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# 6_e_200-tiny_tobacco3482_kd_CEKD_t2.5_a0.7

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: 0.4858
- Accuracy: 0.845
- Brier Loss: 0.2480
- Nll: 1.6086
- F1 Micro: 0.845
- F1 Macro: 0.8265
- Ece: 0.1885
- Aurc: 0.0556

## 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   | 1.8068          | 0.235    | 0.8615     | 4.8212 | 0.235    | 0.1982   | 0.2851 | 0.7569 |
| No log        | 2.0   | 50   | 1.1592          | 0.525    | 0.6018     | 2.7552 | 0.525    | 0.4251   | 0.2868 | 0.2632 |
| No log        | 3.0   | 75   | 0.9152          | 0.66     | 0.4661     | 2.3855 | 0.66     | 0.5569   | 0.2425 | 0.1423 |
| No log        | 4.0   | 100  | 0.7630          | 0.72     | 0.3764     | 1.5145 | 0.72     | 0.6868   | 0.2192 | 0.1030 |
| No log        | 5.0   | 125  | 0.7141          | 0.77     | 0.3437     | 1.5182 | 0.7700   | 0.7351   | 0.2394 | 0.0885 |
| No log        | 6.0   | 150  | 0.7497          | 0.765    | 0.3420     | 1.4392 | 0.765    | 0.7401   | 0.2226 | 0.0850 |
| No log        | 7.0   | 175  | 0.6465          | 0.8      | 0.3252     | 1.4412 | 0.8000   | 0.7688   | 0.2262 | 0.0878 |
| No log        | 8.0   | 200  | 0.6100          | 0.79     | 0.3013     | 1.1306 | 0.79     | 0.7626   | 0.2135 | 0.0732 |
| No log        | 9.0   | 225  | 0.7123          | 0.78     | 0.3429     | 1.5207 | 0.78     | 0.7679   | 0.2302 | 0.1021 |
| No log        | 10.0  | 250  | 0.5881          | 0.83     | 0.2873     | 1.3827 | 0.83     | 0.8274   | 0.2288 | 0.0503 |
| No log        | 11.0  | 275  | 0.6079          | 0.805    | 0.2958     | 1.3646 | 0.805    | 0.7659   | 0.1826 | 0.0795 |
| No log        | 12.0  | 300  | 0.5697          | 0.815    | 0.2829     | 1.4925 | 0.815    | 0.7846   | 0.1783 | 0.0637 |
| No log        | 13.0  | 325  | 0.5641          | 0.815    | 0.2834     | 1.7183 | 0.815    | 0.7950   | 0.1949 | 0.0587 |
| No log        | 14.0  | 350  | 0.5287          | 0.815    | 0.2615     | 1.1254 | 0.815    | 0.7990   | 0.1903 | 0.0508 |
| No log        | 15.0  | 375  | 0.5220          | 0.82     | 0.2627     | 1.5375 | 0.82     | 0.8024   | 0.2039 | 0.0477 |
| No log        | 16.0  | 400  | 0.5982          | 0.8      | 0.3044     | 1.9197 | 0.8000   | 0.7762   | 0.2026 | 0.0664 |
| No log        | 17.0  | 425  | 0.5165          | 0.83     | 0.2653     | 1.6907 | 0.83     | 0.8120   | 0.2057 | 0.0505 |
| No log        | 18.0  | 450  | 0.5345          | 0.84     | 0.2695     | 1.8508 | 0.8400   | 0.8259   | 0.1987 | 0.0505 |
| No log        | 19.0  | 475  | 0.5325          | 0.83     | 0.2670     | 1.3625 | 0.83     | 0.8226   | 0.1937 | 0.0450 |
| 0.4632        | 20.0  | 500  | 0.5102          | 0.835    | 0.2561     | 1.4043 | 0.835    | 0.8179   | 0.1957 | 0.0568 |
| 0.4632        | 21.0  | 525  | 0.5171          | 0.83     | 0.2605     | 1.6651 | 0.83     | 0.8199   | 0.1834 | 0.0508 |
| 0.4632        | 22.0  | 550  | 0.5294          | 0.825    | 0.2594     | 1.6140 | 0.825    | 0.7987   | 0.1745 | 0.0559 |
| 0.4632        | 23.0  | 575  | 0.5234          | 0.835    | 0.2633     | 1.7530 | 0.835    | 0.8190   | 0.1937 | 0.0534 |
| 0.4632        | 24.0  | 600  | 0.4999          | 0.845    | 0.2469     | 1.4458 | 0.845    | 0.8181   | 0.1650 | 0.0580 |
| 0.4632        | 25.0  | 625  | 0.5025          | 0.825    | 0.2571     | 1.6308 | 0.825    | 0.8111   | 0.1712 | 0.0493 |
| 0.4632        | 26.0  | 650  | 0.5058          | 0.83     | 0.2563     | 1.5906 | 0.83     | 0.8074   | 0.1828 | 0.0566 |
| 0.4632        | 27.0  | 675  | 0.4873          | 0.835    | 0.2476     | 1.4946 | 0.835    | 0.8148   | 0.1727 | 0.0584 |
| 0.4632        | 28.0  | 700  | 0.4894          | 0.835    | 0.2486     | 1.6165 | 0.835    | 0.8153   | 0.1538 | 0.0573 |
| 0.4632        | 29.0  | 725  | 0.4834          | 0.835    | 0.2455     | 1.6185 | 0.835    | 0.8178   | 0.1869 | 0.0523 |
| 0.4632        | 30.0  | 750  | 0.4842          | 0.835    | 0.2460     | 1.4898 | 0.835    | 0.8115   | 0.1683 | 0.0524 |
| 0.4632        | 31.0  | 775  | 0.4869          | 0.835    | 0.2480     | 1.5350 | 0.835    | 0.8144   | 0.1796 | 0.0543 |
| 0.4632        | 32.0  | 800  | 0.4865          | 0.835    | 0.2473     | 1.6052 | 0.835    | 0.8179   | 0.1792 | 0.0560 |
| 0.4632        | 33.0  | 825  | 0.4856          | 0.83     | 0.2479     | 1.5508 | 0.83     | 0.8118   | 0.1773 | 0.0550 |
| 0.4632        | 34.0  | 850  | 0.4861          | 0.835    | 0.2477     | 1.5486 | 0.835    | 0.8144   | 0.1779 | 0.0568 |
| 0.4632        | 35.0  | 875  | 0.4873          | 0.835    | 0.2484     | 1.6076 | 0.835    | 0.8179   | 0.1803 | 0.0556 |
| 0.4632        | 36.0  | 900  | 0.4867          | 0.84     | 0.2480     | 1.5438 | 0.8400   | 0.8205   | 0.1791 | 0.0561 |
| 0.4632        | 37.0  | 925  | 0.4863          | 0.84     | 0.2480     | 1.6035 | 0.8400   | 0.8205   | 0.1768 | 0.0558 |
| 0.4632        | 38.0  | 950  | 0.4864          | 0.835    | 0.2479     | 1.5469 | 0.835    | 0.8144   | 0.1876 | 0.0563 |
| 0.4632        | 39.0  | 975  | 0.4866          | 0.835    | 0.2483     | 1.5996 | 0.835    | 0.8144   | 0.1759 | 0.0546 |
| 0.0757        | 40.0  | 1000 | 0.4869          | 0.84     | 0.2480     | 1.5412 | 0.8400   | 0.8205   | 0.1726 | 0.0550 |
| 0.0757        | 41.0  | 1025 | 0.4869          | 0.84     | 0.2482     | 1.6060 | 0.8400   | 0.8205   | 0.1848 | 0.0545 |
| 0.0757        | 42.0  | 1050 | 0.4872          | 0.835    | 0.2485     | 1.6080 | 0.835    | 0.8179   | 0.1812 | 0.0558 |
| 0.0757        | 43.0  | 1075 | 0.4863          | 0.84     | 0.2476     | 1.6046 | 0.8400   | 0.8205   | 0.1773 | 0.0538 |
| 0.0757        | 44.0  | 1100 | 0.4866          | 0.84     | 0.2482     | 1.6117 | 0.8400   | 0.8205   | 0.1719 | 0.0557 |
| 0.0757        | 45.0  | 1125 | 0.4858          | 0.835    | 0.2478     | 1.6046 | 0.835    | 0.8144   | 0.1728 | 0.0554 |
| 0.0757        | 46.0  | 1150 | 0.4860          | 0.845    | 0.2478     | 1.6034 | 0.845    | 0.8265   | 0.2000 | 0.0551 |
| 0.0757        | 47.0  | 1175 | 0.4863          | 0.845    | 0.2480     | 1.5422 | 0.845    | 0.8265   | 0.1918 | 0.0560 |
| 0.0757        | 48.0  | 1200 | 0.4871          | 0.84     | 0.2486     | 1.5468 | 0.8400   | 0.8205   | 0.1795 | 0.0558 |
| 0.0757        | 49.0  | 1225 | 0.4855          | 0.835    | 0.2475     | 1.5511 | 0.835    | 0.8144   | 0.1814 | 0.0555 |
| 0.0757        | 50.0  | 1250 | 0.4854          | 0.84     | 0.2477     | 1.5488 | 0.8400   | 0.8205   | 0.1830 | 0.0549 |
| 0.0757        | 51.0  | 1275 | 0.4854          | 0.835    | 0.2475     | 1.5505 | 0.835    | 0.8144   | 0.1879 | 0.0547 |
| 0.0757        | 52.0  | 1300 | 0.4867          | 0.845    | 0.2483     | 1.6045 | 0.845    | 0.8265   | 0.1700 | 0.0560 |
| 0.0757        | 53.0  | 1325 | 0.4849          | 0.835    | 0.2473     | 1.6070 | 0.835    | 0.8179   | 0.1736 | 0.0546 |
| 0.0757        | 54.0  | 1350 | 0.4860          | 0.845    | 0.2479     | 1.5524 | 0.845    | 0.8265   | 0.1762 | 0.0549 |
| 0.0757        | 55.0  | 1375 | 0.4863          | 0.84     | 0.2481     | 1.5535 | 0.8400   | 0.8205   | 0.1864 | 0.0560 |
| 0.0757        | 56.0  | 1400 | 0.4871          | 0.84     | 0.2484     | 1.6074 | 0.8400   | 0.8205   | 0.1821 | 0.0562 |
| 0.0757        | 57.0  | 1425 | 0.4868          | 0.845    | 0.2483     | 1.5544 | 0.845    | 0.8265   | 0.1832 | 0.0557 |
| 0.0757        | 58.0  | 1450 | 0.4848          | 0.845    | 0.2474     | 1.5455 | 0.845    | 0.8265   | 0.1770 | 0.0551 |
| 0.0757        | 59.0  | 1475 | 0.4861          | 0.845    | 0.2481     | 1.6056 | 0.845    | 0.8265   | 0.1824 | 0.0552 |
| 0.0718        | 60.0  | 1500 | 0.4860          | 0.845    | 0.2481     | 1.5485 | 0.845    | 0.8265   | 0.1874 | 0.0555 |
| 0.0718        | 61.0  | 1525 | 0.4859          | 0.845    | 0.2480     | 1.5471 | 0.845    | 0.8265   | 0.1833 | 0.0545 |
| 0.0718        | 62.0  | 1550 | 0.4855          | 0.84     | 0.2477     | 1.5557 | 0.8400   | 0.8205   | 0.1892 | 0.0556 |
| 0.0718        | 63.0  | 1575 | 0.4856          | 0.845    | 0.2479     | 1.5511 | 0.845    | 0.8265   | 0.1804 | 0.0555 |
| 0.0718        | 64.0  | 1600 | 0.4863          | 0.845    | 0.2482     | 1.5482 | 0.845    | 0.8265   | 0.1761 | 0.0559 |
| 0.0718        | 65.0  | 1625 | 0.4857          | 0.845    | 0.2478     | 1.5503 | 0.845    | 0.8265   | 0.1944 | 0.0559 |
| 0.0718        | 66.0  | 1650 | 0.4858          | 0.845    | 0.2480     | 1.5463 | 0.845    | 0.8265   | 0.1832 | 0.0556 |
| 0.0718        | 67.0  | 1675 | 0.4855          | 0.845    | 0.2478     | 1.5493 | 0.845    | 0.8265   | 0.1947 | 0.0558 |
| 0.0718        | 68.0  | 1700 | 0.4858          | 0.845    | 0.2480     | 1.5482 | 0.845    | 0.8265   | 0.1831 | 0.0553 |
| 0.0718        | 69.0  | 1725 | 0.4863          | 0.845    | 0.2483     | 1.5470 | 0.845    | 0.8265   | 0.1904 | 0.0558 |
| 0.0718        | 70.0  | 1750 | 0.4859          | 0.845    | 0.2479     | 1.5449 | 0.845    | 0.8265   | 0.1836 | 0.0556 |
| 0.0718        | 71.0  | 1775 | 0.4865          | 0.845    | 0.2484     | 1.5476 | 0.845    | 0.8265   | 0.1999 | 0.0557 |
| 0.0718        | 72.0  | 1800 | 0.4855          | 0.845    | 0.2479     | 1.5472 | 0.845    | 0.8265   | 0.1875 | 0.0555 |
| 0.0718        | 73.0  | 1825 | 0.4859          | 0.845    | 0.2481     | 1.5514 | 0.845    | 0.8265   | 0.1946 | 0.0557 |
| 0.0718        | 74.0  | 1850 | 0.4863          | 0.845    | 0.2483     | 1.6121 | 0.845    | 0.8265   | 0.1904 | 0.0559 |
| 0.0718        | 75.0  | 1875 | 0.4861          | 0.845    | 0.2482     | 1.6150 | 0.845    | 0.8265   | 0.1807 | 0.0559 |
| 0.0718        | 76.0  | 1900 | 0.4856          | 0.845    | 0.2479     | 1.5755 | 0.845    | 0.8265   | 0.1877 | 0.0555 |
| 0.0718        | 77.0  | 1925 | 0.4857          | 0.845    | 0.2480     | 1.5550 | 0.845    | 0.8265   | 0.1880 | 0.0557 |
| 0.0718        | 78.0  | 1950 | 0.4856          | 0.845    | 0.2479     | 1.6081 | 0.845    | 0.8265   | 0.1877 | 0.0553 |
| 0.0718        | 79.0  | 1975 | 0.4858          | 0.845    | 0.2481     | 1.5526 | 0.845    | 0.8265   | 0.1878 | 0.0556 |
| 0.0718        | 80.0  | 2000 | 0.4860          | 0.845    | 0.2481     | 1.5562 | 0.845    | 0.8265   | 0.1881 | 0.0556 |
| 0.0718        | 81.0  | 2025 | 0.4860          | 0.845    | 0.2481     | 1.5569 | 0.845    | 0.8265   | 0.1837 | 0.0553 |
| 0.0718        | 82.0  | 2050 | 0.4863          | 0.845    | 0.2483     | 1.5522 | 0.845    | 0.8265   | 0.1937 | 0.0558 |
| 0.0718        | 83.0  | 2075 | 0.4859          | 0.845    | 0.2481     | 1.5539 | 0.845    | 0.8265   | 0.1878 | 0.0558 |
| 0.0718        | 84.0  | 2100 | 0.4858          | 0.845    | 0.2480     | 1.5575 | 0.845    | 0.8265   | 0.1877 | 0.0557 |
| 0.0718        | 85.0  | 2125 | 0.4859          | 0.845    | 0.2481     | 1.5652 | 0.845    | 0.8265   | 0.1884 | 0.0558 |
| 0.0718        | 86.0  | 2150 | 0.4858          | 0.845    | 0.2480     | 1.5511 | 0.845    | 0.8265   | 0.1840 | 0.0555 |
| 0.0718        | 87.0  | 2175 | 0.4858          | 0.845    | 0.2480     | 1.5571 | 0.845    | 0.8265   | 0.1883 | 0.0556 |
| 0.0718        | 88.0  | 2200 | 0.4859          | 0.845    | 0.2481     | 1.5554 | 0.845    | 0.8265   | 0.1842 | 0.0556 |
| 0.0718        | 89.0  | 2225 | 0.4858          | 0.845    | 0.2480     | 1.5627 | 0.845    | 0.8265   | 0.1884 | 0.0557 |
| 0.0718        | 90.0  | 2250 | 0.4856          | 0.845    | 0.2479     | 1.6086 | 0.845    | 0.8265   | 0.1883 | 0.0557 |
| 0.0718        | 91.0  | 2275 | 0.4859          | 0.845    | 0.2481     | 1.5552 | 0.845    | 0.8265   | 0.1884 | 0.0558 |
| 0.0718        | 92.0  | 2300 | 0.4857          | 0.845    | 0.2479     | 1.6085 | 0.845    | 0.8265   | 0.1884 | 0.0557 |
| 0.0718        | 93.0  | 2325 | 0.4858          | 0.845    | 0.2480     | 1.5633 | 0.845    | 0.8265   | 0.1884 | 0.0556 |
| 0.0718        | 94.0  | 2350 | 0.4856          | 0.845    | 0.2480     | 1.6085 | 0.845    | 0.8265   | 0.1884 | 0.0556 |
| 0.0718        | 95.0  | 2375 | 0.4857          | 0.845    | 0.2480     | 1.6082 | 0.845    | 0.8265   | 0.1884 | 0.0556 |
| 0.0718        | 96.0  | 2400 | 0.4857          | 0.845    | 0.2480     | 1.6088 | 0.845    | 0.8265   | 0.1884 | 0.0556 |
| 0.0718        | 97.0  | 2425 | 0.4858          | 0.845    | 0.2480     | 1.6082 | 0.845    | 0.8265   | 0.1885 | 0.0556 |
| 0.0718        | 98.0  | 2450 | 0.4857          | 0.845    | 0.2480     | 1.6084 | 0.845    | 0.8265   | 0.1884 | 0.0556 |
| 0.0718        | 99.0  | 2475 | 0.4858          | 0.845    | 0.2480     | 1.6086 | 0.845    | 0.8265   | 0.1885 | 0.0556 |
| 0.0718        | 100.0 | 2500 | 0.4858          | 0.845    | 0.2480     | 1.6086 | 0.845    | 0.8265   | 0.1885 | 0.0556 |


### Framework versions

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

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