.75 | 189.0 | 0.3822 | 119.566 | 83.636 | 10.454 | 45.75 | 229.0 |
| 137000 | 0.5535 | 60.75 | 206.0 | 0.3765 | 119.6759 | 83.559 | 10.445 | 45.0 | 166.0 |
| 138000 | 0.5576 | 60.75 | 198.0 | 0.3765 | 119.5901 | 83.619 | 10.452 | 46.0 | 286.0 |
| 139000 | 0.5616 | 63.0 | 200.0 | 0.3845 | 119.8562 | 83.433 | 10.429 | 45.75 | 304.0 |
| 140000 | 0.5657 | 61.0 | 198.0 | 0.3744 | 119.5 | 83.682 | 10.46 | 44.75 | 98.0 |
| 141000 | 0.5697 | 63.75 | 193.0 | 0.3753 | 119.5173 | 83.67 | 10.459 | 47.0 | 106.0 |
| 142000 | 0.5737 | 60.5 | 201.0 | 0.3719 | 119.641 | 83.583 | 10.448 | 45.0 | 193.0 |
| 143000 | 0.5778 | 60.75 | 185.0 | 0.3779 | 120.0007 | 83.333 | 10.417 | 45.5 | 135.0 |
| 144000 | 0.5818 | 62.25 | 204.0 | 0.3785 | 119.4551 | 83.713 | 10.464 | 45.75 | 200.0 |
| 145000 | 0.5859 | 61.5 | 219.0 | 0.3786 | 119.7355 | 83.517 | 10.44 | 44.75 | 106.5 |
| 146000 | 0.5899 | 64.5 | 194.0 | 0.3764 | 119.4362 | 83.727 | 10.466 | 46.75 | 151.0 |
| 147000 | 0.5939 | 62.0 | 183.0 | 0.3692 | 119.7765 | 83.489 | 10.436 | 45.5 | 126.0 |
| 148000 | 0.5980 | 61.5 | 197.0 | 0.3721 | 119.484 | 83.693 | 10.462 | 46.0 | 89.5 |
| 149000 | 0.6020 | 61.75 | 212.0 | 0.3737 | 119.5109 | 83.674 | 10.459 | 44.25 | 198.0 |
| 150000 | 0.6061 | 58.25 | 193.0 | 0.3798 | 119.4511 | 83.716 | 10.465 | 45.75 | 254.0 |
| 151000 | 0.6101 | 61.25 | 190.0 | 0.3736 | 119.92 | 83.389 | 10.424 | 45.0 | 668.0 |
| 152000 | 0.6141 | 63.75 | 194.0 | 0.3777 | 119.451 | 83.716 | 10.465 | 43.0 | 92.5 |
| 153000 | 0.6182 | 63.25 | 202.0 | 0.3738 | 119.5904 | 83.619 | 10.452 | 45.25 | 148.0 |
| 154000 | 0.6222 | 62.0 | 189.0 | 0.3791 | 119.3905 | 83.759 | 10.47 | 47.75 | 156.0 |
| 155000 | 0.6263 | 61.0 | 196.0 | 0.3802 | 119.8694 | 83.424 | 10.428 | 45.5 | 278.0 |
| 156000 | 0.6303 | 62.5 | 193.0 | 0.3784 | 119.4204 | 83.738 | 10.467 | 43.75 | 151.0 |
| 157000 | 0.6343 | 61.75 | 196.0 | 0.3697 | 119.594 | 83.616 | 10.452 | 46.25 | 107.5 |
| 158000 | 0.6384 | 60.75 | 187.0 | 0.3742 | 119.3841 | 83.763 | 10.47 | 46.0 | 138.0 |
| 159000 | 0.6424 | 60.5 | 190.0 | 0.3720 | 119.9495 | 83.368 | 10.421 | 47.25 | 191.0 |
| 160000 | 0.6465 | 61.25 | 214.0 | 0.3804 | 119.5882 | 83.62 | 10.453 | 46.25 | 95.5 |
| 161000 | 0.6505 | 60.0 | 184.0 | 0.3740 | 119.571 | 83.632 | 10.454 | 44.5 | 141.0 |
| 162000 | 0.6545 | 60.5 | 209.0 | 0.3771 | 119.2965 | 83.825 | 10.478 | 45.75 | 108.5 |
| 163000 | 0.6586 | 59.5 | 202.0 | 0.3740 | 119.4559 | 83.713 | 10.464 | 43.5 | 164.0 |
| 164000 | 0.6626 | 62.0 | 188.0 | 0.3712 | 119.4787 | 83.697 | 10.462 | 44.75 | 124.0 |
| 165000 | 0.6667 | 59.25 | 198.0 | 0.3712 | 119.5568 | 83.642 | 10.455 | 46.0 | 220.0 |
| 166000 | 0.6707 | 60.0 | 186.0 | 0.3722 | 119.4093 | 83.746 | 10.468 | 46.0 | 91.0 |
| 167000 | 0.6747 | 60.75 | 197.0 | 0.3722 | 119.7627 | 83.498 | 10.437 | 43.5 | 118.5 |
| 168000 | 0.6788 | 63.0 | 213.0 | 0.3794 | 119.5874 | 83.621 | 10.453 | 45.75 | 84.0 |
| 169000 | 0.6828 | 62.0 | 199.0 | 0.3741 | 119.5162 | 83.671 | 10.459 | 45.25 | 114.5 |
| 170000 | 0.6869 | 64.0 | 210.0 | 0.3780 | 119.2009 | 83.892 | 10.487 | 44.5 | 105.0 |
| 171000 | 0.6909 | 60.75 | 194.0 | 0.3709 | 119.3434 | 83.792 | 10.474 | 46.25 | 114.0 |
| 172000 | 0.6949 | 64.5 | 201.0 | 0.3779 | 119.4813 | 83.695 | 10.462 | 45.75 | 162.0 |
| 173000 | 0.6990 | 60.75 | 189.0 | 0.3747 | 119.766 | 83.496 | 10.437 | 46.0 | 76.5 |
| 174000 | 0.7030 | 62.25 | 193.0 | 0.3770 | 119.3894 | 83.76 | 10.47 | 47.0 | 125.5 |
| 175000 | 0.7071 | 61.0 | 179.0 | 0.3775 | 119.6129 | 83.603 | 10.45 | 44.5 | 169.0 |
| 176000 | 0.7111 | 62.5 | 197.0 | 0.3756 | 119.2958 | 83.825 | 10.478 | 45.0 | 151.0 |
| 177000 | 0.7152 | 60.75 | 206.0 | 0.3787 | 119.3375 | 83.796 | 10.474 | 43.5 | 278.0 |
| 178000 | 0.7192 | 60.5 | 194.0 | 0.3764 | 119.093 | 83.968 | 10.496 | 45.0 | 106.5 |
| 179000 | 0.7232 | 62.0 | 195.0 | 0.3721 | 119.4974 | 83.684 | 10.46 | 44.5 | 156.0 |
| 180000 | 0.7273 | 60.5 | 197.0 | 0.3740 | 119.4195 | 83.738 | 10.467 | 44.5 | 128.0 |
| 181000 | 0.7313 | 62.25 | 191.0 | 0.3702 | 119.5899 | 83.619 | 10.452 | 44.25 | 84.0 |
| 182000 | 0.7354 | 60.5 | 187.0 | 0.3699 | 119.2683 | 83.845 | 10.481 | 42.5 | 99.5 |
| 183000 | 0.7394 | 60.0 | 186.0 | 0.3738 | 119.3468 | 83.789 | 10.474 | 43.25 | 134.0 |
| 184000 | 0.7434 | 63.0 | 197.0 | 0.3732 | 119.3936 | 83.757 | 10.47 | 47.5 | 124.0 |
| 185000 | 0.7475 | 66.5 | 197.0 | 0.3786 | 119.349 | 83.788 | 10.473 | 42.5 | 198.0 |
| 186000 | 0.7515 | 62.0 | 219.0 | 0.3716 | 119.309 | 83.816 | 10.477 | 44.75 | 155.0 |
| 187000 | 0.7556 | 60.0 | 189.0 | 0.3706 | 119.6934 | 83.547 | 10.443 | 45.5 | 100.0 |
| 188000 | 0.7596 | 62.0 | 204.0 | 0.3757 | 119.2139 | 83.883 | 10.485 | 43.75 | 114.5 |
| 189000 | 0.7636 | 61.0 | 199.0 | 0.3743 | 119.6216 | 83.597 | 10.45 | 43.75 | 113.5 |
| 190000 | 0.7677 | 61.0 | 198.0 | 0.3779 | 119.1564 | 83.923 | 10.49 | 47.0 | 82.5 |
| 191000 | 0.7717 | 63.0 | 202.0 | 0.3759 | 119.4008 | 83.752 | 10.469 | 44.5 | 141.0 |
| 192000 | 0.7758 | 59.0 | 179.0 | 0.3766 | 119.3454 | 83.79 | 10.474 | 46.25 | 97.5 |
| 193000 | 0.7798 | 59.0 | 212.0 | 0.3760 | 119.4054 | 83.748 | 10.469 | 45.5 | 154.0 |
| 194000 | 0.7838 | 62.25 | 206.0 | 0.3746 | 119.3162 | 83.811 | 10.476 | 46.25 | 75.0 |
| 195000 | 0.7879 | 62.0 | 199.0 | 0.3790 | 119.7096 | 83.535 | 10.442 | 44.25 | 116.0 |
| 196000 | 0.7919 | 59.75 | 210.0 | 0.3745 | 119.2919 | 83.828 | 10.479 | 45.75 | 82.0 |
| 197000 | 0.7960 | 62.75 | 219.0 | 0.3766 | 119.5628 | 83.638 | 10.455 | 48.0 | 94.5 |
| 198000 | 0.8 | 62.0 | 185.0 | 0.3719 | 119.2608 | 83.85 | 10.481 | 43.5 | 103.0 |
| 199000 | 0.8040 | 62.0 | 190.0 | 0.3757 | 119.3233 | 83.806 | 10.476 | 43.0 | 115.0 |
| 200000 | 0.8081 | 60.75 | 199.0 | 0.3724 | 119.2813 | 83.835 | 10.479 | 44.75 | 163.0 |
| 201000 | 0.8121 | 62.0 | 185.0 | 0.3692 | 119.3617 | 83.779 | 10.472 | 45.25 | 101.0 |
| 202000 | 0.8162 | 63.0 | 184.0 | 0.3722 | 119.2684 | 83.844 | 10.481 | 45.75 | 169.0 |
| 203000 | 0.8202 | 61.0 | 229.0 | 0.3741 | 119.4577 | 83.712 | 10.464 | 46.5 | 225.0 |
| 204000 | 0.8242 | 62.25 | 180.0 | 0.3733 | 119.3774 | 83.768 | 10.471 | 46.75 | 129.0 |
| 205000 | 0.8283 | 59.75 | 181.0 | 0.3753 | 119.5249 | 83.665 | 10.458 | 44.25 | 119.5 |
| 206000 | 0.8323 | 61.75 | 194.0 | 0.3771 | 119.1299 | 83.942 | 10.493 | 44.75 | 140.0 |
| 207000 | 0.8364 | 61.25 | 200.0 | 0.3764 | 119.4217 | 83.737 | 10.467 | 42.5 | 120.0 |
| 208000 | 0.8404 | 60.25 | 188.0 | 0.3732 | 119.5447 | 83.651 | 10.456 | 43.0 | 212.0 |
| 209000 | 0.8444 | 61.0 | 189.0 | 0.3762 | 119.6224 | 83.596 | 10.45 | 45.0 | 92.0 |
| 210000 | 0.8485 | 59.5 | 193.0 | 0.3753 | 119.6028 | 83.61 | 10.451 | 43.25 | 208.0 |
| 211000 | 0.8525 | 59.0 | 197.0 | 0.3727 | 119.2025 | 83.891 | 10.486 | 44.75 | 138.0 |
| 212000 | 0.8566 | 61.5 | 196.0 | 0.3717 | 119.3458 | 83.79 | 10.474 | 42.5 | 358.0 |
| 213000 | 0.8606 | 62.25 | 187.0 | 0.3720 | 119.2634 | 83.848 | 10.481 | 43.5 | 151.0 |
| 214000 | 0.8646 | 62.0 | 190.0 | 0.3721 | 119.3182 | 83.81 | 10.476 | 43.0 | 102.5 |
| 215000 | 0.8687 | 60.75 | 205.0 | 0.3708 | 119.2675 | 83.845 | 10.481 | 45.25 | 90.5 |
| 216000 | 0.8727 | 60.5 | 188.0 | 0.3713 | 119.2927 | 83.827 | 10.478 | 43.5 | 88.0 |
| 217000 | 0.8768 | 60.25 | 190.0 | 0.3701 | 119.2572 | 83.852 | 10.482 | 44.25 | 100.5 |
| 218000 | 0.8808 | 61.0 | 197.0 | 0.3699 | 119.3148 | 83.812 | 10.476 | 42.75 | 106.5 |
| 219000 | 0.8848 | 61.0 | 190.0 | 0.3689 | 119.1907 | 83.899 | 10.487 | 44.0 | 173.0 |
| 220000 | 0.8889 | 62.75 | 203.0 | 0.3786 | 119.4453 | 83.72 | 10.465 | 43.25 | 155.0 |
| 221000 | 0.8929 | 62.25 | 189.0 | 0.3740 | 119.3127 | 83.813 | 10.477 | 44.25 | 130.0 |
| 222000 | 0.8970 | 63.5 | 183.0 | 0.3730 | 119.2006 | 83.892 | 10.487 | 46.75 | 84.5 |
| 223000 | 0.9010 | 61.25 | 210.0 | 0.3728 | 119.5812 | 83.625 | 10.453 | 46.0 | 402.0 |
| 224000 | 0.9051 | 63.25 | 196.0 | 0.3738 | 119.3814 | 83.765 | 10.471 | 45.0 | 164.0 |
| 225000 | 0.9091 | 62.5 | 188.0 | 0.3719 | 119.3165 | 83.811 | 10.476 | 47.0 | 73.5 |
| 226000 | 0.9131 | 61.5 | 197.0 | 0.3751 | 119.2818 | 83.835 | 10.479 | 44.25 | 58.75 |
| 227000 | 0.9172 | 60.0 | 198.0 | 0.3691 | 119.3438 | 83.792 | 10.474 | 46.25 | 61.5 |
| 228000 | 0.9212 | 61.25 | 197.0 | 0.3718 | 119.576 | 83.629 | 10.454 | 46.0 | 108.5 |
| 229000 | 0.9253 | 61.75 | 199.0 | 0.3739 | 119.3345 | 83.798 | 10.475 | 45.5 | 196.0 |
| 230000 | 0.9293 | 62.0 | 202.0 | 0.3770 | 119.1355 | 83.938 | 10.492 | 45.0 | 145.0 |
| 231000 | 0.9333 | 60.25 | 198.0 | 0.3712 | 119.2532 | 83.855 | 10.482 | 43.25 | 134.0 |
| 232000 | 0.9374 | 61.5 | 221.0 | 0.3749 | 119.6348 | 83.588 | 10.448 | 44.5 | 120.5 |
| 233000 | 0.9414 | 60.5 | 203.0 | 0.3714 | 119.2199 | 83.879 | 10.485 | 45.0 | 133.0 |
| 234000 | 0.9455 | 61.5 | 198.0 | 0.3707 | 119.3045 | 83.819 | 10.477 | 45.25 | 87.5 |
| 235000 | 0.9495 | 63.25 | 203.0 | 0.3739 | 119.2723 | 83.842 | 10.48 | 44.75 | 120.5 |
| 236000 | 0.9535 | 60.0 | 200.0 | 0.3713 | 119.3693 | 83.774 | 10.472 | 43.5 | 197.0 |
| 237000 | 0.9576 | 62.5 | 199.0 | 0.3757 | 119.3074 | 83.817 | 10.477 | 44.5 | 151.0 |
| 238000 | 0.9616 | 64.5 | 216.0 | 0.3755 | 119.2789 | 83.837 | 10.48 | 43.25 | 135.0 |
| 239000 | 0.9657 | 64.0 | 188.0 | 0.3735 | 119.5725 | 83.631 | 10.454 | 45.0 | 126.0 |
| 240000 | 0.9697 | 61.25 | 185.0 | 0.3742 | 119.252 | 83.856 | 10.482 | 43.5 | 147.0 |
| 241000 | 0.9737 | 60.5 | 193.0 | 0.3743 | 119.2507 | 83.857 | 10.482 | 45.0 | 100.5 |
| 242000 | 0.9778 | 61.75 | 194.0 | 0.3752 | 119.2384 | 83.866 | 10.483 | 44.25 | 105.0 |
| 243000 | 0.9818 | 63.0 | 230.0 | 0.3746 | 119.6142 | 83.602 | 10.45 | 44.75 | 138.0 |
| 244000 | 0.9859 | 62.5 | 204.0 | 0.3706 | 119.4435 | 83.722 | 10.465 | 44.5 | 143.0 |
| 245000 | 0.9899 | 61.75 | 202.0 | 0.3716 | 119.2642 | 83.847 | 10.481 | 42.75 | 117.5 |
| 246000 | 0.9939 | 62.0 | 208.0 | 0.3711 | 119.3449 | 83.791 | 10.474 | 43.0 | 141.0 |
| 247000 | 0.9980 | 61.5 | 204.0 | 0.3750 | 119.4143 | 83.742 | 10.468 | 46.0 | 90.0 |
| 247500 | 1.0 | 62.5 | 214.0 | 0.3691 | 119.5852 | 83.622 | 10.453 | 46.0 | 121.5 |

### Framework versions
- Distily 0.2.0
- Transformers 4.44.0
- Pytorch 2.3.0
- Datasets 2.21.0