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# 6_e_200-tiny_tobacco3482_kd_CEKD_t1.5_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: 0.4925
- Accuracy: 0.845
- Brier Loss: 0.2526
- Nll: 1.5547
- F1 Micro: 0.845
- F1 Macro: 0.8258
- Ece: 0.1785
- Aurc: 0.0736

## 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   | 1.8463          | 0.245    | 0.8631     | 4.7256 | 0.245    | 0.2002   | 0.2955 | 0.7640 |
| No log        | 2.0   | 50   | 1.1593          | 0.535    | 0.5972     | 2.7208 | 0.535    | 0.4319   | 0.2539 | 0.2591 |
| No log        | 3.0   | 75   | 0.9039          | 0.67     | 0.4555     | 2.3747 | 0.67     | 0.5677   | 0.2448 | 0.1349 |
| No log        | 4.0   | 100  | 0.7631          | 0.73     | 0.3757     | 1.5518 | 0.7300   | 0.7026   | 0.1947 | 0.0987 |
| No log        | 5.0   | 125  | 0.7412          | 0.775    | 0.3497     | 1.4677 | 0.775    | 0.7456   | 0.2239 | 0.0892 |
| No log        | 6.0   | 150  | 0.9198          | 0.72     | 0.3977     | 1.7618 | 0.72     | 0.6958   | 0.2190 | 0.1118 |
| No log        | 7.0   | 175  | 0.6117          | 0.81     | 0.2969     | 1.2112 | 0.81     | 0.7726   | 0.2244 | 0.0661 |
| No log        | 8.0   | 200  | 0.6296          | 0.78     | 0.3090     | 1.3439 | 0.78     | 0.7443   | 0.1959 | 0.0771 |
| No log        | 9.0   | 225  | 0.6850          | 0.785    | 0.3187     | 1.6325 | 0.785    | 0.7651   | 0.2194 | 0.0986 |
| No log        | 10.0  | 250  | 0.6304          | 0.79     | 0.3111     | 1.3598 | 0.79     | 0.7821   | 0.2106 | 0.0838 |
| No log        | 11.0  | 275  | 0.6668          | 0.775    | 0.3242     | 1.9754 | 0.775    | 0.6942   | 0.2005 | 0.0947 |
| No log        | 12.0  | 300  | 0.6795          | 0.775    | 0.3263     | 1.6182 | 0.775    | 0.7692   | 0.2155 | 0.0875 |
| No log        | 13.0  | 325  | 0.5156          | 0.85     | 0.2454     | 0.9647 | 0.85     | 0.8378   | 0.2033 | 0.0515 |
| No log        | 14.0  | 350  | 0.5341          | 0.845    | 0.2644     | 1.0410 | 0.845    | 0.8402   | 0.2050 | 0.0503 |
| No log        | 15.0  | 375  | 0.4678          | 0.865    | 0.2245     | 0.9232 | 0.865    | 0.8564   | 0.1836 | 0.0363 |
| No log        | 16.0  | 400  | 0.5620          | 0.82     | 0.2819     | 1.1475 | 0.82     | 0.7980   | 0.2050 | 0.0710 |
| No log        | 17.0  | 425  | 0.5253          | 0.83     | 0.2642     | 0.8809 | 0.83     | 0.8145   | 0.1811 | 0.0723 |
| No log        | 18.0  | 450  | 0.6295          | 0.815    | 0.2997     | 1.8144 | 0.815    | 0.8062   | 0.2120 | 0.0636 |
| No log        | 19.0  | 475  | 0.5748          | 0.83     | 0.2774     | 1.7900 | 0.83     | 0.8200   | 0.1920 | 0.0506 |
| 0.466         | 20.0  | 500  | 0.4704          | 0.84     | 0.2275     | 0.8869 | 0.8400   | 0.8135   | 0.1882 | 0.0472 |
| 0.466         | 21.0  | 525  | 0.5693          | 0.82     | 0.2820     | 1.3315 | 0.82     | 0.8013   | 0.2011 | 0.0821 |
| 0.466         | 22.0  | 550  | 0.5251          | 0.81     | 0.2677     | 1.2663 | 0.81     | 0.7890   | 0.2037 | 0.0745 |
| 0.466         | 23.0  | 575  | 0.5158          | 0.83     | 0.2638     | 1.2621 | 0.83     | 0.8070   | 0.1927 | 0.0614 |
| 0.466         | 24.0  | 600  | 0.5056          | 0.835    | 0.2590     | 1.5337 | 0.835    | 0.8080   | 0.1887 | 0.0617 |
| 0.466         | 25.0  | 625  | 0.4897          | 0.85     | 0.2476     | 1.4341 | 0.85     | 0.8361   | 0.1870 | 0.0627 |
| 0.466         | 26.0  | 650  | 0.4994          | 0.85     | 0.2556     | 1.5846 | 0.85     | 0.8302   | 0.1965 | 0.0718 |
| 0.466         | 27.0  | 675  | 0.4720          | 0.845    | 0.2406     | 1.3093 | 0.845    | 0.8234   | 0.1873 | 0.0704 |
| 0.466         | 28.0  | 700  | 0.4858          | 0.84     | 0.2486     | 1.4459 | 0.8400   | 0.8192   | 0.1676 | 0.0730 |
| 0.466         | 29.0  | 725  | 0.4908          | 0.84     | 0.2510     | 1.4941 | 0.8400   | 0.8159   | 0.1754 | 0.0717 |
| 0.466         | 30.0  | 750  | 0.4805          | 0.855    | 0.2442     | 1.3279 | 0.855    | 0.8334   | 0.1827 | 0.0667 |
| 0.466         | 31.0  | 775  | 0.4783          | 0.845    | 0.2428     | 1.4150 | 0.845    | 0.8264   | 0.1759 | 0.0660 |
| 0.466         | 32.0  | 800  | 0.4822          | 0.855    | 0.2449     | 1.4848 | 0.855    | 0.8322   | 0.1928 | 0.0702 |
| 0.466         | 33.0  | 825  | 0.4845          | 0.84     | 0.2462     | 1.4925 | 0.8400   | 0.8227   | 0.1837 | 0.0692 |
| 0.466         | 34.0  | 850  | 0.4843          | 0.85     | 0.2466     | 1.4881 | 0.85     | 0.8295   | 0.1752 | 0.0683 |
| 0.466         | 35.0  | 875  | 0.4837          | 0.85     | 0.2464     | 1.4939 | 0.85     | 0.8295   | 0.1842 | 0.0718 |
| 0.466         | 36.0  | 900  | 0.4843          | 0.85     | 0.2467     | 1.4910 | 0.85     | 0.8295   | 0.1950 | 0.0705 |
| 0.466         | 37.0  | 925  | 0.4862          | 0.85     | 0.2479     | 1.4938 | 0.85     | 0.8295   | 0.1871 | 0.0713 |
| 0.466         | 38.0  | 950  | 0.4854          | 0.85     | 0.2478     | 1.4945 | 0.85     | 0.8295   | 0.1859 | 0.0719 |
| 0.466         | 39.0  | 975  | 0.4850          | 0.85     | 0.2471     | 1.4891 | 0.85     | 0.8295   | 0.1855 | 0.0724 |
| 0.0749        | 40.0  | 1000 | 0.4869          | 0.85     | 0.2484     | 1.4967 | 0.85     | 0.8295   | 0.1969 | 0.0718 |
| 0.0749        | 41.0  | 1025 | 0.4857          | 0.85     | 0.2482     | 1.5544 | 0.85     | 0.8295   | 0.1904 | 0.0726 |
| 0.0749        | 42.0  | 1050 | 0.4872          | 0.85     | 0.2487     | 1.5559 | 0.85     | 0.8295   | 0.1877 | 0.0732 |
| 0.0749        | 43.0  | 1075 | 0.4873          | 0.85     | 0.2488     | 1.5534 | 0.85     | 0.8295   | 0.1871 | 0.0723 |
| 0.0749        | 44.0  | 1100 | 0.4870          | 0.85     | 0.2489     | 1.5542 | 0.85     | 0.8295   | 0.1787 | 0.0730 |
| 0.0749        | 45.0  | 1125 | 0.4874          | 0.85     | 0.2490     | 1.5544 | 0.85     | 0.8295   | 0.1867 | 0.0724 |
| 0.0749        | 46.0  | 1150 | 0.4868          | 0.85     | 0.2486     | 1.5531 | 0.85     | 0.8295   | 0.1954 | 0.0723 |
| 0.0749        | 47.0  | 1175 | 0.4879          | 0.85     | 0.2493     | 1.5546 | 0.85     | 0.8295   | 0.1842 | 0.0727 |
| 0.0749        | 48.0  | 1200 | 0.4882          | 0.85     | 0.2495     | 1.5537 | 0.85     | 0.8295   | 0.1864 | 0.0730 |
| 0.0749        | 49.0  | 1225 | 0.4875          | 0.85     | 0.2492     | 1.5537 | 0.85     | 0.8295   | 0.1884 | 0.0727 |
| 0.0749        | 50.0  | 1250 | 0.4880          | 0.85     | 0.2494     | 1.5528 | 0.85     | 0.8295   | 0.1877 | 0.0726 |
| 0.0749        | 51.0  | 1275 | 0.4888          | 0.85     | 0.2499     | 1.5539 | 0.85     | 0.8295   | 0.1754 | 0.0725 |
| 0.0749        | 52.0  | 1300 | 0.4894          | 0.85     | 0.2501     | 1.5540 | 0.85     | 0.8295   | 0.1883 | 0.0736 |
| 0.0749        | 53.0  | 1325 | 0.4889          | 0.85     | 0.2501     | 1.5533 | 0.85     | 0.8295   | 0.1708 | 0.0727 |
| 0.0749        | 54.0  | 1350 | 0.4891          | 0.85     | 0.2500     | 1.5531 | 0.85     | 0.8295   | 0.1785 | 0.0729 |
| 0.0749        | 55.0  | 1375 | 0.4904          | 0.85     | 0.2509     | 1.5541 | 0.85     | 0.8295   | 0.1744 | 0.0730 |
| 0.0749        | 56.0  | 1400 | 0.4903          | 0.85     | 0.2507     | 1.5541 | 0.85     | 0.8295   | 0.1897 | 0.0730 |
| 0.0749        | 57.0  | 1425 | 0.4894          | 0.85     | 0.2503     | 1.5536 | 0.85     | 0.8295   | 0.1792 | 0.0730 |
| 0.0749        | 58.0  | 1450 | 0.4889          | 0.85     | 0.2501     | 1.5531 | 0.85     | 0.8295   | 0.1892 | 0.0730 |
| 0.0749        | 59.0  | 1475 | 0.4907          | 0.85     | 0.2511     | 1.5542 | 0.85     | 0.8295   | 0.1767 | 0.0733 |
| 0.0712        | 60.0  | 1500 | 0.4897          | 0.85     | 0.2506     | 1.5540 | 0.85     | 0.8295   | 0.1813 | 0.0732 |
| 0.0712        | 61.0  | 1525 | 0.4906          | 0.85     | 0.2512     | 1.5545 | 0.85     | 0.8295   | 0.1853 | 0.0733 |
| 0.0712        | 62.0  | 1550 | 0.4905          | 0.85     | 0.2512     | 1.5541 | 0.85     | 0.8295   | 0.1723 | 0.0733 |
| 0.0712        | 63.0  | 1575 | 0.4904          | 0.85     | 0.2512     | 1.5543 | 0.85     | 0.8295   | 0.1817 | 0.0732 |
| 0.0712        | 64.0  | 1600 | 0.4915          | 0.85     | 0.2515     | 1.5544 | 0.85     | 0.8295   | 0.1942 | 0.0736 |
| 0.0712        | 65.0  | 1625 | 0.4898          | 0.85     | 0.2506     | 1.5534 | 0.85     | 0.8295   | 0.1712 | 0.0735 |
| 0.0712        | 66.0  | 1650 | 0.4911          | 0.85     | 0.2516     | 1.5548 | 0.85     | 0.8295   | 0.1824 | 0.0733 |
| 0.0712        | 67.0  | 1675 | 0.4908          | 0.85     | 0.2513     | 1.5546 | 0.85     | 0.8295   | 0.1896 | 0.0734 |
| 0.0712        | 68.0  | 1700 | 0.4911          | 0.85     | 0.2516     | 1.5548 | 0.85     | 0.8295   | 0.1744 | 0.0734 |
| 0.0712        | 69.0  | 1725 | 0.4912          | 0.85     | 0.2516     | 1.5541 | 0.85     | 0.8295   | 0.1726 | 0.0733 |
| 0.0712        | 70.0  | 1750 | 0.4910          | 0.85     | 0.2514     | 1.5543 | 0.85     | 0.8295   | 0.1827 | 0.0736 |
| 0.0712        | 71.0  | 1775 | 0.4918          | 0.85     | 0.2520     | 1.5546 | 0.85     | 0.8295   | 0.1909 | 0.0736 |
| 0.0712        | 72.0  | 1800 | 0.4916          | 0.85     | 0.2519     | 1.5545 | 0.85     | 0.8295   | 0.1830 | 0.0734 |
| 0.0712        | 73.0  | 1825 | 0.4913          | 0.85     | 0.2517     | 1.5540 | 0.85     | 0.8295   | 0.1835 | 0.0733 |
| 0.0712        | 74.0  | 1850 | 0.4918          | 0.85     | 0.2521     | 1.5544 | 0.85     | 0.8295   | 0.1831 | 0.0736 |
| 0.0712        | 75.0  | 1875 | 0.4919          | 0.85     | 0.2521     | 1.5548 | 0.85     | 0.8295   | 0.1829 | 0.0734 |
| 0.0712        | 76.0  | 1900 | 0.4916          | 0.85     | 0.2520     | 1.5547 | 0.85     | 0.8295   | 0.1831 | 0.0733 |
| 0.0712        | 77.0  | 1925 | 0.4919          | 0.85     | 0.2521     | 1.5542 | 0.85     | 0.8295   | 0.1732 | 0.0735 |
| 0.0712        | 78.0  | 1950 | 0.4920          | 0.85     | 0.2521     | 1.5541 | 0.85     | 0.8295   | 0.1831 | 0.0734 |
| 0.0712        | 79.0  | 1975 | 0.4920          | 0.85     | 0.2522     | 1.5544 | 0.85     | 0.8295   | 0.1833 | 0.0734 |
| 0.0712        | 80.0  | 2000 | 0.4922          | 0.845    | 0.2523     | 1.5549 | 0.845    | 0.8258   | 0.1859 | 0.0735 |
| 0.0712        | 81.0  | 2025 | 0.4920          | 0.85     | 0.2522     | 1.5542 | 0.85     | 0.8295   | 0.1830 | 0.0732 |
| 0.0712        | 82.0  | 2050 | 0.4920          | 0.845    | 0.2522     | 1.5549 | 0.845    | 0.8258   | 0.1783 | 0.0734 |
| 0.0712        | 83.0  | 2075 | 0.4922          | 0.85     | 0.2524     | 1.5546 | 0.85     | 0.8295   | 0.1832 | 0.0734 |
| 0.0712        | 84.0  | 2100 | 0.4920          | 0.845    | 0.2522     | 1.5543 | 0.845    | 0.8258   | 0.1784 | 0.0735 |
| 0.0712        | 85.0  | 2125 | 0.4921          | 0.845    | 0.2523     | 1.5547 | 0.845    | 0.8258   | 0.1785 | 0.0735 |
| 0.0712        | 86.0  | 2150 | 0.4921          | 0.85     | 0.2523     | 1.5545 | 0.85     | 0.8295   | 0.1836 | 0.0733 |
| 0.0712        | 87.0  | 2175 | 0.4924          | 0.85     | 0.2524     | 1.5547 | 0.85     | 0.8295   | 0.1836 | 0.0734 |
| 0.0712        | 88.0  | 2200 | 0.4925          | 0.845    | 0.2524     | 1.5548 | 0.845    | 0.8258   | 0.1785 | 0.0735 |
| 0.0712        | 89.0  | 2225 | 0.4924          | 0.85     | 0.2525     | 1.5548 | 0.85     | 0.8295   | 0.1835 | 0.0734 |
| 0.0712        | 90.0  | 2250 | 0.4921          | 0.845    | 0.2523     | 1.5545 | 0.845    | 0.8258   | 0.1688 | 0.0735 |
| 0.0712        | 91.0  | 2275 | 0.4925          | 0.845    | 0.2525     | 1.5546 | 0.845    | 0.8258   | 0.1785 | 0.0735 |
| 0.0712        | 92.0  | 2300 | 0.4924          | 0.845    | 0.2524     | 1.5546 | 0.845    | 0.8258   | 0.1785 | 0.0736 |
| 0.0712        | 93.0  | 2325 | 0.4925          | 0.845    | 0.2526     | 1.5548 | 0.845    | 0.8258   | 0.1785 | 0.0736 |
| 0.0712        | 94.0  | 2350 | 0.4924          | 0.845    | 0.2525     | 1.5547 | 0.845    | 0.8258   | 0.1786 | 0.0736 |
| 0.0712        | 95.0  | 2375 | 0.4926          | 0.845    | 0.2526     | 1.5547 | 0.845    | 0.8258   | 0.1785 | 0.0736 |
| 0.0712        | 96.0  | 2400 | 0.4925          | 0.845    | 0.2526     | 1.5548 | 0.845    | 0.8258   | 0.1785 | 0.0736 |
| 0.0712        | 97.0  | 2425 | 0.4925          | 0.845    | 0.2526     | 1.5547 | 0.845    | 0.8258   | 0.1785 | 0.0735 |
| 0.0712        | 98.0  | 2450 | 0.4926          | 0.845    | 0.2526     | 1.5548 | 0.845    | 0.8258   | 0.1785 | 0.0736 |
| 0.0712        | 99.0  | 2475 | 0.4925          | 0.845    | 0.2526     | 1.5548 | 0.845    | 0.8258   | 0.1785 | 0.0736 |
| 0.0711        | 100.0 | 2500 | 0.4925          | 0.845    | 0.2526     | 1.5547 | 0.845    | 0.8258   | 0.1785 | 0.0736 |


### Framework versions

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

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