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# 39-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: 65.8239
- Accuracy: 0.84
- Brier Loss: 0.2807
- Nll: 1.1327
- F1 Micro: 0.8400
- F1 Macro: 0.8280
- Ece: 0.1437
- Aurc: 0.0472

## 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   | 69.1264         | 0.26     | 0.8707     | 4.9002 | 0.26     | 0.1920   | 0.3064 | 0.7815 |
| No log        | 2.0   | 50   | 68.3319         | 0.545    | 0.5960     | 2.8558 | 0.545    | 0.4562   | 0.2850 | 0.2564 |
| No log        | 3.0   | 75   | 67.8627         | 0.68     | 0.4406     | 1.6064 | 0.68     | 0.6157   | 0.2543 | 0.1333 |
| No log        | 4.0   | 100  | 67.5797         | 0.75     | 0.3829     | 1.5484 | 0.75     | 0.7343   | 0.2220 | 0.1152 |
| No log        | 5.0   | 125  | 67.2608         | 0.8      | 0.3072     | 1.7491 | 0.8000   | 0.7573   | 0.1809 | 0.0698 |
| No log        | 6.0   | 150  | 67.0950         | 0.78     | 0.3169     | 1.7708 | 0.78     | 0.7441   | 0.1576 | 0.0607 |
| No log        | 7.0   | 175  | 66.9178         | 0.755    | 0.3812     | 1.6929 | 0.755    | 0.6848   | 0.1899 | 0.1043 |
| No log        | 8.0   | 200  | 66.7335         | 0.75     | 0.3763     | 1.7649 | 0.75     | 0.7399   | 0.1870 | 0.0806 |
| No log        | 9.0   | 225  | 66.4371         | 0.805    | 0.3036     | 1.4686 | 0.805    | 0.7896   | 0.1378 | 0.0545 |
| No log        | 10.0  | 250  | 66.6823         | 0.75     | 0.3924     | 1.8808 | 0.75     | 0.6665   | 0.1964 | 0.0829 |
| No log        | 11.0  | 275  | 66.6079         | 0.775    | 0.3570     | 1.8872 | 0.775    | 0.7442   | 0.1811 | 0.0839 |
| No log        | 12.0  | 300  | 66.4364         | 0.765    | 0.3689     | 1.6981 | 0.765    | 0.7550   | 0.1909 | 0.0732 |
| No log        | 13.0  | 325  | 66.1317         | 0.785    | 0.3346     | 1.4062 | 0.785    | 0.7823   | 0.1753 | 0.0572 |
| No log        | 14.0  | 350  | 66.5182         | 0.73     | 0.4453     | 1.4431 | 0.7300   | 0.7208   | 0.2310 | 0.0985 |
| No log        | 15.0  | 375  | 66.5154         | 0.775    | 0.3769     | 1.4897 | 0.775    | 0.7398   | 0.1875 | 0.0821 |
| No log        | 16.0  | 400  | 66.4191         | 0.8      | 0.3315     | 1.5327 | 0.8000   | 0.7771   | 0.1651 | 0.0685 |
| No log        | 17.0  | 425  | 66.2374         | 0.765    | 0.3520     | 1.5388 | 0.765    | 0.7401   | 0.1767 | 0.0760 |
| No log        | 18.0  | 450  | 66.2010         | 0.805    | 0.3320     | 1.4280 | 0.805    | 0.7721   | 0.1756 | 0.0684 |
| No log        | 19.0  | 475  | 66.0335         | 0.85     | 0.2625     | 1.3549 | 0.85     | 0.8352   | 0.1431 | 0.0430 |
| 65.4034       | 20.0  | 500  | 66.2213         | 0.815    | 0.3213     | 1.3912 | 0.815    | 0.7955   | 0.1645 | 0.0579 |
| 65.4034       | 21.0  | 525  | 66.2647         | 0.77     | 0.3656     | 1.3241 | 0.7700   | 0.7743   | 0.1899 | 0.0755 |
| 65.4034       | 22.0  | 550  | 66.1220         | 0.86     | 0.2684     | 1.2459 | 0.8600   | 0.8354   | 0.1327 | 0.0473 |
| 65.4034       | 23.0  | 575  | 66.1615         | 0.85     | 0.2623     | 1.3400 | 0.85     | 0.8231   | 0.1291 | 0.0448 |
| 65.4034       | 24.0  | 600  | 66.2114         | 0.825    | 0.3130     | 1.4118 | 0.825    | 0.8122   | 0.1565 | 0.0498 |
| 65.4034       | 25.0  | 625  | 66.1048         | 0.835    | 0.2704     | 1.3571 | 0.835    | 0.8196   | 0.1405 | 0.0450 |
| 65.4034       | 26.0  | 650  | 65.9832         | 0.825    | 0.2990     | 1.1514 | 0.825    | 0.8253   | 0.1603 | 0.0423 |
| 65.4034       | 27.0  | 675  | 66.2567         | 0.805    | 0.3307     | 1.3509 | 0.805    | 0.8022   | 0.1699 | 0.0634 |
| 65.4034       | 28.0  | 700  | 66.0668         | 0.82     | 0.3172     | 1.1445 | 0.82     | 0.7973   | 0.1538 | 0.0419 |
| 65.4034       | 29.0  | 725  | 66.2254         | 0.81     | 0.3252     | 1.3290 | 0.81     | 0.8011   | 0.1659 | 0.0523 |
| 65.4034       | 30.0  | 750  | 65.9643         | 0.84     | 0.2697     | 1.2052 | 0.8400   | 0.8245   | 0.1319 | 0.0425 |
| 65.4034       | 31.0  | 775  | 66.3419         | 0.81     | 0.3249     | 1.2772 | 0.81     | 0.7969   | 0.1700 | 0.0612 |
| 65.4034       | 32.0  | 800  | 66.0324         | 0.825    | 0.3003     | 1.3138 | 0.825    | 0.8000   | 0.1584 | 0.0445 |
| 65.4034       | 33.0  | 825  | 66.3326         | 0.82     | 0.3336     | 1.2983 | 0.82     | 0.7826   | 0.1754 | 0.0590 |
| 65.4034       | 34.0  | 850  | 66.1374         | 0.825    | 0.3061     | 1.5645 | 0.825    | 0.8012   | 0.1500 | 0.0459 |
| 65.4034       | 35.0  | 875  | 66.2310         | 0.815    | 0.3207     | 1.5607 | 0.815    | 0.7939   | 0.1712 | 0.0646 |
| 65.4034       | 36.0  | 900  | 66.0388         | 0.84     | 0.2873     | 1.1966 | 0.8400   | 0.8327   | 0.1456 | 0.0585 |
| 65.4034       | 37.0  | 925  | 66.0520         | 0.835    | 0.2958     | 1.2728 | 0.835    | 0.8180   | 0.1508 | 0.0477 |
| 65.4034       | 38.0  | 950  | 65.9916         | 0.84     | 0.2783     | 1.1635 | 0.8400   | 0.8233   | 0.1398 | 0.0438 |
| 65.4034       | 39.0  | 975  | 65.9391         | 0.845    | 0.2743     | 1.2660 | 0.845    | 0.8289   | 0.1396 | 0.0458 |
| 64.0802       | 40.0  | 1000 | 65.9291         | 0.845    | 0.2762     | 1.3335 | 0.845    | 0.8259   | 0.1373 | 0.0430 |
| 64.0802       | 41.0  | 1025 | 65.8559         | 0.85     | 0.2686     | 1.3432 | 0.85     | 0.8338   | 0.1345 | 0.0428 |
| 64.0802       | 42.0  | 1050 | 65.8612         | 0.845    | 0.2772     | 1.2679 | 0.845    | 0.8255   | 0.1389 | 0.0431 |
| 64.0802       | 43.0  | 1075 | 65.8953         | 0.84     | 0.2742     | 1.2614 | 0.8400   | 0.8227   | 0.1408 | 0.0435 |
| 64.0802       | 44.0  | 1100 | 65.8569         | 0.835    | 0.2769     | 1.2730 | 0.835    | 0.8199   | 0.1426 | 0.0432 |
| 64.0802       | 45.0  | 1125 | 65.8610         | 0.84     | 0.2769     | 1.2622 | 0.8400   | 0.8248   | 0.1485 | 0.0425 |
| 64.0802       | 46.0  | 1150 | 65.8237         | 0.845    | 0.2729     | 1.1920 | 0.845    | 0.8334   | 0.1462 | 0.0432 |
| 64.0802       | 47.0  | 1175 | 65.8416         | 0.845    | 0.2785     | 1.1826 | 0.845    | 0.8317   | 0.1376 | 0.0431 |
| 64.0802       | 48.0  | 1200 | 65.8452         | 0.845    | 0.2817     | 1.1876 | 0.845    | 0.8317   | 0.1417 | 0.0441 |
| 64.0802       | 49.0  | 1225 | 65.8394         | 0.845    | 0.2750     | 1.1993 | 0.845    | 0.8309   | 0.1315 | 0.0419 |
| 64.0802       | 50.0  | 1250 | 65.8527         | 0.84     | 0.2796     | 1.1860 | 0.8400   | 0.8279   | 0.1410 | 0.0432 |
| 64.0802       | 51.0  | 1275 | 65.8286         | 0.845    | 0.2749     | 1.1977 | 0.845    | 0.8333   | 0.1444 | 0.0428 |
| 64.0802       | 52.0  | 1300 | 65.8296         | 0.83     | 0.2779     | 1.1926 | 0.83     | 0.8171   | 0.1382 | 0.0435 |
| 64.0802       | 53.0  | 1325 | 65.8121         | 0.83     | 0.2779     | 1.1955 | 0.83     | 0.8155   | 0.1387 | 0.0436 |
| 64.0802       | 54.0  | 1350 | 65.8361         | 0.825    | 0.2769     | 1.1909 | 0.825    | 0.8095   | 0.1435 | 0.0419 |
| 64.0802       | 55.0  | 1375 | 65.8370         | 0.83     | 0.2816     | 1.1925 | 0.83     | 0.8171   | 0.1416 | 0.0435 |
| 64.0802       | 56.0  | 1400 | 65.8301         | 0.825    | 0.2763     | 1.1908 | 0.825    | 0.8101   | 0.1393 | 0.0439 |
| 64.0802       | 57.0  | 1425 | 65.8301         | 0.82     | 0.2791     | 1.1881 | 0.82     | 0.8040   | 0.1443 | 0.0440 |
| 64.0802       | 58.0  | 1450 | 65.8324         | 0.83     | 0.2754     | 1.1938 | 0.83     | 0.8198   | 0.1387 | 0.0460 |
| 64.0802       | 59.0  | 1475 | 65.8407         | 0.825    | 0.2818     | 1.1893 | 0.825    | 0.8138   | 0.1393 | 0.0439 |
| 63.8765       | 60.0  | 1500 | 65.8236         | 0.84     | 0.2782     | 1.1871 | 0.8400   | 0.8290   | 0.1512 | 0.0449 |
| 63.8765       | 61.0  | 1525 | 65.8198         | 0.825    | 0.2846     | 1.1752 | 0.825    | 0.8138   | 0.1505 | 0.0438 |
| 63.8765       | 62.0  | 1550 | 65.8243         | 0.83     | 0.2796     | 1.1753 | 0.83     | 0.8196   | 0.1480 | 0.0445 |
| 63.8765       | 63.0  | 1575 | 65.8495         | 0.835    | 0.2781     | 1.1766 | 0.835    | 0.8257   | 0.1353 | 0.0451 |
| 63.8765       | 64.0  | 1600 | 65.8204         | 0.835    | 0.2833     | 1.1752 | 0.835    | 0.8239   | 0.1400 | 0.0447 |
| 63.8765       | 65.0  | 1625 | 65.8374         | 0.835    | 0.2800     | 1.1829 | 0.835    | 0.8239   | 0.1474 | 0.0441 |
| 63.8765       | 66.0  | 1650 | 65.8433         | 0.83     | 0.2855     | 1.1678 | 0.83     | 0.8148   | 0.1498 | 0.0444 |
| 63.8765       | 67.0  | 1675 | 65.8259         | 0.835    | 0.2820     | 1.1725 | 0.835    | 0.8257   | 0.1518 | 0.0457 |
| 63.8765       | 68.0  | 1700 | 65.8443         | 0.83     | 0.2841     | 1.1652 | 0.83     | 0.8196   | 0.1491 | 0.0457 |
| 63.8765       | 69.0  | 1725 | 65.8255         | 0.835    | 0.2849     | 1.1620 | 0.835    | 0.8247   | 0.1499 | 0.0460 |
| 63.8765       | 70.0  | 1750 | 65.8421         | 0.83     | 0.2870     | 1.1681 | 0.83     | 0.8196   | 0.1418 | 0.0475 |
| 63.8765       | 71.0  | 1775 | 65.8402         | 0.835    | 0.2839     | 1.1614 | 0.835    | 0.8230   | 0.1359 | 0.0466 |
| 63.8765       | 72.0  | 1800 | 65.8224         | 0.84     | 0.2831     | 1.1555 | 0.8400   | 0.8280   | 0.1467 | 0.0459 |
| 63.8765       | 73.0  | 1825 | 65.8233         | 0.84     | 0.2824     | 1.1578 | 0.8400   | 0.8280   | 0.1428 | 0.0465 |
| 63.8765       | 74.0  | 1850 | 65.8299         | 0.84     | 0.2814     | 1.1574 | 0.8400   | 0.8280   | 0.1469 | 0.0465 |
| 63.8765       | 75.0  | 1875 | 65.8309         | 0.835    | 0.2790     | 1.1575 | 0.835    | 0.8219   | 0.1407 | 0.0465 |
| 63.8765       | 76.0  | 1900 | 65.8199         | 0.84     | 0.2789     | 1.1496 | 0.8400   | 0.8280   | 0.1437 | 0.0460 |
| 63.8765       | 77.0  | 1925 | 65.8222         | 0.84     | 0.2828     | 1.1520 | 0.8400   | 0.8280   | 0.1539 | 0.0461 |
| 63.8765       | 78.0  | 1950 | 65.8312         | 0.84     | 0.2801     | 1.1459 | 0.8400   | 0.8280   | 0.1354 | 0.0458 |
| 63.8765       | 79.0  | 1975 | 65.8253         | 0.84     | 0.2836     | 1.1448 | 0.8400   | 0.8280   | 0.1542 | 0.0465 |
| 63.7964       | 80.0  | 2000 | 65.8332         | 0.84     | 0.2839     | 1.1408 | 0.8400   | 0.8280   | 0.1486 | 0.0462 |
| 63.7964       | 81.0  | 2025 | 65.8316         | 0.84     | 0.2818     | 1.1419 | 0.8400   | 0.8280   | 0.1430 | 0.0460 |
| 63.7964       | 82.0  | 2050 | 65.8238         | 0.84     | 0.2824     | 1.1387 | 0.8400   | 0.8280   | 0.1411 | 0.0452 |
| 63.7964       | 83.0  | 2075 | 65.8294         | 0.84     | 0.2786     | 1.1410 | 0.8400   | 0.8280   | 0.1539 | 0.0469 |
| 63.7964       | 84.0  | 2100 | 65.8267         | 0.84     | 0.2818     | 1.1391 | 0.8400   | 0.8280   | 0.1463 | 0.0471 |
| 63.7964       | 85.0  | 2125 | 65.8222         | 0.84     | 0.2814     | 1.1401 | 0.8400   | 0.8280   | 0.1463 | 0.0470 |
| 63.7964       | 86.0  | 2150 | 65.8264         | 0.84     | 0.2776     | 1.1380 | 0.8400   | 0.8280   | 0.1359 | 0.0460 |
| 63.7964       | 87.0  | 2175 | 65.8228         | 0.84     | 0.2781     | 1.1366 | 0.8400   | 0.8280   | 0.1468 | 0.0460 |
| 63.7964       | 88.0  | 2200 | 65.8229         | 0.84     | 0.2832     | 1.1367 | 0.8400   | 0.8280   | 0.1455 | 0.0476 |
| 63.7964       | 89.0  | 2225 | 65.8271         | 0.84     | 0.2792     | 1.1376 | 0.8400   | 0.8280   | 0.1598 | 0.0467 |
| 63.7964       | 90.0  | 2250 | 65.8234         | 0.84     | 0.2830     | 1.1352 | 0.8400   | 0.8280   | 0.1427 | 0.0474 |
| 63.7964       | 91.0  | 2275 | 65.8309         | 0.84     | 0.2804     | 1.1352 | 0.8400   | 0.8280   | 0.1426 | 0.0467 |
| 63.7964       | 92.0  | 2300 | 65.8305         | 0.84     | 0.2796     | 1.1345 | 0.8400   | 0.8280   | 0.1438 | 0.0466 |
| 63.7964       | 93.0  | 2325 | 65.8155         | 0.84     | 0.2808     | 1.1347 | 0.8400   | 0.8280   | 0.1499 | 0.0471 |
| 63.7964       | 94.0  | 2350 | 65.8218         | 0.84     | 0.2803     | 1.1336 | 0.8400   | 0.8280   | 0.1487 | 0.0473 |
| 63.7964       | 95.0  | 2375 | 65.8152         | 0.84     | 0.2812     | 1.1334 | 0.8400   | 0.8280   | 0.1441 | 0.0466 |
| 63.7964       | 96.0  | 2400 | 65.8230         | 0.84     | 0.2801     | 1.1344 | 0.8400   | 0.8280   | 0.1488 | 0.0472 |
| 63.7964       | 97.0  | 2425 | 65.8206         | 0.84     | 0.2808     | 1.1328 | 0.8400   | 0.8280   | 0.1490 | 0.0472 |
| 63.7964       | 98.0  | 2450 | 65.8221         | 0.84     | 0.2807     | 1.1332 | 0.8400   | 0.8280   | 0.1438 | 0.0474 |
| 63.7964       | 99.0  | 2475 | 65.8207         | 0.84     | 0.2809     | 1.1326 | 0.8400   | 0.8280   | 0.1446 | 0.0472 |
| 63.7613       | 100.0 | 2500 | 65.8239         | 0.84     | 0.2807     | 1.1327 | 0.8400   | 0.8280   | 0.1437 | 0.0472 |


### Framework versions

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

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