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# 114-tiny_tobacco3482_og_simkd

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: 1893.8862
- Accuracy: 0.81
- Brier Loss: 0.3043
- Nll: 1.7237
- F1 Micro: 0.81
- F1 Macro: 0.7986
- Ece: 0.2043
- Aurc: 0.0518

## 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: 16
- eval_batch_size: 16
- 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   | 50   | 1935.1045       | 0.185    | 0.8736     | 6.0686 | 0.185    | 0.0688   | 0.2403 | 0.5781 |
| No log        | 2.0   | 100  | 1929.4067       | 0.38     | 0.7591     | 2.7813 | 0.38     | 0.2846   | 0.2736 | 0.3992 |
| No log        | 3.0   | 150  | 1922.6112       | 0.52     | 0.6781     | 3.2915 | 0.52     | 0.4584   | 0.3133 | 0.2609 |
| No log        | 4.0   | 200  | 1915.7050       | 0.555    | 0.5833     | 2.9277 | 0.555    | 0.4448   | 0.2570 | 0.2195 |
| No log        | 5.0   | 250  | 1909.4652       | 0.705    | 0.4886     | 2.2512 | 0.705    | 0.5909   | 0.2891 | 0.1184 |
| No log        | 6.0   | 300  | 1921.1434       | 0.56     | 0.5606     | 2.8580 | 0.56     | 0.4688   | 0.2439 | 0.1803 |
| No log        | 7.0   | 350  | 1915.3008       | 0.68     | 0.4581     | 2.5626 | 0.68     | 0.5349   | 0.2522 | 0.1105 |
| No log        | 8.0   | 400  | 1910.5537       | 0.755    | 0.4383     | 2.3359 | 0.755    | 0.7020   | 0.3135 | 0.0876 |
| No log        | 9.0   | 450  | 1904.0891       | 0.745    | 0.4316     | 2.7111 | 0.745    | 0.7106   | 0.2586 | 0.0938 |
| 1805.2034     | 10.0  | 500  | 1910.0713       | 0.74     | 0.4450     | 2.5024 | 0.74     | 0.7050   | 0.2549 | 0.1025 |
| 1805.2034     | 11.0  | 550  | 1919.6288       | 0.645    | 0.5364     | 3.8307 | 0.645    | 0.5714   | 0.2608 | 0.1798 |
| 1805.2034     | 12.0  | 600  | 1906.6981       | 0.755    | 0.4213     | 2.3151 | 0.755    | 0.7259   | 0.2818 | 0.0784 |
| 1805.2034     | 13.0  | 650  | 1917.8431       | 0.75     | 0.4398     | 2.6290 | 0.75     | 0.6892   | 0.2979 | 0.1018 |
| 1805.2034     | 14.0  | 700  | 1903.4856       | 0.775    | 0.4175     | 1.9907 | 0.775    | 0.7792   | 0.2951 | 0.0818 |
| 1805.2034     | 15.0  | 750  | 1921.8427       | 0.65     | 0.5353     | 3.4019 | 0.65     | 0.6228   | 0.3013 | 0.1318 |
| 1805.2034     | 16.0  | 800  | 1909.0247       | 0.78     | 0.4072     | 2.3930 | 0.78     | 0.7669   | 0.2861 | 0.0777 |
| 1805.2034     | 17.0  | 850  | 1904.9219       | 0.77     | 0.4239     | 3.0975 | 0.7700   | 0.7413   | 0.2926 | 0.0850 |
| 1805.2034     | 18.0  | 900  | 1909.7672       | 0.795    | 0.4094     | 1.8444 | 0.795    | 0.7631   | 0.3217 | 0.0703 |
| 1805.2034     | 19.0  | 950  | 1902.0480       | 0.78     | 0.3774     | 2.2148 | 0.78     | 0.7783   | 0.2871 | 0.0818 |
| 1791.9011     | 20.0  | 1000 | 1909.4414       | 0.775    | 0.3855     | 2.1104 | 0.775    | 0.7248   | 0.2782 | 0.0678 |
| 1791.9011     | 21.0  | 1050 | 1908.0966       | 0.805    | 0.3740     | 2.2179 | 0.805    | 0.7927   | 0.2643 | 0.0708 |
| 1791.9011     | 22.0  | 1100 | 1901.1847       | 0.81     | 0.3374     | 2.0363 | 0.81     | 0.7951   | 0.2685 | 0.0482 |
| 1791.9011     | 23.0  | 1150 | 1906.8840       | 0.79     | 0.3623     | 2.0552 | 0.79     | 0.7541   | 0.2722 | 0.0722 |
| 1791.9011     | 24.0  | 1200 | 1906.2512       | 0.805    | 0.3717     | 2.1442 | 0.805    | 0.7782   | 0.2826 | 0.0673 |
| 1791.9011     | 25.0  | 1250 | 1907.1316       | 0.8      | 0.3593     | 2.2944 | 0.8000   | 0.7751   | 0.2603 | 0.0540 |
| 1791.9011     | 26.0  | 1300 | 1905.5479       | 0.81     | 0.3382     | 2.1642 | 0.81     | 0.8011   | 0.2643 | 0.0588 |
| 1791.9011     | 27.0  | 1350 | 1901.1903       | 0.81     | 0.3459     | 1.8076 | 0.81     | 0.8003   | 0.2701 | 0.0593 |
| 1791.9011     | 28.0  | 1400 | 1909.6206       | 0.775    | 0.3710     | 2.0871 | 0.775    | 0.7602   | 0.2669 | 0.0662 |
| 1791.9011     | 29.0  | 1450 | 1898.1127       | 0.825    | 0.3183     | 1.9650 | 0.825    | 0.8106   | 0.2453 | 0.0466 |
| 1787.102      | 30.0  | 1500 | 1899.2822       | 0.815    | 0.3199     | 2.0598 | 0.815    | 0.8009   | 0.2249 | 0.0535 |
| 1787.102      | 31.0  | 1550 | 1896.6500       | 0.815    | 0.3261     | 1.8001 | 0.815    | 0.8092   | 0.2422 | 0.0518 |
| 1787.102      | 32.0  | 1600 | 1895.1382       | 0.815    | 0.3185     | 1.7859 | 0.815    | 0.7927   | 0.2447 | 0.0528 |
| 1787.102      | 33.0  | 1650 | 1895.5653       | 0.83     | 0.3093     | 1.8941 | 0.83     | 0.8208   | 0.2492 | 0.0514 |
| 1787.102      | 34.0  | 1700 | 1903.5587       | 0.825    | 0.3330     | 2.0897 | 0.825    | 0.8191   | 0.2669 | 0.0564 |
| 1787.102      | 35.0  | 1750 | 1906.5038       | 0.79     | 0.3470     | 2.0105 | 0.79     | 0.7706   | 0.2470 | 0.0555 |
| 1787.102      | 36.0  | 1800 | 1900.6022       | 0.82     | 0.3315     | 1.7296 | 0.82     | 0.7975   | 0.2521 | 0.0562 |
| 1787.102      | 37.0  | 1850 | 1905.2075       | 0.82     | 0.3317     | 1.6814 | 0.82     | 0.8032   | 0.2497 | 0.0500 |
| 1787.102      | 38.0  | 1900 | 1903.8790       | 0.805    | 0.3429     | 1.7498 | 0.805    | 0.7981   | 0.2636 | 0.0551 |
| 1787.102      | 39.0  | 1950 | 1900.6611       | 0.815    | 0.3180     | 1.8225 | 0.815    | 0.8030   | 0.2445 | 0.0508 |
| 1783.8555     | 40.0  | 2000 | 1898.1110       | 0.815    | 0.3065     | 1.7107 | 0.815    | 0.7966   | 0.2119 | 0.0468 |
| 1783.8555     | 41.0  | 2050 | 1898.4365       | 0.83     | 0.3143     | 1.7429 | 0.83     | 0.8211   | 0.2559 | 0.0459 |
| 1783.8555     | 42.0  | 2100 | 1897.6564       | 0.825    | 0.3174     | 1.6802 | 0.825    | 0.8289   | 0.2337 | 0.0528 |
| 1783.8555     | 43.0  | 2150 | 1895.1722       | 0.83     | 0.3140     | 1.8016 | 0.83     | 0.8274   | 0.2389 | 0.0546 |
| 1783.8555     | 44.0  | 2200 | 1899.7227       | 0.815    | 0.3283     | 1.7356 | 0.815    | 0.8041   | 0.2357 | 0.0548 |
| 1783.8555     | 45.0  | 2250 | 1900.8423       | 0.815    | 0.3203     | 1.7309 | 0.815    | 0.8027   | 0.2426 | 0.0475 |
| 1783.8555     | 46.0  | 2300 | 1897.0514       | 0.805    | 0.3144     | 1.6915 | 0.805    | 0.7944   | 0.2256 | 0.0487 |
| 1783.8555     | 47.0  | 2350 | 1899.8257       | 0.82     | 0.3165     | 1.8902 | 0.82     | 0.8063   | 0.2467 | 0.0534 |
| 1783.8555     | 48.0  | 2400 | 1898.5613       | 0.83     | 0.3184     | 1.6568 | 0.83     | 0.8262   | 0.2501 | 0.0505 |
| 1783.8555     | 49.0  | 2450 | 1900.2554       | 0.815    | 0.3214     | 1.5944 | 0.815    | 0.8144   | 0.2196 | 0.0526 |
| 1781.6714     | 50.0  | 2500 | 1887.5803       | 0.82     | 0.3064     | 1.9301 | 0.82     | 0.8071   | 0.2161 | 0.0509 |
| 1781.6714     | 51.0  | 2550 | 1897.9454       | 0.8      | 0.3173     | 1.7138 | 0.8000   | 0.7864   | 0.2198 | 0.0516 |
| 1781.6714     | 52.0  | 2600 | 1897.1787       | 0.82     | 0.3129     | 1.7421 | 0.82     | 0.8134   | 0.2336 | 0.0484 |
| 1781.6714     | 53.0  | 2650 | 1894.3107       | 0.815    | 0.3074     | 1.8254 | 0.815    | 0.8044   | 0.2158 | 0.0503 |
| 1781.6714     | 54.0  | 2700 | 1893.0331       | 0.82     | 0.3107     | 1.8731 | 0.82     | 0.8128   | 0.2317 | 0.0510 |
| 1781.6714     | 55.0  | 2750 | 1891.3662       | 0.805    | 0.3096     | 1.5809 | 0.805    | 0.7907   | 0.2200 | 0.0530 |
| 1781.6714     | 56.0  | 2800 | 1898.0635       | 0.81     | 0.3201     | 1.8833 | 0.81     | 0.7984   | 0.2422 | 0.0527 |
| 1781.6714     | 57.0  | 2850 | 1893.0884       | 0.82     | 0.3090     | 1.7285 | 0.82     | 0.8109   | 0.2237 | 0.0478 |
| 1781.6714     | 58.0  | 2900 | 1898.0316       | 0.81     | 0.3096     | 1.7963 | 0.81     | 0.7911   | 0.2020 | 0.0500 |
| 1781.6714     | 59.0  | 2950 | 1894.0997       | 0.83     | 0.3112     | 1.7991 | 0.83     | 0.8258   | 0.2204 | 0.0527 |
| 1779.6704     | 60.0  | 3000 | 1896.0547       | 0.815    | 0.3134     | 1.7401 | 0.815    | 0.8015   | 0.2084 | 0.0573 |
| 1779.6704     | 61.0  | 3050 | 1895.2075       | 0.8      | 0.3155     | 1.7718 | 0.8000   | 0.7934   | 0.2166 | 0.0535 |
| 1779.6704     | 62.0  | 3100 | 1893.9904       | 0.82     | 0.3038     | 1.6664 | 0.82     | 0.8008   | 0.2104 | 0.0529 |
| 1779.6704     | 63.0  | 3150 | 1891.7444       | 0.83     | 0.3003     | 1.6876 | 0.83     | 0.8184   | 0.2047 | 0.0502 |
| 1779.6704     | 64.0  | 3200 | 1891.1179       | 0.825    | 0.3024     | 1.6612 | 0.825    | 0.8057   | 0.2204 | 0.0532 |
| 1779.6704     | 65.0  | 3250 | 1896.2891       | 0.805    | 0.3155     | 1.6865 | 0.805    | 0.7950   | 0.2164 | 0.0579 |
| 1779.6704     | 66.0  | 3300 | 1893.3801       | 0.82     | 0.2999     | 1.6871 | 0.82     | 0.8052   | 0.2143 | 0.0531 |
| 1779.6704     | 67.0  | 3350 | 1894.5913       | 0.825    | 0.3076     | 1.6609 | 0.825    | 0.8120   | 0.1837 | 0.0541 |
| 1779.6704     | 68.0  | 3400 | 1896.0500       | 0.82     | 0.3114     | 1.7333 | 0.82     | 0.8047   | 0.2223 | 0.0517 |
| 1779.6704     | 69.0  | 3450 | 1893.4884       | 0.805    | 0.3052     | 1.6768 | 0.805    | 0.7973   | 0.2042 | 0.0519 |
| 1778.3283     | 70.0  | 3500 | 1895.4883       | 0.815    | 0.3078     | 1.7596 | 0.815    | 0.8082   | 0.2222 | 0.0508 |
| 1778.3283     | 71.0  | 3550 | 1894.0317       | 0.81     | 0.3078     | 1.8215 | 0.81     | 0.7981   | 0.2106 | 0.0538 |
| 1778.3283     | 72.0  | 3600 | 1895.4956       | 0.815    | 0.3058     | 1.7385 | 0.815    | 0.7993   | 0.2126 | 0.0532 |
| 1778.3283     | 73.0  | 3650 | 1896.8766       | 0.8      | 0.3106     | 1.8469 | 0.8000   | 0.7887   | 0.2042 | 0.0557 |
| 1778.3283     | 74.0  | 3700 | 1893.9586       | 0.82     | 0.3104     | 1.7539 | 0.82     | 0.8027   | 0.2229 | 0.0545 |
| 1778.3283     | 75.0  | 3750 | 1896.0406       | 0.81     | 0.3155     | 1.7257 | 0.81     | 0.7947   | 0.2177 | 0.0576 |
| 1778.3283     | 76.0  | 3800 | 1895.0575       | 0.815    | 0.3115     | 1.6848 | 0.815    | 0.7940   | 0.2165 | 0.0558 |
| 1778.3283     | 77.0  | 3850 | 1895.8911       | 0.8      | 0.3102     | 1.7059 | 0.8000   | 0.7860   | 0.2135 | 0.0550 |
| 1778.3283     | 78.0  | 3900 | 1897.4371       | 0.81     | 0.3138     | 1.8054 | 0.81     | 0.7986   | 0.2218 | 0.0541 |
| 1778.3283     | 79.0  | 3950 | 1897.8650       | 0.805    | 0.3148     | 1.8384 | 0.805    | 0.7899   | 0.2226 | 0.0529 |
| 1777.483      | 80.0  | 4000 | 1896.5586       | 0.82     | 0.3121     | 1.6966 | 0.82     | 0.8040   | 0.2163 | 0.0547 |
| 1777.483      | 81.0  | 4050 | 1894.1078       | 0.805    | 0.3029     | 1.7155 | 0.805    | 0.7913   | 0.2053 | 0.0504 |
| 1777.483      | 82.0  | 4100 | 1898.5256       | 0.81     | 0.3134     | 1.7079 | 0.81     | 0.7917   | 0.2099 | 0.0546 |
| 1777.483      | 83.0  | 4150 | 1895.9496       | 0.8      | 0.3137     | 1.8060 | 0.8000   | 0.7837   | 0.2138 | 0.0542 |
| 1777.483      | 84.0  | 4200 | 1890.2460       | 0.81     | 0.3126     | 1.7942 | 0.81     | 0.7929   | 0.2040 | 0.0565 |
| 1777.483      | 85.0  | 4250 | 1894.1871       | 0.805    | 0.3062     | 1.8438 | 0.805    | 0.7940   | 0.1993 | 0.0514 |
| 1777.483      | 86.0  | 4300 | 1895.9297       | 0.81     | 0.3099     | 1.8574 | 0.81     | 0.7941   | 0.2017 | 0.0521 |
| 1777.483      | 87.0  | 4350 | 1894.5403       | 0.82     | 0.3044     | 1.6991 | 0.82     | 0.8036   | 0.2360 | 0.0523 |
| 1777.483      | 88.0  | 4400 | 1893.5771       | 0.815    | 0.3056     | 1.7819 | 0.815    | 0.7949   | 0.2241 | 0.0531 |
| 1777.483      | 89.0  | 4450 | 1890.9475       | 0.8      | 0.3060     | 1.7981 | 0.8000   | 0.7852   | 0.2025 | 0.0544 |
| 1776.5495     | 90.0  | 4500 | 1893.1115       | 0.82     | 0.3018     | 1.9212 | 0.82     | 0.8066   | 0.1983 | 0.0520 |
| 1776.5495     | 91.0  | 4550 | 1897.0479       | 0.815    | 0.3124     | 1.8394 | 0.815    | 0.7950   | 0.2129 | 0.0544 |
| 1776.5495     | 92.0  | 4600 | 1895.9264       | 0.815    | 0.3075     | 1.8241 | 0.815    | 0.8003   | 0.2220 | 0.0517 |
| 1776.5495     | 93.0  | 4650 | 1894.7333       | 0.805    | 0.3077     | 1.8649 | 0.805    | 0.7835   | 0.2071 | 0.0523 |
| 1776.5495     | 94.0  | 4700 | 1894.5804       | 0.805    | 0.3086     | 1.8344 | 0.805    | 0.7857   | 0.1945 | 0.0533 |
| 1776.5495     | 95.0  | 4750 | 1889.6356       | 0.805    | 0.2979     | 1.7220 | 0.805    | 0.7944   | 0.1813 | 0.0532 |
| 1776.5495     | 96.0  | 4800 | 1894.5663       | 0.805    | 0.3077     | 1.7782 | 0.805    | 0.7902   | 0.2031 | 0.0525 |
| 1776.5495     | 97.0  | 4850 | 1894.6851       | 0.815    | 0.3085     | 1.8374 | 0.815    | 0.7972   | 0.2140 | 0.0541 |
| 1776.5495     | 98.0  | 4900 | 1897.3888       | 0.805    | 0.3111     | 1.8603 | 0.805    | 0.7905   | 0.2092 | 0.0537 |
| 1776.5495     | 99.0  | 4950 | 1892.2825       | 0.815    | 0.3038     | 1.8404 | 0.815    | 0.8017   | 0.2080 | 0.0514 |
| 1776.3791     | 100.0 | 5000 | 1893.8862       | 0.81     | 0.3043     | 1.7237 | 0.81     | 0.7986   | 0.2043 | 0.0518 |


### Framework versions

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

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