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# 18-tiny_tobacco3482

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: 0.0652
- Accuracy: 0.29
- Brier Loss: 0.8849
- Nll: 4.7897
- F1 Micro: 0.29
- F1 Macro: 0.1634
- Ece: 0.2953
- Aurc: 0.5243

## 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   | 0.0888          | 0.1      | 0.8987     | 8.8684 | 0.1000   | 0.036    | 0.1707 | 0.9181 |
| No log        | 2.0   | 50   | 0.0822          | 0.07     | 0.8987     | 7.4095 | 0.07     | 0.0264   | 0.1526 | 0.9367 |
| No log        | 3.0   | 75   | 0.0815          | 0.17     | 0.8985     | 7.9603 | 0.17     | 0.0549   | 0.2145 | 0.8165 |
| No log        | 4.0   | 100  | 0.0811          | 0.175    | 0.8981     | 8.1220 | 0.175    | 0.0636   | 0.2224 | 0.6841 |
| No log        | 5.0   | 125  | 0.0807          | 0.18     | 0.8980     | 8.0205 | 0.18     | 0.0595   | 0.2162 | 0.6466 |
| No log        | 6.0   | 150  | 0.0802          | 0.16     | 0.8979     | 8.0022 | 0.16     | 0.0588   | 0.2146 | 0.6987 |
| No log        | 7.0   | 175  | 0.0795          | 0.16     | 0.8978     | 8.1389 | 0.16     | 0.1003   | 0.2087 | 0.8300 |
| No log        | 8.0   | 200  | 0.0786          | 0.165    | 0.8973     | 7.2103 | 0.165    | 0.0840   | 0.2019 | 0.7778 |
| No log        | 9.0   | 225  | 0.0777          | 0.135    | 0.8971     | 6.5106 | 0.135    | 0.0644   | 0.2023 | 0.9632 |
| No log        | 10.0  | 250  | 0.0768          | 0.12     | 0.8971     | 7.0176 | 0.12     | 0.0555   | 0.1928 | 0.9684 |
| No log        | 11.0  | 275  | 0.0758          | 0.08     | 0.8962     | 6.4528 | 0.08     | 0.0356   | 0.1609 | 0.9735 |
| No log        | 12.0  | 300  | 0.0747          | 0.08     | 0.8954     | 6.9898 | 0.08     | 0.0365   | 0.1608 | 0.9594 |
| No log        | 13.0  | 325  | 0.0736          | 0.14     | 0.8941     | 6.5287 | 0.14     | 0.0645   | 0.2064 | 0.6977 |
| No log        | 14.0  | 350  | 0.0725          | 0.17     | 0.8937     | 7.0519 | 0.17     | 0.0891   | 0.2278 | 0.6074 |
| No log        | 15.0  | 375  | 0.0712          | 0.17     | 0.8919     | 6.3769 | 0.17     | 0.0888   | 0.2218 | 0.6154 |
| No log        | 16.0  | 400  | 0.0702          | 0.18     | 0.8912     | 6.2503 | 0.18     | 0.1086   | 0.2297 | 0.6140 |
| No log        | 17.0  | 425  | 0.0691          | 0.16     | 0.8909     | 6.5096 | 0.16     | 0.1064   | 0.2081 | 0.6497 |
| No log        | 18.0  | 450  | 0.0686          | 0.175    | 0.8904     | 6.2506 | 0.175    | 0.1196   | 0.2252 | 0.6744 |
| No log        | 19.0  | 475  | 0.0681          | 0.16     | 0.8891     | 5.3019 | 0.16     | 0.1000   | 0.2185 | 0.7715 |
| 0.0776        | 20.0  | 500  | 0.0678          | 0.155    | 0.8887     | 5.3003 | 0.155    | 0.0980   | 0.2208 | 0.7213 |
| 0.0776        | 21.0  | 525  | 0.0677          | 0.155    | 0.8891     | 5.7776 | 0.155    | 0.0944   | 0.2223 | 0.7075 |
| 0.0776        | 22.0  | 550  | 0.0671          | 0.185    | 0.8885     | 5.4219 | 0.185    | 0.0998   | 0.2333 | 0.6805 |
| 0.0776        | 23.0  | 575  | 0.0669          | 0.17     | 0.8887     | 5.4554 | 0.17     | 0.0813   | 0.2304 | 0.6676 |
| 0.0776        | 24.0  | 600  | 0.0667          | 0.175    | 0.8877     | 5.4877 | 0.175    | 0.0791   | 0.2294 | 0.6991 |
| 0.0776        | 25.0  | 625  | 0.0665          | 0.18     | 0.8876     | 5.3499 | 0.18     | 0.0846   | 0.2342 | 0.6774 |
| 0.0776        | 26.0  | 650  | 0.0665          | 0.18     | 0.8870     | 4.9329 | 0.18     | 0.0888   | 0.2320 | 0.6823 |
| 0.0776        | 27.0  | 675  | 0.0663          | 0.21     | 0.8872     | 4.7787 | 0.2100   | 0.1204   | 0.2521 | 0.6698 |
| 0.0776        | 28.0  | 700  | 0.0665          | 0.21     | 0.8870     | 4.8102 | 0.2100   | 0.1177   | 0.2481 | 0.6893 |
| 0.0776        | 29.0  | 725  | 0.0663          | 0.2      | 0.8866     | 4.8474 | 0.2000   | 0.1124   | 0.2433 | 0.6616 |
| 0.0776        | 30.0  | 750  | 0.0663          | 0.21     | 0.8862     | 4.6460 | 0.2100   | 0.1060   | 0.2514 | 0.6663 |
| 0.0776        | 31.0  | 775  | 0.0661          | 0.215    | 0.8874     | 5.0331 | 0.2150   | 0.1219   | 0.2585 | 0.6564 |
| 0.0776        | 32.0  | 800  | 0.0661          | 0.23     | 0.8871     | 4.9313 | 0.23     | 0.1299   | 0.2600 | 0.6596 |
| 0.0776        | 33.0  | 825  | 0.0661          | 0.245    | 0.8870     | 5.2183 | 0.245    | 0.1400   | 0.2729 | 0.6216 |
| 0.0776        | 34.0  | 850  | 0.0660          | 0.215    | 0.8869     | 5.0987 | 0.2150   | 0.1130   | 0.2473 | 0.6745 |
| 0.0776        | 35.0  | 875  | 0.0659          | 0.245    | 0.8872     | 5.1536 | 0.245    | 0.1404   | 0.2684 | 0.6753 |
| 0.0776        | 36.0  | 900  | 0.0661          | 0.23     | 0.8865     | 5.0364 | 0.23     | 0.1219   | 0.2603 | 0.7257 |
| 0.0776        | 37.0  | 925  | 0.0659          | 0.25     | 0.8866     | 5.0315 | 0.25     | 0.1289   | 0.2709 | 0.6743 |
| 0.0776        | 38.0  | 950  | 0.0658          | 0.245    | 0.8865     | 5.1304 | 0.245    | 0.1348   | 0.2708 | 0.6383 |
| 0.0776        | 39.0  | 975  | 0.0659          | 0.255    | 0.8865     | 4.8854 | 0.255    | 0.1343   | 0.2762 | 0.6336 |
| 0.0623        | 40.0  | 1000 | 0.0658          | 0.245    | 0.8866     | 4.8705 | 0.245    | 0.1287   | 0.2709 | 0.6663 |
| 0.0623        | 41.0  | 1025 | 0.0656          | 0.245    | 0.8872     | 5.2534 | 0.245    | 0.1307   | 0.2662 | 0.6369 |
| 0.0623        | 42.0  | 1050 | 0.0658          | 0.235    | 0.8866     | 5.1467 | 0.235    | 0.1220   | 0.2630 | 0.6834 |
| 0.0623        | 43.0  | 1075 | 0.0656          | 0.235    | 0.8868     | 5.2909 | 0.235    | 0.1201   | 0.2629 | 0.6663 |
| 0.0623        | 44.0  | 1100 | 0.0655          | 0.24     | 0.8870     | 5.3291 | 0.24     | 0.1315   | 0.2600 | 0.5948 |
| 0.0623        | 45.0  | 1125 | 0.0656          | 0.25     | 0.8867     | 5.0194 | 0.25     | 0.1397   | 0.2663 | 0.6091 |
| 0.0623        | 46.0  | 1150 | 0.0656          | 0.255    | 0.8863     | 5.0523 | 0.255    | 0.1303   | 0.2729 | 0.5687 |
| 0.0623        | 47.0  | 1175 | 0.0655          | 0.25     | 0.8863     | 4.9527 | 0.25     | 0.1293   | 0.2679 | 0.5724 |
| 0.0623        | 48.0  | 1200 | 0.0654          | 0.25     | 0.8863     | 5.0401 | 0.25     | 0.1307   | 0.2588 | 0.5783 |
| 0.0623        | 49.0  | 1225 | 0.0655          | 0.25     | 0.8862     | 5.0198 | 0.25     | 0.1301   | 0.2781 | 0.6005 |
| 0.0623        | 50.0  | 1250 | 0.0653          | 0.255    | 0.8858     | 5.0534 | 0.255    | 0.1311   | 0.2732 | 0.5601 |
| 0.0623        | 51.0  | 1275 | 0.0653          | 0.26     | 0.8861     | 4.9558 | 0.26     | 0.1329   | 0.2779 | 0.5458 |
| 0.0623        | 52.0  | 1300 | 0.0653          | 0.275    | 0.8855     | 4.8780 | 0.275    | 0.1497   | 0.2863 | 0.5410 |
| 0.0623        | 53.0  | 1325 | 0.0653          | 0.27     | 0.8854     | 4.8854 | 0.27     | 0.1453   | 0.2857 | 0.5276 |
| 0.0623        | 54.0  | 1350 | 0.0652          | 0.26     | 0.8853     | 4.9379 | 0.26     | 0.1322   | 0.2803 | 0.5457 |
| 0.0623        | 55.0  | 1375 | 0.0653          | 0.26     | 0.8852     | 4.9101 | 0.26     | 0.1388   | 0.2778 | 0.5414 |
| 0.0623        | 56.0  | 1400 | 0.0653          | 0.275    | 0.8849     | 4.8107 | 0.275    | 0.1541   | 0.2881 | 0.5204 |
| 0.0623        | 57.0  | 1425 | 0.0652          | 0.26     | 0.8850     | 4.7712 | 0.26     | 0.1402   | 0.2709 | 0.5323 |
| 0.0623        | 58.0  | 1450 | 0.0652          | 0.275    | 0.8850     | 4.8164 | 0.275    | 0.1618   | 0.2885 | 0.5288 |
| 0.0623        | 59.0  | 1475 | 0.0652          | 0.27     | 0.8848     | 4.7627 | 0.27     | 0.1402   | 0.2830 | 0.5194 |
| 0.0599        | 60.0  | 1500 | 0.0652          | 0.28     | 0.8851     | 4.8057 | 0.28     | 0.1624   | 0.2889 | 0.5304 |
| 0.0599        | 61.0  | 1525 | 0.0652          | 0.26     | 0.8851     | 4.8892 | 0.26     | 0.1351   | 0.2823 | 0.5372 |
| 0.0599        | 62.0  | 1550 | 0.0651          | 0.28     | 0.8852     | 4.8944 | 0.28     | 0.1625   | 0.2889 | 0.5320 |
| 0.0599        | 63.0  | 1575 | 0.0652          | 0.275    | 0.8849     | 4.8180 | 0.275    | 0.1484   | 0.2858 | 0.5207 |
| 0.0599        | 64.0  | 1600 | 0.0652          | 0.265    | 0.8849     | 4.8034 | 0.265    | 0.1366   | 0.2807 | 0.5431 |
| 0.0599        | 65.0  | 1625 | 0.0651          | 0.28     | 0.8852     | 4.7696 | 0.28     | 0.1587   | 0.2888 | 0.5327 |
| 0.0599        | 66.0  | 1650 | 0.0652          | 0.28     | 0.8850     | 4.8120 | 0.28     | 0.1561   | 0.2886 | 0.5134 |
| 0.0599        | 67.0  | 1675 | 0.0651          | 0.28     | 0.8850     | 4.7193 | 0.28     | 0.1623   | 0.2867 | 0.5339 |
| 0.0599        | 68.0  | 1700 | 0.0652          | 0.255    | 0.8848     | 4.7659 | 0.255    | 0.1287   | 0.2726 | 0.5406 |
| 0.0599        | 69.0  | 1725 | 0.0651          | 0.275    | 0.8849     | 4.7354 | 0.275    | 0.1479   | 0.2880 | 0.5181 |
| 0.0599        | 70.0  | 1750 | 0.0651          | 0.275    | 0.8850     | 4.8271 | 0.275    | 0.1543   | 0.2893 | 0.5313 |
| 0.0599        | 71.0  | 1775 | 0.0651          | 0.275    | 0.8849     | 4.7387 | 0.275    | 0.1549   | 0.2839 | 0.5454 |
| 0.0599        | 72.0  | 1800 | 0.0652          | 0.275    | 0.8851     | 4.7695 | 0.275    | 0.1475   | 0.2849 | 0.5313 |
| 0.0599        | 73.0  | 1825 | 0.0652          | 0.275    | 0.8848     | 4.7794 | 0.275    | 0.1418   | 0.2845 | 0.5159 |
| 0.0599        | 74.0  | 1850 | 0.0652          | 0.265    | 0.8848     | 4.7832 | 0.265    | 0.1334   | 0.2827 | 0.5350 |
| 0.0599        | 75.0  | 1875 | 0.0652          | 0.27     | 0.8849     | 4.7822 | 0.27     | 0.1388   | 0.2822 | 0.5478 |
| 0.0599        | 76.0  | 1900 | 0.0652          | 0.26     | 0.8850     | 4.7813 | 0.26     | 0.1293   | 0.2720 | 0.5386 |
| 0.0599        | 77.0  | 1925 | 0.0652          | 0.265    | 0.8849     | 4.7949 | 0.265    | 0.1365   | 0.2818 | 0.5456 |
| 0.0599        | 78.0  | 1950 | 0.0652          | 0.28     | 0.8850     | 4.7960 | 0.28     | 0.1509   | 0.2878 | 0.5361 |
| 0.0599        | 79.0  | 1975 | 0.0652          | 0.265    | 0.8849     | 4.7800 | 0.265    | 0.1353   | 0.2803 | 0.5407 |
| 0.059         | 80.0  | 2000 | 0.0652          | 0.265    | 0.8849     | 4.8926 | 0.265    | 0.1429   | 0.2782 | 0.5381 |
| 0.059         | 81.0  | 2025 | 0.0653          | 0.27     | 0.8850     | 4.7975 | 0.27     | 0.1388   | 0.2847 | 0.5436 |
| 0.059         | 82.0  | 2050 | 0.0652          | 0.275    | 0.8849     | 4.7902 | 0.275    | 0.1505   | 0.2849 | 0.5342 |
| 0.059         | 83.0  | 2075 | 0.0652          | 0.265    | 0.8850     | 4.7813 | 0.265    | 0.1435   | 0.2805 | 0.5388 |
| 0.059         | 84.0  | 2100 | 0.0652          | 0.265    | 0.8849     | 4.7866 | 0.265    | 0.1457   | 0.2873 | 0.5358 |
| 0.059         | 85.0  | 2125 | 0.0652          | 0.275    | 0.8850     | 4.7877 | 0.275    | 0.1514   | 0.2872 | 0.5395 |
| 0.059         | 86.0  | 2150 | 0.0652          | 0.265    | 0.8849     | 4.7870 | 0.265    | 0.1453   | 0.2862 | 0.5424 |
| 0.059         | 87.0  | 2175 | 0.0652          | 0.275    | 0.8849     | 4.7887 | 0.275    | 0.1517   | 0.2926 | 0.5312 |
| 0.059         | 88.0  | 2200 | 0.0652          | 0.27     | 0.8849     | 4.7862 | 0.27     | 0.1494   | 0.2809 | 0.5357 |
| 0.059         | 89.0  | 2225 | 0.0652          | 0.275    | 0.8849     | 4.7911 | 0.275    | 0.1515   | 0.2871 | 0.5317 |
| 0.059         | 90.0  | 2250 | 0.0652          | 0.28     | 0.8849     | 4.7825 | 0.28     | 0.1540   | 0.2887 | 0.5305 |
| 0.059         | 91.0  | 2275 | 0.0652          | 0.28     | 0.8849     | 4.7892 | 0.28     | 0.1547   | 0.2900 | 0.5339 |
| 0.059         | 92.0  | 2300 | 0.0652          | 0.29     | 0.8848     | 4.7848 | 0.29     | 0.1642   | 0.2932 | 0.5252 |
| 0.059         | 93.0  | 2325 | 0.0652          | 0.29     | 0.8848     | 4.7823 | 0.29     | 0.1634   | 0.2953 | 0.5243 |
| 0.059         | 94.0  | 2350 | 0.0652          | 0.29     | 0.8849     | 4.7869 | 0.29     | 0.1631   | 0.2932 | 0.5239 |
| 0.059         | 95.0  | 2375 | 0.0652          | 0.285    | 0.8849     | 4.7902 | 0.285    | 0.1615   | 0.2893 | 0.5254 |
| 0.059         | 96.0  | 2400 | 0.0652          | 0.29     | 0.8849     | 4.7894 | 0.29     | 0.1634   | 0.2909 | 0.5256 |
| 0.059         | 97.0  | 2425 | 0.0652          | 0.29     | 0.8849     | 4.7915 | 0.29     | 0.1642   | 0.2932 | 0.5244 |
| 0.059         | 98.0  | 2450 | 0.0652          | 0.29     | 0.8849     | 4.7902 | 0.29     | 0.1642   | 0.2909 | 0.5244 |
| 0.059         | 99.0  | 2475 | 0.0652          | 0.29     | 0.8849     | 4.7889 | 0.29     | 0.1634   | 0.2953 | 0.5241 |
| 0.0586        | 100.0 | 2500 | 0.0652          | 0.29     | 0.8849     | 4.7897 | 0.29     | 0.1634   | 0.2953 | 0.5243 |


### Framework versions

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

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