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# 18-tiny_tobacco3482_hint_

This model is a fine-tuned version of [WinKawaks/vit-tiny-patch16-224](https://huggingface.co/WinKawaks/vit-tiny-patch16-224) on the None dataset.
It achieves the following results on the evaluation set:
- Loss: 71.6043
- Accuracy: 0.85
- Brier Loss: 0.2638
- Nll: 1.3122
- F1 Micro: 0.85
- F1 Macro: 0.8425
- Ece: 0.1342
- Aurc: 0.0355

## 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: 0.0001
- train_batch_size: 32
- eval_batch_size: 32
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- lr_scheduler_warmup_ratio: 0.1
- num_epochs: 100

### Training results

| Training Loss | Epoch | Step | Validation Loss | Accuracy | Brier Loss | Nll    | F1 Micro | F1 Macro | Ece    | Aurc   |
|:-------------:|:-----:|:----:|:---------------:|:--------:|:----------:|:------:|:--------:|:--------:|:------:|:------:|
| No log        | 1.0   | 25   | 74.9320         | 0.26     | 0.8713     | 4.9021 | 0.26     | 0.1920   | 0.3072 | 0.7822 |
| No log        | 2.0   | 50   | 74.1171         | 0.54     | 0.5982     | 2.7516 | 0.54     | 0.4539   | 0.2763 | 0.2591 |
| No log        | 3.0   | 75   | 73.6525         | 0.685    | 0.4431     | 1.5999 | 0.685    | 0.6196   | 0.1890 | 0.1355 |
| No log        | 4.0   | 100  | 73.3675         | 0.735    | 0.3894     | 1.5393 | 0.735    | 0.7201   | 0.2334 | 0.1214 |
| No log        | 5.0   | 125  | 73.0199         | 0.785    | 0.3130     | 1.6799 | 0.785    | 0.7426   | 0.1738 | 0.0705 |
| No log        | 6.0   | 150  | 72.7837         | 0.8      | 0.3068     | 1.5290 | 0.8000   | 0.7711   | 0.1531 | 0.0582 |
| No log        | 7.0   | 175  | 72.7218         | 0.76     | 0.3913     | 1.8944 | 0.76     | 0.7334   | 0.1998 | 0.0987 |
| No log        | 8.0   | 200  | 72.7351         | 0.695    | 0.4805     | 1.4948 | 0.695    | 0.6565   | 0.2585 | 0.1329 |
| No log        | 9.0   | 225  | 72.2520         | 0.79     | 0.3279     | 1.5198 | 0.79     | 0.7440   | 0.1878 | 0.0704 |
| No log        | 10.0  | 250  | 72.3792         | 0.785    | 0.3370     | 1.7982 | 0.785    | 0.7687   | 0.1655 | 0.0757 |
| No log        | 11.0  | 275  | 72.2408         | 0.765    | 0.3542     | 1.6304 | 0.765    | 0.7364   | 0.1838 | 0.0660 |
| No log        | 12.0  | 300  | 72.1003         | 0.76     | 0.3664     | 1.4090 | 0.76     | 0.7247   | 0.1832 | 0.0817 |
| No log        | 13.0  | 325  | 72.4671         | 0.77     | 0.3886     | 1.7820 | 0.7700   | 0.7380   | 0.1985 | 0.0833 |
| No log        | 14.0  | 350  | 72.1519         | 0.785    | 0.3633     | 1.5939 | 0.785    | 0.7563   | 0.1814 | 0.0687 |
| No log        | 15.0  | 375  | 72.2206         | 0.775    | 0.3723     | 1.6025 | 0.775    | 0.7406   | 0.1824 | 0.0800 |
| No log        | 16.0  | 400  | 72.0554         | 0.805    | 0.3080     | 1.4448 | 0.805    | 0.7520   | 0.1577 | 0.0485 |
| No log        | 17.0  | 425  | 72.3130         | 0.8      | 0.3412     | 1.7255 | 0.8000   | 0.7653   | 0.1637 | 0.0694 |
| No log        | 18.0  | 450  | 72.1019         | 0.815    | 0.3228     | 1.4827 | 0.815    | 0.7918   | 0.1753 | 0.0592 |
| No log        | 19.0  | 475  | 72.2643         | 0.8      | 0.3558     | 1.5960 | 0.8000   | 0.7604   | 0.1677 | 0.0737 |
| 71.4928       | 20.0  | 500  | 71.9509         | 0.78     | 0.3398     | 1.5615 | 0.78     | 0.7596   | 0.1683 | 0.0561 |
| 71.4928       | 21.0  | 525  | 71.9389         | 0.82     | 0.2947     | 1.5336 | 0.82     | 0.8008   | 0.1561 | 0.0538 |
| 71.4928       | 22.0  | 550  | 72.0399         | 0.83     | 0.2843     | 1.4576 | 0.83     | 0.7914   | 0.1347 | 0.0523 |
| 71.4928       | 23.0  | 575  | 72.0529         | 0.815    | 0.3263     | 1.3174 | 0.815    | 0.7923   | 0.1677 | 0.0523 |
| 71.4928       | 24.0  | 600  | 72.3487         | 0.775    | 0.3838     | 1.5418 | 0.775    | 0.7560   | 0.1880 | 0.0794 |
| 71.4928       | 25.0  | 625  | 71.9154         | 0.825    | 0.2949     | 1.2538 | 0.825    | 0.7992   | 0.1471 | 0.0584 |
| 71.4928       | 26.0  | 650  | 72.0222         | 0.815    | 0.3151     | 1.5809 | 0.815    | 0.7830   | 0.1601 | 0.0594 |
| 71.4928       | 27.0  | 675  | 72.0422         | 0.815    | 0.3269     | 1.5161 | 0.815    | 0.7954   | 0.1606 | 0.0597 |
| 71.4928       | 28.0  | 700  | 72.0172         | 0.845    | 0.2828     | 1.3388 | 0.845    | 0.8350   | 0.1447 | 0.0649 |
| 71.4928       | 29.0  | 725  | 71.9113         | 0.84     | 0.2685     | 1.2082 | 0.8400   | 0.8202   | 0.1365 | 0.0562 |
| 71.4928       | 30.0  | 750  | 71.9516         | 0.84     | 0.2856     | 1.2664 | 0.8400   | 0.8359   | 0.1415 | 0.0563 |
| 71.4928       | 31.0  | 775  | 71.8583         | 0.835    | 0.2782     | 1.2979 | 0.835    | 0.8277   | 0.1447 | 0.0545 |
| 71.4928       | 32.0  | 800  | 71.9071         | 0.84     | 0.2766     | 1.2772 | 0.8400   | 0.8359   | 0.1378 | 0.0546 |
| 71.4928       | 33.0  | 825  | 71.8580         | 0.85     | 0.2699     | 1.2985 | 0.85     | 0.8482   | 0.1351 | 0.0525 |
| 71.4928       | 34.0  | 850  | 71.8499         | 0.835    | 0.2872     | 1.3022 | 0.835    | 0.8292   | 0.1462 | 0.0532 |
| 71.4928       | 35.0  | 875  | 72.0085         | 0.84     | 0.2897     | 1.3042 | 0.8400   | 0.8323   | 0.1420 | 0.0616 |
| 71.4928       | 36.0  | 900  | 71.8423         | 0.82     | 0.2929     | 1.2266 | 0.82     | 0.8056   | 0.1543 | 0.0521 |
| 71.4928       | 37.0  | 925  | 71.7886         | 0.845    | 0.2807     | 1.2181 | 0.845    | 0.8254   | 0.1332 | 0.0400 |
| 71.4928       | 38.0  | 950  | 71.8857         | 0.83     | 0.2877     | 1.4036 | 0.83     | 0.8166   | 0.1490 | 0.0480 |
| 71.4928       | 39.0  | 975  | 71.9388         | 0.83     | 0.2877     | 1.3374 | 0.83     | 0.8119   | 0.1459 | 0.0451 |
| 70.1673       | 40.0  | 1000 | 72.0368         | 0.8      | 0.3368     | 1.7112 | 0.8000   | 0.7897   | 0.1741 | 0.0578 |
| 70.1673       | 41.0  | 1025 | 72.0295         | 0.8      | 0.3208     | 1.5473 | 0.8000   | 0.7862   | 0.1587 | 0.0622 |
| 70.1673       | 42.0  | 1050 | 71.7048         | 0.86     | 0.2547     | 1.3240 | 0.8600   | 0.8374   | 0.1257 | 0.0408 |
| 70.1673       | 43.0  | 1075 | 71.7541         | 0.835    | 0.2680     | 1.4095 | 0.835    | 0.8178   | 0.1418 | 0.0445 |
| 70.1673       | 44.0  | 1100 | 71.7746         | 0.845    | 0.2721     | 1.5529 | 0.845    | 0.8383   | 0.1412 | 0.0405 |
| 70.1673       | 45.0  | 1125 | 71.7661         | 0.83     | 0.2908     | 1.5315 | 0.83     | 0.8104   | 0.1415 | 0.0437 |
| 70.1673       | 46.0  | 1150 | 71.7563         | 0.84     | 0.2787     | 1.4088 | 0.8400   | 0.8238   | 0.1360 | 0.0416 |
| 70.1673       | 47.0  | 1175 | 71.7670         | 0.84     | 0.2709     | 1.2801 | 0.8400   | 0.8303   | 0.1322 | 0.0401 |
| 70.1673       | 48.0  | 1200 | 71.7458         | 0.84     | 0.2699     | 1.4180 | 0.8400   | 0.8265   | 0.1433 | 0.0397 |
| 70.1673       | 49.0  | 1225 | 71.7226         | 0.84     | 0.2653     | 1.4126 | 0.8400   | 0.8265   | 0.1282 | 0.0390 |
| 70.1673       | 50.0  | 1250 | 71.7163         | 0.85     | 0.2608     | 1.4227 | 0.85     | 0.8402   | 0.1339 | 0.0394 |
| 70.1673       | 51.0  | 1275 | 71.7044         | 0.845    | 0.2612     | 1.4130 | 0.845    | 0.8371   | 0.1314 | 0.0387 |
| 70.1673       | 52.0  | 1300 | 71.6821         | 0.85     | 0.2545     | 1.4880 | 0.85     | 0.8392   | 0.1286 | 0.0383 |
| 70.1673       | 53.0  | 1325 | 71.6764         | 0.845    | 0.2598     | 1.3776 | 0.845    | 0.8301   | 0.1299 | 0.0377 |
| 70.1673       | 54.0  | 1350 | 71.6750         | 0.855    | 0.2590     | 1.3404 | 0.855    | 0.8479   | 0.1361 | 0.0383 |
| 70.1673       | 55.0  | 1375 | 71.7192         | 0.855    | 0.2543     | 1.4804 | 0.855    | 0.8482   | 0.1346 | 0.0388 |
| 70.1673       | 56.0  | 1400 | 71.6907         | 0.85     | 0.2552     | 1.4102 | 0.85     | 0.8389   | 0.1274 | 0.0377 |
| 70.1673       | 57.0  | 1425 | 71.6778         | 0.85     | 0.2572     | 1.4026 | 0.85     | 0.8392   | 0.1319 | 0.0389 |
| 70.1673       | 58.0  | 1450 | 71.6735         | 0.85     | 0.2559     | 1.4062 | 0.85     | 0.8394   | 0.1288 | 0.0386 |
| 70.1673       | 59.0  | 1475 | 71.6938         | 0.855    | 0.2549     | 1.4710 | 0.855    | 0.8482   | 0.1309 | 0.0387 |
| 69.9715       | 60.0  | 1500 | 71.6799         | 0.85     | 0.2599     | 1.3989 | 0.85     | 0.8389   | 0.1309 | 0.0384 |
| 69.9715       | 61.0  | 1525 | 71.6753         | 0.865    | 0.2539     | 1.3555 | 0.865    | 0.8619   | 0.1201 | 0.0374 |
| 69.9715       | 62.0  | 1550 | 71.6657         | 0.855    | 0.2562     | 1.4005 | 0.855    | 0.8453   | 0.1301 | 0.0365 |
| 69.9715       | 63.0  | 1575 | 71.6941         | 0.855    | 0.2569     | 1.4083 | 0.855    | 0.8453   | 0.1297 | 0.0369 |
| 69.9715       | 64.0  | 1600 | 71.6430         | 0.85     | 0.2567     | 1.3933 | 0.85     | 0.8395   | 0.1239 | 0.0370 |
| 69.9715       | 65.0  | 1625 | 71.6666         | 0.85     | 0.2582     | 1.4014 | 0.85     | 0.8395   | 0.1357 | 0.0375 |
| 69.9715       | 66.0  | 1650 | 71.6550         | 0.85     | 0.2578     | 1.3849 | 0.85     | 0.8395   | 0.1253 | 0.0370 |
| 69.9715       | 67.0  | 1675 | 71.6321         | 0.855    | 0.2573     | 1.3932 | 0.855    | 0.8466   | 0.1276 | 0.0362 |
| 69.9715       | 68.0  | 1700 | 71.6237         | 0.855    | 0.2576     | 1.3976 | 0.855    | 0.8453   | 0.1231 | 0.0374 |
| 69.9715       | 69.0  | 1725 | 71.6287         | 0.85     | 0.2589     | 1.3914 | 0.85     | 0.8403   | 0.1299 | 0.0366 |
| 69.9715       | 70.0  | 1750 | 71.6325         | 0.85     | 0.2580     | 1.3907 | 0.85     | 0.8425   | 0.1321 | 0.0365 |
| 69.9715       | 71.0  | 1775 | 71.6175         | 0.85     | 0.2572     | 1.3914 | 0.85     | 0.8412   | 0.1318 | 0.0365 |
| 69.9715       | 72.0  | 1800 | 71.6208         | 0.85     | 0.2591     | 1.3860 | 0.85     | 0.8425   | 0.1325 | 0.0355 |
| 69.9715       | 73.0  | 1825 | 71.6157         | 0.85     | 0.2600     | 1.3894 | 0.85     | 0.8425   | 0.1335 | 0.0361 |
| 69.9715       | 74.0  | 1850 | 71.6405         | 0.85     | 0.2632     | 1.3335 | 0.85     | 0.8425   | 0.1306 | 0.0359 |
| 69.9715       | 75.0  | 1875 | 71.6099         | 0.85     | 0.2586     | 1.3899 | 0.85     | 0.8425   | 0.1283 | 0.0360 |
| 69.9715       | 76.0  | 1900 | 71.6058         | 0.85     | 0.2599     | 1.3220 | 0.85     | 0.8425   | 0.1260 | 0.0357 |
| 69.9715       | 77.0  | 1925 | 71.6096         | 0.85     | 0.2591     | 1.3859 | 0.85     | 0.8425   | 0.1279 | 0.0355 |
| 69.9715       | 78.0  | 1950 | 71.6213         | 0.85     | 0.2604     | 1.3875 | 0.85     | 0.8425   | 0.1284 | 0.0351 |
| 69.9715       | 79.0  | 1975 | 71.6240         | 0.85     | 0.2610     | 1.3867 | 0.85     | 0.8425   | 0.1347 | 0.0356 |
| 69.8814       | 80.0  | 2000 | 71.6246         | 0.855    | 0.2608     | 1.3183 | 0.855    | 0.8483   | 0.1238 | 0.0354 |
| 69.8814       | 81.0  | 2025 | 71.6133         | 0.85     | 0.2595     | 1.3177 | 0.85     | 0.8425   | 0.1268 | 0.0357 |
| 69.8814       | 82.0  | 2050 | 71.6120         | 0.85     | 0.2593     | 1.3873 | 0.85     | 0.8425   | 0.1278 | 0.0353 |
| 69.8814       | 83.0  | 2075 | 71.6183         | 0.85     | 0.2600     | 1.3220 | 0.85     | 0.8425   | 0.1342 | 0.0356 |
| 69.8814       | 84.0  | 2100 | 71.6008         | 0.85     | 0.2610     | 1.3168 | 0.85     | 0.8425   | 0.1359 | 0.0358 |
| 69.8814       | 85.0  | 2125 | 71.5986         | 0.85     | 0.2621     | 1.3156 | 0.85     | 0.8425   | 0.1327 | 0.0355 |
| 69.8814       | 86.0  | 2150 | 71.6000         | 0.85     | 0.2609     | 1.3167 | 0.85     | 0.8425   | 0.1311 | 0.0354 |
| 69.8814       | 87.0  | 2175 | 71.6006         | 0.855    | 0.2611     | 1.3171 | 0.855    | 0.8483   | 0.1251 | 0.0353 |
| 69.8814       | 88.0  | 2200 | 71.6033         | 0.85     | 0.2620     | 1.3132 | 0.85     | 0.8425   | 0.1331 | 0.0357 |
| 69.8814       | 89.0  | 2225 | 71.6176         | 0.855    | 0.2635     | 1.3142 | 0.855    | 0.8483   | 0.1326 | 0.0357 |
| 69.8814       | 90.0  | 2250 | 71.6201         | 0.855    | 0.2636     | 1.3126 | 0.855    | 0.8483   | 0.1282 | 0.0356 |
| 69.8814       | 91.0  | 2275 | 71.6128         | 0.85     | 0.2629     | 1.3126 | 0.85     | 0.8425   | 0.1273 | 0.0356 |
| 69.8814       | 92.0  | 2300 | 71.6086         | 0.855    | 0.2631     | 1.3147 | 0.855    | 0.8515   | 0.1261 | 0.0358 |
| 69.8814       | 93.0  | 2325 | 71.6010         | 0.85     | 0.2638     | 1.3122 | 0.85     | 0.8425   | 0.1292 | 0.0356 |
| 69.8814       | 94.0  | 2350 | 71.6053         | 0.85     | 0.2636     | 1.3125 | 0.85     | 0.8425   | 0.1269 | 0.0354 |
| 69.8814       | 95.0  | 2375 | 71.6004         | 0.85     | 0.2640     | 1.3128 | 0.85     | 0.8425   | 0.1346 | 0.0356 |
| 69.8814       | 96.0  | 2400 | 71.6035         | 0.85     | 0.2644     | 1.3128 | 0.85     | 0.8425   | 0.1346 | 0.0356 |
| 69.8814       | 97.0  | 2425 | 71.6027         | 0.85     | 0.2639     | 1.3117 | 0.85     | 0.8425   | 0.1343 | 0.0355 |
| 69.8814       | 98.0  | 2450 | 71.6039         | 0.85     | 0.2639     | 1.3117 | 0.85     | 0.8425   | 0.1343 | 0.0354 |
| 69.8814       | 99.0  | 2475 | 71.6018         | 0.85     | 0.2640     | 1.3122 | 0.85     | 0.8425   | 0.1342 | 0.0356 |
| 69.8448       | 100.0 | 2500 | 71.6043         | 0.85     | 0.2638     | 1.3122 | 0.85     | 0.8425   | 0.1342 | 0.0355 |


### Framework versions

- Transformers 4.26.1
- Pytorch 1.13.1.post200
- Datasets 2.9.0
- Tokenizers 0.13.2

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