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# 18-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: 269.3729
- Accuracy: 0.36
- Brier Loss: 0.8320
- Nll: 4.3971
- F1 Micro: 0.36
- F1 Macro: 0.2725
- Ece: 0.3539
- Aurc: 0.6748

## 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   | 278.3639        | 0.075    | 0.8950     | 9.1030 | 0.075    | 0.0452   | 0.1624 | 0.8470 |
| No log        | 2.0   | 100  | 276.7339        | 0.095    | 0.8890     | 8.6785 | 0.095    | 0.0820   | 0.1806 | 0.9095 |
| No log        | 3.0   | 150  | 275.0460        | 0.16     | 0.8755     | 6.5857 | 0.16     | 0.0866   | 0.2296 | 0.8951 |
| No log        | 4.0   | 200  | 274.4719        | 0.33     | 0.8662     | 6.6801 | 0.33     | 0.1980   | 0.3166 | 0.5931 |
| No log        | 5.0   | 250  | 273.5627        | 0.23     | 0.8660     | 6.4504 | 0.23     | 0.1193   | 0.2606 | 0.7477 |
| No log        | 6.0   | 300  | 273.5152        | 0.22     | 0.8622     | 6.1576 | 0.22     | 0.1323   | 0.2578 | 0.6395 |
| No log        | 7.0   | 350  | 273.0874        | 0.2      | 0.8584     | 5.8986 | 0.2000   | 0.1249   | 0.2508 | 0.8129 |
| No log        | 8.0   | 400  | 273.7433        | 0.19     | 0.8764     | 6.0516 | 0.19     | 0.1554   | 0.2550 | 0.8545 |
| No log        | 9.0   | 450  | 272.4757        | 0.185    | 0.8533     | 5.9072 | 0.185    | 0.1340   | 0.2529 | 0.7360 |
| 273.9531      | 10.0  | 500  | 272.7899        | 0.14     | 0.8669     | 6.3132 | 0.14     | 0.1080   | 0.2373 | 0.8882 |
| 273.9531      | 11.0  | 550  | 271.7198        | 0.245    | 0.8484     | 4.7561 | 0.245    | 0.1370   | 0.2741 | 0.7203 |
| 273.9531      | 12.0  | 600  | 272.7391        | 0.095    | 0.8761     | 6.3636 | 0.095    | 0.0930   | 0.2120 | 0.9142 |
| 273.9531      | 13.0  | 650  | 271.8800        | 0.24     | 0.8566     | 4.9415 | 0.24     | 0.1926   | 0.2825 | 0.7850 |
| 273.9531      | 14.0  | 700  | 271.4349        | 0.305    | 0.8408     | 4.6971 | 0.305    | 0.1935   | 0.3087 | 0.7274 |
| 273.9531      | 15.0  | 750  | 271.7440        | 0.24     | 0.8476     | 3.9346 | 0.24     | 0.1835   | 0.2902 | 0.8098 |
| 273.9531      | 16.0  | 800  | 271.1944        | 0.28     | 0.8464     | 4.1470 | 0.28     | 0.2074   | 0.3074 | 0.7919 |
| 273.9531      | 17.0  | 850  | 271.2062        | 0.34     | 0.8363     | 4.8972 | 0.34     | 0.2136   | 0.3237 | 0.6403 |
| 273.9531      | 18.0  | 900  | 271.6591        | 0.295    | 0.8548     | 4.7423 | 0.295    | 0.1990   | 0.3066 | 0.7590 |
| 273.9531      | 19.0  | 950  | 271.5129        | 0.255    | 0.8571     | 4.8864 | 0.255    | 0.1898   | 0.2901 | 0.7929 |
| 270.6992      | 20.0  | 1000 | 271.4151        | 0.265    | 0.8543     | 5.2793 | 0.265    | 0.1924   | 0.2928 | 0.7842 |
| 270.6992      | 21.0  | 1050 | 271.0936        | 0.35     | 0.8449     | 4.4171 | 0.35     | 0.2347   | 0.3389 | 0.7230 |
| 270.6992      | 22.0  | 1100 | 271.2365        | 0.285    | 0.8504     | 4.7910 | 0.285    | 0.2020   | 0.3147 | 0.7840 |
| 270.6992      | 23.0  | 1150 | 271.3472        | 0.26     | 0.8496     | 4.1785 | 0.26     | 0.1800   | 0.2922 | 0.7983 |
| 270.6992      | 24.0  | 1200 | 271.1550        | 0.335    | 0.8466     | 4.8743 | 0.335    | 0.2518   | 0.3381 | 0.7148 |
| 270.6992      | 25.0  | 1250 | 270.7837        | 0.34     | 0.8455     | 4.7405 | 0.34     | 0.2392   | 0.3420 | 0.7592 |
| 270.6992      | 26.0  | 1300 | 271.2034        | 0.325    | 0.8485     | 5.0231 | 0.325    | 0.2418   | 0.3302 | 0.7411 |
| 270.6992      | 27.0  | 1350 | 270.5752        | 0.385    | 0.8334     | 4.5239 | 0.3850   | 0.2866   | 0.3535 | 0.6197 |
| 270.6992      | 28.0  | 1400 | 270.6892        | 0.35     | 0.8407     | 4.5651 | 0.35     | 0.2593   | 0.3428 | 0.6812 |
| 270.6992      | 29.0  | 1450 | 270.7246        | 0.36     | 0.8411     | 4.6054 | 0.36     | 0.2699   | 0.3365 | 0.6772 |
| 269.5806      | 30.0  | 1500 | 270.6962        | 0.32     | 0.8453     | 4.3997 | 0.32     | 0.2170   | 0.3145 | 0.7129 |
| 269.5806      | 31.0  | 1550 | 270.8489        | 0.325    | 0.8478     | 4.8399 | 0.325    | 0.2367   | 0.3180 | 0.6999 |
| 269.5806      | 32.0  | 1600 | 270.5093        | 0.36     | 0.8370     | 4.6472 | 0.36     | 0.2765   | 0.3456 | 0.6472 |
| 269.5806      | 33.0  | 1650 | 270.5440        | 0.35     | 0.8407     | 4.6948 | 0.35     | 0.2532   | 0.3292 | 0.6436 |
| 269.5806      | 34.0  | 1700 | 270.6743        | 0.395    | 0.8387     | 4.1379 | 0.395    | 0.2872   | 0.3730 | 0.6805 |
| 269.5806      | 35.0  | 1750 | 270.6282        | 0.33     | 0.8415     | 4.2499 | 0.33     | 0.2445   | 0.3410 | 0.7220 |
| 269.5806      | 36.0  | 1800 | 270.5709        | 0.31     | 0.8478     | 4.8275 | 0.31     | 0.2295   | 0.3063 | 0.7223 |
| 269.5806      | 37.0  | 1850 | 270.4933        | 0.33     | 0.8449     | 4.7300 | 0.33     | 0.2415   | 0.3157 | 0.6997 |
| 269.5806      | 38.0  | 1900 | 270.4860        | 0.355    | 0.8360     | 4.4343 | 0.3550   | 0.2598   | 0.3373 | 0.6545 |
| 269.5806      | 39.0  | 1950 | 269.9668        | 0.37     | 0.8306     | 4.4080 | 0.37     | 0.2602   | 0.3349 | 0.6056 |
| 268.8099      | 40.0  | 2000 | 270.3401        | 0.385    | 0.8389     | 5.0506 | 0.3850   | 0.2777   | 0.3567 | 0.6686 |
| 268.8099      | 41.0  | 2050 | 270.0377        | 0.365    | 0.8320     | 4.6238 | 0.3650   | 0.2466   | 0.3429 | 0.6167 |
| 268.8099      | 42.0  | 2100 | 270.2510        | 0.355    | 0.8363     | 4.7053 | 0.3550   | 0.2498   | 0.3352 | 0.6564 |
| 268.8099      | 43.0  | 2150 | 270.0252        | 0.38     | 0.8275     | 4.2261 | 0.38     | 0.2690   | 0.3557 | 0.5995 |
| 268.8099      | 44.0  | 2200 | 269.9756        | 0.36     | 0.8251     | 4.2336 | 0.36     | 0.2516   | 0.3226 | 0.6005 |
| 268.8099      | 45.0  | 2250 | 270.1610        | 0.34     | 0.8383     | 4.5052 | 0.34     | 0.2593   | 0.3164 | 0.6854 |
| 268.8099      | 46.0  | 2300 | 270.0320        | 0.33     | 0.8396     | 4.4659 | 0.33     | 0.2458   | 0.3114 | 0.7070 |
| 268.8099      | 47.0  | 2350 | 269.9535        | 0.335    | 0.8316     | 4.6707 | 0.335    | 0.2419   | 0.3203 | 0.6503 |
| 268.8099      | 48.0  | 2400 | 270.0645        | 0.365    | 0.8320     | 4.4182 | 0.3650   | 0.2517   | 0.3230 | 0.6360 |
| 268.8099      | 49.0  | 2450 | 270.0541        | 0.375    | 0.8348     | 4.4803 | 0.375    | 0.2717   | 0.3504 | 0.6444 |
| 268.2443      | 50.0  | 2500 | 269.8891        | 0.33     | 0.8374     | 4.7223 | 0.33     | 0.2365   | 0.3223 | 0.6716 |
| 268.2443      | 51.0  | 2550 | 269.8773        | 0.39     | 0.8355     | 4.4693 | 0.39     | 0.2637   | 0.3547 | 0.6525 |
| 268.2443      | 52.0  | 2600 | 269.6983        | 0.39     | 0.8298     | 4.5670 | 0.39     | 0.2716   | 0.3624 | 0.6230 |
| 268.2443      | 53.0  | 2650 | 270.0016        | 0.35     | 0.8327     | 4.3052 | 0.35     | 0.2402   | 0.3367 | 0.6602 |
| 268.2443      | 54.0  | 2700 | 269.7764        | 0.35     | 0.8318     | 4.3783 | 0.35     | 0.2432   | 0.3189 | 0.6373 |
| 268.2443      | 55.0  | 2750 | 269.7582        | 0.36     | 0.8272     | 4.4652 | 0.36     | 0.2535   | 0.3130 | 0.6197 |
| 268.2443      | 56.0  | 2800 | 269.7654        | 0.385    | 0.8253     | 4.4241 | 0.3850   | 0.2751   | 0.3375 | 0.6019 |
| 268.2443      | 57.0  | 2850 | 269.7094        | 0.375    | 0.8331     | 4.5019 | 0.375    | 0.2691   | 0.3413 | 0.6391 |
| 268.2443      | 58.0  | 2900 | 269.7442        | 0.37     | 0.8323     | 4.5422 | 0.37     | 0.2813   | 0.3311 | 0.6468 |
| 268.2443      | 59.0  | 2950 | 269.7930        | 0.385    | 0.8265     | 4.4502 | 0.3850   | 0.2820   | 0.3331 | 0.6032 |
| 267.7843      | 60.0  | 3000 | 269.6804        | 0.375    | 0.8270     | 4.3152 | 0.375    | 0.2723   | 0.3221 | 0.6005 |
| 267.7843      | 61.0  | 3050 | 269.7132        | 0.36     | 0.8355     | 4.4928 | 0.36     | 0.2625   | 0.3464 | 0.6679 |
| 267.7843      | 62.0  | 3100 | 269.6766        | 0.375    | 0.8308     | 4.5392 | 0.375    | 0.2644   | 0.3272 | 0.6307 |
| 267.7843      | 63.0  | 3150 | 269.5538        | 0.32     | 0.8345     | 4.4571 | 0.32     | 0.2299   | 0.3160 | 0.6791 |
| 267.7843      | 64.0  | 3200 | 269.5080        | 0.375    | 0.8262     | 4.1608 | 0.375    | 0.2581   | 0.3323 | 0.6357 |
| 267.7843      | 65.0  | 3250 | 269.6766        | 0.355    | 0.8362     | 4.4220 | 0.3550   | 0.2647   | 0.3250 | 0.6591 |
| 267.7843      | 66.0  | 3300 | 269.4889        | 0.38     | 0.8249     | 4.3636 | 0.38     | 0.2786   | 0.3452 | 0.6364 |
| 267.7843      | 67.0  | 3350 | 269.4171        | 0.4      | 0.8246     | 4.2888 | 0.4000   | 0.2877   | 0.3479 | 0.6114 |
| 267.7843      | 68.0  | 3400 | 269.6962        | 0.37     | 0.8286     | 4.3171 | 0.37     | 0.2614   | 0.3376 | 0.6369 |
| 267.7843      | 69.0  | 3450 | 269.3859        | 0.425    | 0.8225     | 4.2805 | 0.425    | 0.3053   | 0.3649 | 0.5751 |
| 267.4508      | 70.0  | 3500 | 269.5482        | 0.345    | 0.8377     | 4.7547 | 0.345    | 0.2559   | 0.3341 | 0.6728 |
| 267.4508      | 71.0  | 3550 | 269.3435        | 0.4      | 0.8216     | 4.3030 | 0.4000   | 0.2858   | 0.3391 | 0.6045 |
| 267.4508      | 72.0  | 3600 | 269.2284        | 0.405    | 0.8198     | 4.3223 | 0.405    | 0.3006   | 0.3598 | 0.5984 |
| 267.4508      | 73.0  | 3650 | 269.5614        | 0.37     | 0.8300     | 4.3579 | 0.37     | 0.2645   | 0.3515 | 0.6597 |
| 267.4508      | 74.0  | 3700 | 269.2826        | 0.39     | 0.8217     | 4.3413 | 0.39     | 0.2738   | 0.3317 | 0.5869 |
| 267.4508      | 75.0  | 3750 | 269.3375        | 0.39     | 0.8226     | 4.2796 | 0.39     | 0.2712   | 0.3485 | 0.6140 |
| 267.4508      | 76.0  | 3800 | 269.2377        | 0.39     | 0.8198     | 4.4825 | 0.39     | 0.2771   | 0.3450 | 0.5936 |
| 267.4508      | 77.0  | 3850 | 269.4238        | 0.375    | 0.8278     | 4.5048 | 0.375    | 0.2736   | 0.3349 | 0.6386 |
| 267.4508      | 78.0  | 3900 | 269.4522        | 0.4      | 0.8283     | 4.5498 | 0.4000   | 0.2870   | 0.3318 | 0.6187 |
| 267.4508      | 79.0  | 3950 | 269.4372        | 0.355    | 0.8316     | 4.5034 | 0.3550   | 0.2621   | 0.3182 | 0.6581 |
| 267.2267      | 80.0  | 4000 | 269.4058        | 0.38     | 0.8262     | 4.4096 | 0.38     | 0.2834   | 0.3453 | 0.6197 |
| 267.2267      | 81.0  | 4050 | 269.2977        | 0.37     | 0.8251     | 4.4666 | 0.37     | 0.2669   | 0.3374 | 0.6406 |
| 267.2267      | 82.0  | 4100 | 269.3194        | 0.37     | 0.8286     | 4.4947 | 0.37     | 0.2751   | 0.3332 | 0.6326 |
| 267.2267      | 83.0  | 4150 | 269.2936        | 0.365    | 0.8301     | 4.3184 | 0.3650   | 0.2725   | 0.3358 | 0.6815 |
| 267.2267      | 84.0  | 4200 | 269.2045        | 0.4      | 0.8242     | 4.2851 | 0.4000   | 0.2947   | 0.3526 | 0.6133 |
| 267.2267      | 85.0  | 4250 | 269.2916        | 0.38     | 0.8256     | 4.4965 | 0.38     | 0.2872   | 0.3190 | 0.6079 |
| 267.2267      | 86.0  | 4300 | 269.3817        | 0.35     | 0.8327     | 4.3865 | 0.35     | 0.2686   | 0.3341 | 0.6660 |
| 267.2267      | 87.0  | 4350 | 269.2809        | 0.36     | 0.8296     | 4.4521 | 0.36     | 0.2664   | 0.3367 | 0.6620 |
| 267.2267      | 88.0  | 4400 | 269.1650        | 0.405    | 0.8181     | 4.2997 | 0.405    | 0.2857   | 0.3527 | 0.5624 |
| 267.2267      | 89.0  | 4450 | 269.1071        | 0.375    | 0.8297     | 4.3559 | 0.375    | 0.2737   | 0.3386 | 0.6423 |
| 267.0481      | 90.0  | 4500 | 269.3120        | 0.385    | 0.8268     | 4.4102 | 0.3850   | 0.2833   | 0.3438 | 0.6264 |
| 267.0481      | 91.0  | 4550 | 269.1590        | 0.4      | 0.8243     | 4.2495 | 0.4000   | 0.2964   | 0.3382 | 0.5986 |
| 267.0481      | 92.0  | 4600 | 269.1963        | 0.4      | 0.8230     | 4.4469 | 0.4000   | 0.3070   | 0.3521 | 0.5969 |
| 267.0481      | 93.0  | 4650 | 269.1320        | 0.39     | 0.8256     | 4.2528 | 0.39     | 0.2856   | 0.3355 | 0.6072 |
| 267.0481      | 94.0  | 4700 | 269.2391        | 0.4      | 0.8222     | 4.3351 | 0.4000   | 0.2891   | 0.3392 | 0.6019 |
| 267.0481      | 95.0  | 4750 | 269.2017        | 0.395    | 0.8243     | 4.3717 | 0.395    | 0.2931   | 0.3435 | 0.6271 |
| 267.0481      | 96.0  | 4800 | 269.4085        | 0.37     | 0.8290     | 4.3941 | 0.37     | 0.2817   | 0.3255 | 0.6242 |
| 267.0481      | 97.0  | 4850 | 269.2195        | 0.4      | 0.8231     | 4.4454 | 0.4000   | 0.2889   | 0.3452 | 0.5916 |
| 267.0481      | 98.0  | 4900 | 269.3515        | 0.375    | 0.8296     | 4.3291 | 0.375    | 0.2754   | 0.3370 | 0.6380 |
| 267.0481      | 99.0  | 4950 | 269.3496        | 0.395    | 0.8244     | 4.4743 | 0.395    | 0.2989   | 0.3432 | 0.6100 |
| 266.9625      | 100.0 | 5000 | 269.3729        | 0.36     | 0.8320     | 4.3971 | 0.36     | 0.2725   | 0.3539 | 0.6748 |


### Framework versions

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

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