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# vit-base_tobacco_bs_16_lr_2e-4_e_200_wr_0.01_wd_0.2

This model is a fine-tuned version of [jordyvl/vit-base_tobacco](https://huggingface.co/jordyvl/vit-base_tobacco) on the None dataset.
It achieves the following results on the evaluation set:
- Loss: 1.0644
- Accuracy: 0.86
- Brier Loss: 0.2705
- Nll: 1.3085
- F1 Micro: 0.8600
- F1 Macro: 0.8552
- Ece: 0.1378
- Aurc: 0.0461

## 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:
- learning_rate: 0.0002
- train_batch_size: 4
- eval_batch_size: 4
- seed: 42
- gradient_accumulation_steps: 16
- total_train_batch_size: 64
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- lr_scheduler_warmup_ratio: 0.01
- num_epochs: 200

### Training results

| Training Loss | Epoch  | Step | Validation Loss | Accuracy | Brier Loss | Nll    | F1 Micro | F1 Macro | Ece    | Aurc   |
|:-------------:|:------:|:----:|:---------------:|:--------:|:----------:|:------:|:--------:|:--------:|:------:|:------:|
| No log        | 0.96   | 12   | 0.7869          | 0.78     | 0.3223     | 1.3413 | 0.78     | 0.7402   | 0.2269 | 0.0782 |
| No log        | 2.0    | 25   | 0.9889          | 0.715    | 0.4300     | 1.9648 | 0.715    | 0.6881   | 0.2669 | 0.1397 |
| No log        | 2.96   | 37   | 0.7053          | 0.82     | 0.2995     | 1.2578 | 0.82     | 0.8270   | 0.2253 | 0.0758 |
| No log        | 4.0    | 50   | 0.7535          | 0.78     | 0.3225     | 1.3427 | 0.78     | 0.7395   | 0.2159 | 0.0616 |
| No log        | 4.96   | 62   | 0.8538          | 0.775    | 0.3634     | 1.5684 | 0.775    | 0.7523   | 0.2181 | 0.1149 |
| No log        | 6.0    | 75   | 0.7825          | 0.77     | 0.3557     | 1.3406 | 0.7700   | 0.7663   | 0.2136 | 0.0625 |
| No log        | 6.96   | 87   | 1.0777          | 0.67     | 0.4896     | 1.5465 | 0.67     | 0.6728   | 0.2540 | 0.1106 |
| No log        | 8.0    | 100  | 1.1030          | 0.73     | 0.4453     | 2.5744 | 0.7300   | 0.6939   | 0.2294 | 0.1423 |
| No log        | 8.96   | 112  | 1.0215          | 0.725    | 0.4339     | 2.0485 | 0.7250   | 0.7012   | 0.2348 | 0.1278 |
| No log        | 10.0   | 125  | 0.7940          | 0.795    | 0.3378     | 1.3057 | 0.795    | 0.7911   | 0.1828 | 0.0750 |
| No log        | 10.96  | 137  | 0.7648          | 0.82     | 0.2963     | 1.3907 | 0.82     | 0.8022   | 0.1597 | 0.0744 |
| No log        | 12.0   | 150  | 1.0755          | 0.74     | 0.4383     | 2.1271 | 0.74     | 0.7182   | 0.2281 | 0.0847 |
| No log        | 12.96  | 162  | 1.0091          | 0.775    | 0.3856     | 1.7383 | 0.775    | 0.7339   | 0.1969 | 0.1029 |
| No log        | 14.0   | 175  | 1.0531          | 0.77     | 0.4027     | 1.5532 | 0.7700   | 0.7592   | 0.2152 | 0.0888 |
| No log        | 14.96  | 187  | 1.0221          | 0.77     | 0.4027     | 1.5199 | 0.7700   | 0.7259   | 0.2059 | 0.1031 |
| No log        | 16.0   | 200  | 1.1795          | 0.735    | 0.4435     | 2.0739 | 0.735    | 0.7063   | 0.2262 | 0.1305 |
| No log        | 16.96  | 212  | 1.1560          | 0.745    | 0.4379     | 2.0155 | 0.745    | 0.7240   | 0.2207 | 0.1273 |
| No log        | 18.0   | 225  | 1.0635          | 0.76     | 0.4159     | 1.5491 | 0.76     | 0.7508   | 0.2124 | 0.0879 |
| No log        | 18.96  | 237  | 1.2639          | 0.73     | 0.4649     | 1.9828 | 0.7300   | 0.7276   | 0.2298 | 0.1079 |
| No log        | 20.0   | 250  | 1.0598          | 0.78     | 0.3866     | 1.5139 | 0.78     | 0.7676   | 0.1885 | 0.0914 |
| No log        | 20.96  | 262  | 0.8900          | 0.81     | 0.3241     | 1.8355 | 0.81     | 0.7925   | 0.1691 | 0.0648 |
| No log        | 22.0   | 275  | 1.0617          | 0.79     | 0.3788     | 1.8951 | 0.79     | 0.7783   | 0.1893 | 0.0676 |
| No log        | 22.96  | 287  | 1.0362          | 0.785    | 0.3646     | 1.9399 | 0.785    | 0.7653   | 0.1914 | 0.0816 |
| No log        | 24.0   | 300  | 1.1701          | 0.775    | 0.4060     | 2.1593 | 0.775    | 0.7718   | 0.2114 | 0.0842 |
| No log        | 24.96  | 312  | 1.0841          | 0.79     | 0.3799     | 1.8773 | 0.79     | 0.7795   | 0.2016 | 0.0775 |
| No log        | 26.0   | 325  | 1.0064          | 0.785    | 0.3650     | 1.7371 | 0.785    | 0.7674   | 0.1915 | 0.0813 |
| No log        | 26.96  | 337  | 0.8886          | 0.825    | 0.3114     | 1.4858 | 0.825    | 0.8116   | 0.1609 | 0.0636 |
| No log        | 28.0   | 350  | 1.1174          | 0.8      | 0.3751     | 1.9584 | 0.8000   | 0.7869   | 0.1928 | 0.0930 |
| No log        | 28.96  | 362  | 1.0922          | 0.8      | 0.3672     | 1.8702 | 0.8000   | 0.7673   | 0.1954 | 0.0771 |
| No log        | 30.0   | 375  | 1.0281          | 0.805    | 0.3506     | 1.6105 | 0.805    | 0.7809   | 0.1773 | 0.0936 |
| No log        | 30.96  | 387  | 0.9041          | 0.82     | 0.3210     | 1.3323 | 0.82     | 0.8148   | 0.1627 | 0.0651 |
| No log        | 32.0   | 400  | 1.1018          | 0.79     | 0.3804     | 1.9928 | 0.79     | 0.7962   | 0.1859 | 0.0574 |
| No log        | 32.96  | 412  | 1.1973          | 0.765    | 0.4156     | 1.4304 | 0.765    | 0.7682   | 0.2147 | 0.0760 |
| No log        | 34.0   | 425  | 1.0216          | 0.805    | 0.3605     | 1.4476 | 0.805    | 0.7864   | 0.1830 | 0.0633 |
| No log        | 34.96  | 437  | 1.2356          | 0.755    | 0.4237     | 1.9897 | 0.755    | 0.7350   | 0.2214 | 0.0890 |
| No log        | 36.0   | 450  | 1.0881          | 0.8      | 0.3757     | 1.3848 | 0.8000   | 0.7810   | 0.1960 | 0.0703 |
| No log        | 36.96  | 462  | 1.1133          | 0.795    | 0.3687     | 2.0286 | 0.795    | 0.7707   | 0.1790 | 0.0652 |
| No log        | 38.0   | 475  | 1.1243          | 0.78     | 0.3839     | 1.5683 | 0.78     | 0.7699   | 0.1905 | 0.0704 |
| No log        | 38.96  | 487  | 1.1351          | 0.785    | 0.3983     | 1.4970 | 0.785    | 0.7647   | 0.1969 | 0.0666 |
| 0.0934        | 40.0   | 500  | 1.2551          | 0.775    | 0.4089     | 2.0438 | 0.775    | 0.7688   | 0.2082 | 0.1007 |
| 0.0934        | 40.96  | 512  | 1.1739          | 0.775    | 0.4003     | 1.3286 | 0.775    | 0.7654   | 0.2056 | 0.0819 |
| 0.0934        | 42.0   | 525  | 1.0007          | 0.83     | 0.3207     | 1.2576 | 0.83     | 0.8345   | 0.1579 | 0.0677 |
| 0.0934        | 42.96  | 537  | 1.0509          | 0.805    | 0.3580     | 1.2330 | 0.805    | 0.7933   | 0.1884 | 0.0716 |
| 0.0934        | 44.0   | 550  | 1.0830          | 0.805    | 0.3537     | 1.7652 | 0.805    | 0.7871   | 0.1740 | 0.0688 |
| 0.0934        | 44.96  | 562  | 0.8544          | 0.83     | 0.2957     | 1.4716 | 0.83     | 0.8039   | 0.1560 | 0.0532 |
| 0.0934        | 46.0   | 575  | 1.0803          | 0.815    | 0.3549     | 1.5802 | 0.815    | 0.7951   | 0.1840 | 0.0691 |
| 0.0934        | 46.96  | 587  | 0.9441          | 0.815    | 0.3318     | 1.2883 | 0.815    | 0.7924   | 0.1709 | 0.0514 |
| 0.0934        | 48.0   | 600  | 0.9007          | 0.845    | 0.2765     | 1.3443 | 0.845    | 0.8353   | 0.1402 | 0.0539 |
| 0.0934        | 48.96  | 612  | 0.9601          | 0.84     | 0.2952     | 1.4755 | 0.8400   | 0.8306   | 0.1499 | 0.0565 |
| 0.0934        | 50.0   | 625  | 0.9801          | 0.84     | 0.2992     | 1.4646 | 0.8400   | 0.8306   | 0.1529 | 0.0559 |
| 0.0934        | 50.96  | 637  | 0.9747          | 0.845    | 0.2950     | 1.4544 | 0.845    | 0.8338   | 0.1526 | 0.0546 |
| 0.0934        | 52.0   | 650  | 0.9651          | 0.845    | 0.2895     | 1.4442 | 0.845    | 0.8338   | 0.1469 | 0.0537 |
| 0.0934        | 52.96  | 662  | 0.9583          | 0.85     | 0.2848     | 1.4367 | 0.85     | 0.8370   | 0.1465 | 0.0525 |
| 0.0934        | 54.0   | 675  | 0.9534          | 0.85     | 0.2805     | 1.4300 | 0.85     | 0.8370   | 0.1455 | 0.0514 |
| 0.0934        | 54.96  | 687  | 0.9503          | 0.855    | 0.2776     | 1.4252 | 0.855    | 0.8425   | 0.1408 | 0.0510 |
| 0.0934        | 56.0   | 700  | 0.9480          | 0.855    | 0.2754     | 1.4207 | 0.855    | 0.8425   | 0.1407 | 0.0506 |
| 0.0934        | 56.96  | 712  | 0.9471          | 0.855    | 0.2739     | 1.4175 | 0.855    | 0.8425   | 0.1442 | 0.0504 |
| 0.0934        | 58.0   | 725  | 0.9471          | 0.855    | 0.2729     | 1.4147 | 0.855    | 0.8442   | 0.1435 | 0.0501 |
| 0.0934        | 58.96  | 737  | 0.9474          | 0.855    | 0.2720     | 1.4125 | 0.855    | 0.8442   | 0.1432 | 0.0497 |
| 0.0934        | 60.0   | 750  | 0.9482          | 0.855    | 0.2713     | 1.4101 | 0.855    | 0.8442   | 0.1420 | 0.0497 |
| 0.0934        | 60.96  | 762  | 0.9490          | 0.855    | 0.2708     | 1.4082 | 0.855    | 0.8442   | 0.1421 | 0.0493 |
| 0.0934        | 62.0   | 775  | 0.9500          | 0.86     | 0.2703     | 1.4063 | 0.8600   | 0.8534   | 0.1411 | 0.0493 |
| 0.0934        | 62.96  | 787  | 0.9512          | 0.86     | 0.2702     | 1.4046 | 0.8600   | 0.8534   | 0.1410 | 0.0492 |
| 0.0934        | 64.0   | 800  | 0.9528          | 0.86     | 0.2699     | 1.4032 | 0.8600   | 0.8534   | 0.1408 | 0.0489 |
| 0.0934        | 64.96  | 812  | 0.9541          | 0.86     | 0.2697     | 1.3472 | 0.8600   | 0.8534   | 0.1349 | 0.0487 |
| 0.0934        | 66.0   | 825  | 0.9558          | 0.86     | 0.2696     | 1.3431 | 0.8600   | 0.8534   | 0.1408 | 0.0487 |
| 0.0934        | 66.96  | 837  | 0.9574          | 0.86     | 0.2697     | 1.3403 | 0.8600   | 0.8534   | 0.1405 | 0.0486 |
| 0.0934        | 68.0   | 850  | 0.9591          | 0.86     | 0.2698     | 1.3375 | 0.8600   | 0.8534   | 0.1402 | 0.0486 |
| 0.0934        | 68.96  | 862  | 0.9605          | 0.86     | 0.2698     | 1.3355 | 0.8600   | 0.8552   | 0.1394 | 0.0486 |
| 0.0934        | 70.0   | 875  | 0.9624          | 0.86     | 0.2698     | 1.3338 | 0.8600   | 0.8552   | 0.1394 | 0.0486 |
| 0.0934        | 70.96  | 887  | 0.9638          | 0.86     | 0.2700     | 1.3322 | 0.8600   | 0.8552   | 0.1397 | 0.0485 |
| 0.0934        | 72.0   | 900  | 0.9657          | 0.86     | 0.2701     | 1.3310 | 0.8600   | 0.8552   | 0.1397 | 0.0485 |
| 0.0934        | 72.96  | 912  | 0.9673          | 0.86     | 0.2702     | 1.3299 | 0.8600   | 0.8552   | 0.1397 | 0.0484 |
| 0.0934        | 74.0   | 925  | 0.9691          | 0.86     | 0.2703     | 1.3289 | 0.8600   | 0.8552   | 0.1397 | 0.0484 |
| 0.0934        | 74.96  | 937  | 0.9708          | 0.86     | 0.2704     | 1.3280 | 0.8600   | 0.8552   | 0.1398 | 0.0485 |
| 0.0934        | 76.0   | 950  | 0.9725          | 0.86     | 0.2706     | 1.3271 | 0.8600   | 0.8552   | 0.1398 | 0.0485 |
| 0.0934        | 76.96  | 962  | 0.9740          | 0.86     | 0.2707     | 1.3263 | 0.8600   | 0.8552   | 0.1398 | 0.0485 |
| 0.0934        | 78.0   | 975  | 0.9757          | 0.86     | 0.2707     | 1.3256 | 0.8600   | 0.8552   | 0.1383 | 0.0485 |
| 0.0934        | 78.96  | 987  | 0.9772          | 0.86     | 0.2708     | 1.3248 | 0.8600   | 0.8552   | 0.1357 | 0.0484 |
| 0.0038        | 80.0   | 1000 | 0.9789          | 0.86     | 0.2709     | 1.3243 | 0.8600   | 0.8552   | 0.1359 | 0.0485 |
| 0.0038        | 80.96  | 1012 | 0.9806          | 0.86     | 0.2710     | 1.3238 | 0.8600   | 0.8552   | 0.1360 | 0.0484 |
| 0.0038        | 82.0   | 1025 | 0.9820          | 0.86     | 0.2711     | 1.3232 | 0.8600   | 0.8552   | 0.1361 | 0.0482 |
| 0.0038        | 82.96  | 1037 | 0.9837          | 0.86     | 0.2712     | 1.3227 | 0.8600   | 0.8552   | 0.1361 | 0.0481 |
| 0.0038        | 84.0   | 1050 | 0.9853          | 0.86     | 0.2713     | 1.3222 | 0.8600   | 0.8552   | 0.1362 | 0.0480 |
| 0.0038        | 84.96  | 1062 | 0.9867          | 0.86     | 0.2713     | 1.3216 | 0.8600   | 0.8552   | 0.1363 | 0.0481 |
| 0.0038        | 86.0   | 1075 | 0.9883          | 0.86     | 0.2714     | 1.3212 | 0.8600   | 0.8552   | 0.1364 | 0.0479 |
| 0.0038        | 86.96  | 1087 | 0.9896          | 0.86     | 0.2714     | 1.3208 | 0.8600   | 0.8552   | 0.1365 | 0.0477 |
| 0.0038        | 88.0   | 1100 | 0.9911          | 0.86     | 0.2715     | 1.3203 | 0.8600   | 0.8552   | 0.1366 | 0.0478 |
| 0.0038        | 88.96  | 1112 | 0.9925          | 0.86     | 0.2715     | 1.3200 | 0.8600   | 0.8552   | 0.1369 | 0.0478 |
| 0.0038        | 90.0   | 1125 | 0.9940          | 0.86     | 0.2715     | 1.3196 | 0.8600   | 0.8552   | 0.1369 | 0.0477 |
| 0.0038        | 90.96  | 1137 | 0.9954          | 0.86     | 0.2715     | 1.3194 | 0.8600   | 0.8552   | 0.1369 | 0.0476 |
| 0.0038        | 92.0   | 1150 | 0.9968          | 0.86     | 0.2716     | 1.3190 | 0.8600   | 0.8552   | 0.1368 | 0.0476 |
| 0.0038        | 92.96  | 1162 | 0.9983          | 0.86     | 0.2716     | 1.3187 | 0.8600   | 0.8552   | 0.1368 | 0.0476 |
| 0.0038        | 94.0   | 1175 | 0.9996          | 0.86     | 0.2716     | 1.3184 | 0.8600   | 0.8552   | 0.1394 | 0.0476 |
| 0.0038        | 94.96  | 1187 | 1.0009          | 0.86     | 0.2716     | 1.3182 | 0.8600   | 0.8552   | 0.1393 | 0.0475 |
| 0.0038        | 96.0   | 1200 | 1.0023          | 0.86     | 0.2717     | 1.3179 | 0.8600   | 0.8552   | 0.1392 | 0.0475 |
| 0.0038        | 96.96  | 1212 | 1.0035          | 0.86     | 0.2717     | 1.3176 | 0.8600   | 0.8552   | 0.1391 | 0.0475 |
| 0.0038        | 98.0   | 1225 | 1.0049          | 0.86     | 0.2717     | 1.3175 | 0.8600   | 0.8552   | 0.1391 | 0.0474 |
| 0.0038        | 98.96  | 1237 | 1.0062          | 0.86     | 0.2717     | 1.3172 | 0.8600   | 0.8552   | 0.1391 | 0.0475 |
| 0.0038        | 100.0  | 1250 | 1.0075          | 0.86     | 0.2717     | 1.3169 | 0.8600   | 0.8552   | 0.1367 | 0.0475 |
| 0.0038        | 100.96 | 1262 | 1.0087          | 0.86     | 0.2717     | 1.3167 | 0.8600   | 0.8552   | 0.1368 | 0.0475 |
| 0.0038        | 102.0  | 1275 | 1.0099          | 0.86     | 0.2717     | 1.3164 | 0.8600   | 0.8552   | 0.1375 | 0.0474 |
| 0.0038        | 102.96 | 1287 | 1.0111          | 0.86     | 0.2717     | 1.3162 | 0.8600   | 0.8552   | 0.1376 | 0.0473 |
| 0.0038        | 104.0  | 1300 | 1.0122          | 0.86     | 0.2717     | 1.3159 | 0.8600   | 0.8552   | 0.1378 | 0.0471 |
| 0.0038        | 104.96 | 1312 | 1.0134          | 0.86     | 0.2716     | 1.3158 | 0.8600   | 0.8552   | 0.1378 | 0.0473 |
| 0.0038        | 106.0  | 1325 | 1.0146          | 0.86     | 0.2717     | 1.3155 | 0.8600   | 0.8552   | 0.1379 | 0.0472 |
| 0.0038        | 106.96 | 1337 | 1.0158          | 0.86     | 0.2717     | 1.3153 | 0.8600   | 0.8552   | 0.1379 | 0.0471 |
| 0.0038        | 108.0  | 1350 | 1.0169          | 0.86     | 0.2716     | 1.3151 | 0.8600   | 0.8552   | 0.1380 | 0.0471 |
| 0.0038        | 108.96 | 1362 | 1.0180          | 0.86     | 0.2716     | 1.3149 | 0.8600   | 0.8552   | 0.1381 | 0.0471 |
| 0.0038        | 110.0  | 1375 | 1.0191          | 0.86     | 0.2716     | 1.3146 | 0.8600   | 0.8552   | 0.1381 | 0.0471 |
| 0.0038        | 110.96 | 1387 | 1.0201          | 0.86     | 0.2716     | 1.3144 | 0.8600   | 0.8552   | 0.1382 | 0.0471 |
| 0.0038        | 112.0  | 1400 | 1.0211          | 0.86     | 0.2716     | 1.3142 | 0.8600   | 0.8552   | 0.1382 | 0.0470 |
| 0.0038        | 112.96 | 1412 | 1.0222          | 0.86     | 0.2716     | 1.3141 | 0.8600   | 0.8552   | 0.1382 | 0.0471 |
| 0.0038        | 114.0  | 1425 | 1.0233          | 0.86     | 0.2715     | 1.3139 | 0.8600   | 0.8552   | 0.1383 | 0.0470 |
| 0.0038        | 114.96 | 1437 | 1.0242          | 0.86     | 0.2715     | 1.3138 | 0.8600   | 0.8552   | 0.1383 | 0.0470 |
| 0.0038        | 116.0  | 1450 | 1.0253          | 0.86     | 0.2715     | 1.3136 | 0.8600   | 0.8552   | 0.1383 | 0.0469 |
| 0.0038        | 116.96 | 1462 | 1.0263          | 0.86     | 0.2715     | 1.3134 | 0.8600   | 0.8552   | 0.1383 | 0.0470 |
| 0.0038        | 118.0  | 1475 | 1.0273          | 0.86     | 0.2715     | 1.3133 | 0.8600   | 0.8552   | 0.1384 | 0.0470 |
| 0.0038        | 118.96 | 1487 | 1.0282          | 0.86     | 0.2714     | 1.3131 | 0.8600   | 0.8552   | 0.1384 | 0.0468 |
| 0.0006        | 120.0  | 1500 | 1.0292          | 0.86     | 0.2714     | 1.3130 | 0.8600   | 0.8552   | 0.1385 | 0.0468 |
| 0.0006        | 120.96 | 1512 | 1.0301          | 0.86     | 0.2714     | 1.3128 | 0.8600   | 0.8552   | 0.1385 | 0.0468 |
| 0.0006        | 122.0  | 1525 | 1.0311          | 0.86     | 0.2714     | 1.3127 | 0.8600   | 0.8552   | 0.1386 | 0.0467 |
| 0.0006        | 122.96 | 1537 | 1.0319          | 0.86     | 0.2714     | 1.3126 | 0.8600   | 0.8552   | 0.1386 | 0.0467 |
| 0.0006        | 124.0  | 1550 | 1.0329          | 0.86     | 0.2714     | 1.3124 | 0.8600   | 0.8552   | 0.1387 | 0.0467 |
| 0.0006        | 124.96 | 1562 | 1.0337          | 0.86     | 0.2713     | 1.3123 | 0.8600   | 0.8552   | 0.1393 | 0.0467 |
| 0.0006        | 126.0  | 1575 | 1.0346          | 0.86     | 0.2713     | 1.3122 | 0.8600   | 0.8552   | 0.1374 | 0.0466 |
| 0.0006        | 126.96 | 1587 | 1.0354          | 0.86     | 0.2713     | 1.3120 | 0.8600   | 0.8552   | 0.1375 | 0.0466 |
| 0.0006        | 128.0  | 1600 | 1.0363          | 0.86     | 0.2713     | 1.3119 | 0.8600   | 0.8552   | 0.1375 | 0.0467 |
| 0.0006        | 128.96 | 1612 | 1.0372          | 0.86     | 0.2713     | 1.3118 | 0.8600   | 0.8552   | 0.1375 | 0.0466 |
| 0.0006        | 130.0  | 1625 | 1.0380          | 0.86     | 0.2712     | 1.3117 | 0.8600   | 0.8552   | 0.1375 | 0.0466 |
| 0.0006        | 130.96 | 1637 | 1.0388          | 0.86     | 0.2712     | 1.3116 | 0.8600   | 0.8552   | 0.1375 | 0.0467 |
| 0.0006        | 132.0  | 1650 | 1.0396          | 0.86     | 0.2712     | 1.3115 | 0.8600   | 0.8552   | 0.1375 | 0.0465 |
| 0.0006        | 132.96 | 1662 | 1.0403          | 0.86     | 0.2712     | 1.3113 | 0.8600   | 0.8552   | 0.1375 | 0.0466 |
| 0.0006        | 134.0  | 1675 | 1.0411          | 0.86     | 0.2712     | 1.3113 | 0.8600   | 0.8552   | 0.1376 | 0.0466 |
| 0.0006        | 134.96 | 1687 | 1.0419          | 0.86     | 0.2711     | 1.3112 | 0.8600   | 0.8552   | 0.1376 | 0.0466 |
| 0.0006        | 136.0  | 1700 | 1.0426          | 0.86     | 0.2711     | 1.3111 | 0.8600   | 0.8552   | 0.1376 | 0.0465 |
| 0.0006        | 136.96 | 1712 | 1.0433          | 0.86     | 0.2711     | 1.3110 | 0.8600   | 0.8552   | 0.1376 | 0.0465 |
| 0.0006        | 138.0  | 1725 | 1.0441          | 0.86     | 0.2711     | 1.3109 | 0.8600   | 0.8552   | 0.1376 | 0.0465 |
| 0.0006        | 138.96 | 1737 | 1.0448          | 0.86     | 0.2711     | 1.3108 | 0.8600   | 0.8552   | 0.1376 | 0.0465 |
| 0.0006        | 140.0  | 1750 | 1.0455          | 0.86     | 0.2710     | 1.3107 | 0.8600   | 0.8552   | 0.1377 | 0.0465 |
| 0.0006        | 140.96 | 1762 | 1.0461          | 0.86     | 0.2710     | 1.3106 | 0.8600   | 0.8552   | 0.1377 | 0.0465 |
| 0.0006        | 142.0  | 1775 | 1.0468          | 0.86     | 0.2710     | 1.3106 | 0.8600   | 0.8552   | 0.1377 | 0.0465 |
| 0.0006        | 142.96 | 1787 | 1.0474          | 0.86     | 0.2710     | 1.3105 | 0.8600   | 0.8552   | 0.1377 | 0.0465 |
| 0.0006        | 144.0  | 1800 | 1.0481          | 0.86     | 0.2710     | 1.3104 | 0.8600   | 0.8552   | 0.1377 | 0.0465 |
| 0.0006        | 144.96 | 1812 | 1.0487          | 0.86     | 0.2710     | 1.3103 | 0.8600   | 0.8552   | 0.1378 | 0.0465 |
| 0.0006        | 146.0  | 1825 | 1.0494          | 0.86     | 0.2709     | 1.3102 | 0.8600   | 0.8552   | 0.1378 | 0.0465 |
| 0.0006        | 146.96 | 1837 | 1.0500          | 0.86     | 0.2709     | 1.3102 | 0.8600   | 0.8552   | 0.1378 | 0.0465 |
| 0.0006        | 148.0  | 1850 | 1.0506          | 0.86     | 0.2709     | 1.3101 | 0.8600   | 0.8552   | 0.1378 | 0.0465 |
| 0.0006        | 148.96 | 1862 | 1.0511          | 0.86     | 0.2709     | 1.3100 | 0.8600   | 0.8552   | 0.1378 | 0.0464 |
| 0.0006        | 150.0  | 1875 | 1.0517          | 0.86     | 0.2709     | 1.3099 | 0.8600   | 0.8552   | 0.1378 | 0.0464 |
| 0.0006        | 150.96 | 1887 | 1.0523          | 0.86     | 0.2709     | 1.3099 | 0.8600   | 0.8552   | 0.1378 | 0.0464 |
| 0.0006        | 152.0  | 1900 | 1.0529          | 0.86     | 0.2708     | 1.3098 | 0.8600   | 0.8552   | 0.1378 | 0.0464 |
| 0.0006        | 152.96 | 1912 | 1.0534          | 0.86     | 0.2708     | 1.3097 | 0.8600   | 0.8552   | 0.1378 | 0.0464 |
| 0.0006        | 154.0  | 1925 | 1.0539          | 0.86     | 0.2708     | 1.3096 | 0.8600   | 0.8552   | 0.1378 | 0.0464 |
| 0.0006        | 154.96 | 1937 | 1.0544          | 0.86     | 0.2708     | 1.3096 | 0.8600   | 0.8552   | 0.1378 | 0.0464 |
| 0.0006        | 156.0  | 1950 | 1.0550          | 0.86     | 0.2708     | 1.3095 | 0.8600   | 0.8552   | 0.1378 | 0.0464 |
| 0.0006        | 156.96 | 1962 | 1.0554          | 0.86     | 0.2708     | 1.3094 | 0.8600   | 0.8552   | 0.1378 | 0.0464 |
| 0.0006        | 158.0  | 1975 | 1.0559          | 0.86     | 0.2707     | 1.3094 | 0.8600   | 0.8552   | 0.1378 | 0.0464 |
| 0.0006        | 158.96 | 1987 | 1.0563          | 0.86     | 0.2707     | 1.3093 | 0.8600   | 0.8552   | 0.1378 | 0.0463 |
| 0.0004        | 160.0  | 2000 | 1.0568          | 0.86     | 0.2707     | 1.3093 | 0.8600   | 0.8552   | 0.1378 | 0.0463 |
| 0.0004        | 160.96 | 2012 | 1.0573          | 0.86     | 0.2707     | 1.3092 | 0.8600   | 0.8552   | 0.1378 | 0.0463 |
| 0.0004        | 162.0  | 2025 | 1.0577          | 0.86     | 0.2707     | 1.3092 | 0.8600   | 0.8552   | 0.1378 | 0.0463 |
| 0.0004        | 162.96 | 2037 | 1.0581          | 0.86     | 0.2707     | 1.3091 | 0.8600   | 0.8552   | 0.1378 | 0.0463 |
| 0.0004        | 164.0  | 2050 | 1.0585          | 0.86     | 0.2707     | 1.3091 | 0.8600   | 0.8552   | 0.1378 | 0.0463 |
| 0.0004        | 164.96 | 2062 | 1.0589          | 0.86     | 0.2707     | 1.3090 | 0.8600   | 0.8552   | 0.1378 | 0.0463 |
| 0.0004        | 166.0  | 2075 | 1.0593          | 0.86     | 0.2707     | 1.3090 | 0.8600   | 0.8552   | 0.1378 | 0.0463 |
| 0.0004        | 166.96 | 2087 | 1.0597          | 0.86     | 0.2706     | 1.3089 | 0.8600   | 0.8552   | 0.1378 | 0.0463 |
| 0.0004        | 168.0  | 2100 | 1.0600          | 0.86     | 0.2706     | 1.3089 | 0.8600   | 0.8552   | 0.1378 | 0.0463 |
| 0.0004        | 168.96 | 2112 | 1.0603          | 0.86     | 0.2706     | 1.3089 | 0.8600   | 0.8552   | 0.1378 | 0.0463 |
| 0.0004        | 170.0  | 2125 | 1.0607          | 0.86     | 0.2706     | 1.3088 | 0.8600   | 0.8552   | 0.1378 | 0.0463 |
| 0.0004        | 170.96 | 2137 | 1.0610          | 0.86     | 0.2706     | 1.3088 | 0.8600   | 0.8552   | 0.1378 | 0.0463 |
| 0.0004        | 172.0  | 2150 | 1.0613          | 0.86     | 0.2706     | 1.3088 | 0.8600   | 0.8552   | 0.1378 | 0.0462 |
| 0.0004        | 172.96 | 2162 | 1.0616          | 0.86     | 0.2706     | 1.3087 | 0.8600   | 0.8552   | 0.1378 | 0.0462 |
| 0.0004        | 174.0  | 2175 | 1.0619          | 0.86     | 0.2706     | 1.3087 | 0.8600   | 0.8552   | 0.1378 | 0.0463 |
| 0.0004        | 174.96 | 2187 | 1.0621          | 0.86     | 0.2706     | 1.3087 | 0.8600   | 0.8552   | 0.1378 | 0.0462 |
| 0.0004        | 176.0  | 2200 | 1.0624          | 0.86     | 0.2706     | 1.3087 | 0.8600   | 0.8552   | 0.1378 | 0.0462 |
| 0.0004        | 176.96 | 2212 | 1.0626          | 0.86     | 0.2706     | 1.3086 | 0.8600   | 0.8552   | 0.1378 | 0.0462 |
| 0.0004        | 178.0  | 2225 | 1.0629          | 0.86     | 0.2706     | 1.3086 | 0.8600   | 0.8552   | 0.1378 | 0.0462 |
| 0.0004        | 178.96 | 2237 | 1.0630          | 0.86     | 0.2706     | 1.3086 | 0.8600   | 0.8552   | 0.1378 | 0.0462 |
| 0.0004        | 180.0  | 2250 | 1.0632          | 0.86     | 0.2706     | 1.3086 | 0.8600   | 0.8552   | 0.1378 | 0.0462 |
| 0.0004        | 180.96 | 2262 | 1.0634          | 0.86     | 0.2706     | 1.3086 | 0.8600   | 0.8552   | 0.1378 | 0.0463 |
| 0.0004        | 182.0  | 2275 | 1.0636          | 0.86     | 0.2705     | 1.3085 | 0.8600   | 0.8552   | 0.1378 | 0.0462 |
| 0.0004        | 182.96 | 2287 | 1.0637          | 0.86     | 0.2705     | 1.3085 | 0.8600   | 0.8552   | 0.1378 | 0.0462 |
| 0.0004        | 184.0  | 2300 | 1.0639          | 0.86     | 0.2705     | 1.3085 | 0.8600   | 0.8552   | 0.1378 | 0.0462 |
| 0.0004        | 184.96 | 2312 | 1.0640          | 0.86     | 0.2705     | 1.3085 | 0.8600   | 0.8552   | 0.1378 | 0.0462 |
| 0.0004        | 186.0  | 2325 | 1.0641          | 0.86     | 0.2705     | 1.3085 | 0.8600   | 0.8552   | 0.1378 | 0.0462 |
| 0.0004        | 186.96 | 2337 | 1.0642          | 0.86     | 0.2705     | 1.3085 | 0.8600   | 0.8552   | 0.1378 | 0.0462 |
| 0.0004        | 188.0  | 2350 | 1.0643          | 0.86     | 0.2705     | 1.3085 | 0.8600   | 0.8552   | 0.1378 | 0.0461 |
| 0.0004        | 188.96 | 2362 | 1.0643          | 0.86     | 0.2705     | 1.3085 | 0.8600   | 0.8552   | 0.1378 | 0.0461 |
| 0.0004        | 190.0  | 2375 | 1.0644          | 0.86     | 0.2705     | 1.3085 | 0.8600   | 0.8552   | 0.1378 | 0.0461 |
| 0.0004        | 190.96 | 2387 | 1.0644          | 0.86     | 0.2705     | 1.3085 | 0.8600   | 0.8552   | 0.1378 | 0.0461 |
| 0.0004        | 192.0  | 2400 | 1.0644          | 0.86     | 0.2705     | 1.3085 | 0.8600   | 0.8552   | 0.1378 | 0.0461 |


### Framework versions

- Transformers 4.30.2
- Pytorch 1.13.1
- Datasets 2.13.1
- Tokenizers 0.13.3

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