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# vit-small_tobacco3482_kd_MSE

This model is a fine-tuned version of [WinKawaks/vit-small-patch16-224](https://huggingface.co/WinKawaks/vit-small-patch16-224) on the None dataset.
It achieves the following results on the evaluation set:
- Loss: 0.2131
- Accuracy: 0.84
- Brier Loss: 0.2974
- Nll: 0.8913
- F1 Micro: 0.8400
- F1 Macro: 0.8190
- Ece: 0.2456
- Aurc: 0.0512

## 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: 128
- eval_batch_size: 128
- 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   | 7    | 1.4711          | 0.21     | 0.8898     | 6.2752 | 0.2100   | 0.1403   | 0.2702 | 0.7673 |
| No log        | 2.0   | 14   | 1.0769          | 0.41     | 0.8120     | 5.2446 | 0.41     | 0.2713   | 0.3253 | 0.5170 |
| No log        | 3.0   | 21   | 0.7901          | 0.51     | 0.7057     | 2.6186 | 0.51     | 0.4114   | 0.3359 | 0.3162 |
| No log        | 4.0   | 28   | 0.6044          | 0.61     | 0.5736     | 1.8428 | 0.61     | 0.4989   | 0.3358 | 0.1889 |
| No log        | 5.0   | 35   | 0.4605          | 0.7      | 0.5009     | 1.3395 | 0.7      | 0.6120   | 0.3587 | 0.1321 |
| No log        | 6.0   | 42   | 0.4484          | 0.73     | 0.4373     | 1.4781 | 0.7300   | 0.6394   | 0.2751 | 0.1150 |
| No log        | 7.0   | 49   | 0.4406          | 0.765    | 0.4180     | 1.1081 | 0.765    | 0.7193   | 0.3066 | 0.0981 |
| No log        | 8.0   | 56   | 0.3421          | 0.82     | 0.3575     | 0.9309 | 0.82     | 0.7764   | 0.2867 | 0.0703 |
| No log        | 9.0   | 63   | 0.4201          | 0.75     | 0.3973     | 1.5859 | 0.75     | 0.7562   | 0.2618 | 0.1051 |
| No log        | 10.0  | 70   | 0.4086          | 0.795    | 0.3775     | 1.2870 | 0.795    | 0.7701   | 0.3104 | 0.0691 |
| No log        | 11.0  | 77   | 0.2867          | 0.82     | 0.3251     | 1.2141 | 0.82     | 0.7996   | 0.2511 | 0.0683 |
| No log        | 12.0  | 84   | 0.2964          | 0.825    | 0.3233     | 1.0042 | 0.825    | 0.8028   | 0.2801 | 0.0538 |
| No log        | 13.0  | 91   | 0.3010          | 0.81     | 0.3351     | 1.0085 | 0.81     | 0.7735   | 0.2678 | 0.0584 |
| No log        | 14.0  | 98   | 0.2741          | 0.835    | 0.3194     | 1.0574 | 0.835    | 0.8127   | 0.2982 | 0.0542 |
| No log        | 15.0  | 105  | 0.2524          | 0.845    | 0.3228     | 1.1162 | 0.845    | 0.8225   | 0.2911 | 0.0568 |
| No log        | 16.0  | 112  | 0.2652          | 0.83     | 0.3154     | 0.8145 | 0.83     | 0.8130   | 0.2786 | 0.0516 |
| No log        | 17.0  | 119  | 0.2478          | 0.83     | 0.3241     | 1.1158 | 0.83     | 0.8034   | 0.2776 | 0.0683 |
| No log        | 18.0  | 126  | 0.2526          | 0.85     | 0.3112     | 1.0132 | 0.85     | 0.8324   | 0.2757 | 0.0517 |
| No log        | 19.0  | 133  | 0.2423          | 0.855    | 0.3023     | 1.0623 | 0.855    | 0.8382   | 0.2727 | 0.0561 |
| No log        | 20.0  | 140  | 0.2294          | 0.83     | 0.3112     | 1.1134 | 0.83     | 0.8139   | 0.2697 | 0.0703 |
| No log        | 21.0  | 147  | 0.2380          | 0.835    | 0.3080     | 0.9961 | 0.835    | 0.8190   | 0.2841 | 0.0489 |
| No log        | 22.0  | 154  | 0.2362          | 0.84     | 0.3034     | 0.9586 | 0.8400   | 0.8145   | 0.2626 | 0.0520 |
| No log        | 23.0  | 161  | 0.2252          | 0.86     | 0.2946     | 1.1006 | 0.8600   | 0.8471   | 0.2830 | 0.0495 |
| No log        | 24.0  | 168  | 0.2325          | 0.85     | 0.2985     | 0.9069 | 0.85     | 0.8288   | 0.2681 | 0.0533 |
| No log        | 25.0  | 175  | 0.2335          | 0.825    | 0.3005     | 0.8930 | 0.825    | 0.8000   | 0.2640 | 0.0496 |
| No log        | 26.0  | 182  | 0.2309          | 0.845    | 0.2984     | 1.0007 | 0.845    | 0.8308   | 0.2573 | 0.0536 |
| No log        | 27.0  | 189  | 0.2265          | 0.835    | 0.3051     | 1.0092 | 0.835    | 0.8158   | 0.2626 | 0.0603 |
| No log        | 28.0  | 196  | 0.2192          | 0.83     | 0.2977     | 1.0186 | 0.83     | 0.8019   | 0.2516 | 0.0572 |
| No log        | 29.0  | 203  | 0.2276          | 0.83     | 0.3017     | 0.9407 | 0.83     | 0.8179   | 0.2553 | 0.0480 |
| No log        | 30.0  | 210  | 0.2131          | 0.84     | 0.2992     | 0.9232 | 0.8400   | 0.8195   | 0.2541 | 0.0546 |
| No log        | 31.0  | 217  | 0.2197          | 0.845    | 0.2998     | 0.9012 | 0.845    | 0.8301   | 0.2537 | 0.0569 |
| No log        | 32.0  | 224  | 0.2138          | 0.85     | 0.2972     | 0.9117 | 0.85     | 0.8349   | 0.2777 | 0.0551 |
| No log        | 33.0  | 231  | 0.2167          | 0.85     | 0.2969     | 1.0176 | 0.85     | 0.8390   | 0.2676 | 0.0535 |
| No log        | 34.0  | 238  | 0.2114          | 0.84     | 0.2959     | 0.8912 | 0.8400   | 0.8190   | 0.2512 | 0.0514 |
| No log        | 35.0  | 245  | 0.2145          | 0.845    | 0.2952     | 0.8960 | 0.845    | 0.8216   | 0.2638 | 0.0492 |
| No log        | 36.0  | 252  | 0.2146          | 0.845    | 0.2960     | 0.9093 | 0.845    | 0.8301   | 0.2841 | 0.0519 |
| No log        | 37.0  | 259  | 0.2157          | 0.845    | 0.2973     | 0.9043 | 0.845    | 0.8216   | 0.2614 | 0.0520 |
| No log        | 38.0  | 266  | 0.2116          | 0.84     | 0.2949     | 0.8871 | 0.8400   | 0.8190   | 0.2639 | 0.0512 |
| No log        | 39.0  | 273  | 0.2138          | 0.845    | 0.2963     | 0.9002 | 0.845    | 0.8301   | 0.2497 | 0.0512 |
| No log        | 40.0  | 280  | 0.2129          | 0.84     | 0.2960     | 0.9731 | 0.8400   | 0.8190   | 0.2500 | 0.0511 |
| No log        | 41.0  | 287  | 0.2139          | 0.845    | 0.2966     | 1.0111 | 0.845    | 0.8301   | 0.2750 | 0.0523 |
| No log        | 42.0  | 294  | 0.2134          | 0.84     | 0.2959     | 0.9515 | 0.8400   | 0.8190   | 0.2577 | 0.0506 |
| No log        | 43.0  | 301  | 0.2134          | 0.84     | 0.2972     | 0.9022 | 0.8400   | 0.8190   | 0.2538 | 0.0517 |
| No log        | 44.0  | 308  | 0.2131          | 0.84     | 0.2966     | 0.9569 | 0.8400   | 0.8190   | 0.2683 | 0.0519 |
| No log        | 45.0  | 315  | 0.2131          | 0.84     | 0.2965     | 0.8931 | 0.8400   | 0.8190   | 0.2504 | 0.0513 |
| No log        | 46.0  | 322  | 0.2119          | 0.84     | 0.2963     | 0.8998 | 0.8400   | 0.8190   | 0.2535 | 0.0513 |
| No log        | 47.0  | 329  | 0.2129          | 0.84     | 0.2973     | 0.9017 | 0.8400   | 0.8190   | 0.2527 | 0.0514 |
| No log        | 48.0  | 336  | 0.2130          | 0.84     | 0.2971     | 0.8947 | 0.8400   | 0.8190   | 0.2520 | 0.0510 |
| No log        | 49.0  | 343  | 0.2123          | 0.84     | 0.2972     | 0.9482 | 0.8400   | 0.8190   | 0.2583 | 0.0515 |
| No log        | 50.0  | 350  | 0.2124          | 0.84     | 0.2970     | 0.9083 | 0.8400   | 0.8190   | 0.2604 | 0.0513 |
| No log        | 51.0  | 357  | 0.2130          | 0.84     | 0.2974     | 0.8978 | 0.8400   | 0.8190   | 0.2446 | 0.0513 |
| No log        | 52.0  | 364  | 0.2127          | 0.84     | 0.2975     | 0.8932 | 0.8400   | 0.8190   | 0.2457 | 0.0513 |
| No log        | 53.0  | 371  | 0.2125          | 0.84     | 0.2972     | 0.8935 | 0.8400   | 0.8190   | 0.2508 | 0.0512 |
| No log        | 54.0  | 378  | 0.2130          | 0.84     | 0.2975     | 0.8989 | 0.8400   | 0.8190   | 0.2551 | 0.0513 |
| No log        | 55.0  | 385  | 0.2128          | 0.84     | 0.2972     | 0.8941 | 0.8400   | 0.8190   | 0.2448 | 0.0511 |
| No log        | 56.0  | 392  | 0.2128          | 0.84     | 0.2974     | 0.8944 | 0.8400   | 0.8190   | 0.2459 | 0.0515 |
| No log        | 57.0  | 399  | 0.2128          | 0.84     | 0.2973     | 0.8934 | 0.8400   | 0.8190   | 0.2517 | 0.0512 |
| No log        | 58.0  | 406  | 0.2130          | 0.84     | 0.2973     | 0.8936 | 0.8400   | 0.8190   | 0.2448 | 0.0513 |
| No log        | 59.0  | 413  | 0.2129          | 0.84     | 0.2973     | 0.8951 | 0.8400   | 0.8190   | 0.2383 | 0.0513 |
| No log        | 60.0  | 420  | 0.2128          | 0.84     | 0.2972     | 0.8921 | 0.8400   | 0.8190   | 0.2519 | 0.0512 |
| No log        | 61.0  | 427  | 0.2125          | 0.84     | 0.2974     | 0.8959 | 0.8400   | 0.8190   | 0.2518 | 0.0515 |
| No log        | 62.0  | 434  | 0.2128          | 0.84     | 0.2973     | 0.8937 | 0.8400   | 0.8190   | 0.2385 | 0.0513 |
| No log        | 63.0  | 441  | 0.2131          | 0.84     | 0.2974     | 0.8933 | 0.8400   | 0.8190   | 0.2551 | 0.0512 |
| No log        | 64.0  | 448  | 0.2129          | 0.84     | 0.2974     | 0.8930 | 0.8400   | 0.8190   | 0.2388 | 0.0512 |
| No log        | 65.0  | 455  | 0.2129          | 0.84     | 0.2973     | 0.8927 | 0.8400   | 0.8190   | 0.2447 | 0.0513 |
| No log        | 66.0  | 462  | 0.2129          | 0.84     | 0.2974     | 0.8930 | 0.8400   | 0.8190   | 0.2385 | 0.0513 |
| No log        | 67.0  | 469  | 0.2129          | 0.84     | 0.2974     | 0.8929 | 0.8400   | 0.8190   | 0.2458 | 0.0512 |
| No log        | 68.0  | 476  | 0.2130          | 0.84     | 0.2975     | 0.8930 | 0.8400   | 0.8190   | 0.2455 | 0.0512 |
| No log        | 69.0  | 483  | 0.2130          | 0.84     | 0.2973     | 0.8917 | 0.8400   | 0.8190   | 0.2459 | 0.0513 |
| No log        | 70.0  | 490  | 0.2129          | 0.84     | 0.2973     | 0.8913 | 0.8400   | 0.8190   | 0.2520 | 0.0513 |
| No log        | 71.0  | 497  | 0.2131          | 0.84     | 0.2974     | 0.8919 | 0.8400   | 0.8190   | 0.2519 | 0.0513 |
| 0.1234        | 72.0  | 504  | 0.2130          | 0.84     | 0.2973     | 0.8917 | 0.8400   | 0.8190   | 0.2457 | 0.0511 |
| 0.1234        | 73.0  | 511  | 0.2129          | 0.84     | 0.2974     | 0.8917 | 0.8400   | 0.8190   | 0.2455 | 0.0512 |
| 0.1234        | 74.0  | 518  | 0.2129          | 0.84     | 0.2974     | 0.8913 | 0.8400   | 0.8190   | 0.2455 | 0.0512 |
| 0.1234        | 75.0  | 525  | 0.2130          | 0.84     | 0.2973     | 0.8917 | 0.8400   | 0.8190   | 0.2519 | 0.0513 |
| 0.1234        | 76.0  | 532  | 0.2129          | 0.84     | 0.2974     | 0.8921 | 0.8400   | 0.8190   | 0.2455 | 0.0512 |
| 0.1234        | 77.0  | 539  | 0.2130          | 0.84     | 0.2973     | 0.8919 | 0.8400   | 0.8190   | 0.2455 | 0.0511 |
| 0.1234        | 78.0  | 546  | 0.2130          | 0.84     | 0.2973     | 0.8924 | 0.8400   | 0.8190   | 0.2455 | 0.0511 |
| 0.1234        | 79.0  | 553  | 0.2130          | 0.84     | 0.2974     | 0.8919 | 0.8400   | 0.8190   | 0.2456 | 0.0512 |
| 0.1234        | 80.0  | 560  | 0.2130          | 0.84     | 0.2973     | 0.8915 | 0.8400   | 0.8190   | 0.2515 | 0.0512 |
| 0.1234        | 81.0  | 567  | 0.2130          | 0.84     | 0.2973     | 0.8915 | 0.8400   | 0.8190   | 0.2456 | 0.0511 |
| 0.1234        | 82.0  | 574  | 0.2130          | 0.84     | 0.2974     | 0.8915 | 0.8400   | 0.8190   | 0.2456 | 0.0512 |
| 0.1234        | 83.0  | 581  | 0.2130          | 0.84     | 0.2973     | 0.8916 | 0.8400   | 0.8190   | 0.2516 | 0.0512 |
| 0.1234        | 84.0  | 588  | 0.2130          | 0.84     | 0.2974     | 0.8920 | 0.8400   | 0.8190   | 0.2456 | 0.0512 |
| 0.1234        | 85.0  | 595  | 0.2130          | 0.84     | 0.2974     | 0.8915 | 0.8400   | 0.8190   | 0.2456 | 0.0512 |
| 0.1234        | 86.0  | 602  | 0.2130          | 0.84     | 0.2974     | 0.8917 | 0.8400   | 0.8190   | 0.2456 | 0.0512 |
| 0.1234        | 87.0  | 609  | 0.2130          | 0.84     | 0.2974     | 0.8913 | 0.8400   | 0.8190   | 0.2517 | 0.0512 |
| 0.1234        | 88.0  | 616  | 0.2130          | 0.84     | 0.2973     | 0.8916 | 0.8400   | 0.8190   | 0.2456 | 0.0512 |
| 0.1234        | 89.0  | 623  | 0.2130          | 0.84     | 0.2974     | 0.8912 | 0.8400   | 0.8190   | 0.2456 | 0.0512 |
| 0.1234        | 90.0  | 630  | 0.2130          | 0.84     | 0.2973     | 0.8914 | 0.8400   | 0.8190   | 0.2517 | 0.0512 |
| 0.1234        | 91.0  | 637  | 0.2131          | 0.84     | 0.2974     | 0.8915 | 0.8400   | 0.8190   | 0.2456 | 0.0512 |
| 0.1234        | 92.0  | 644  | 0.2130          | 0.84     | 0.2973     | 0.8912 | 0.8400   | 0.8190   | 0.2456 | 0.0512 |
| 0.1234        | 93.0  | 651  | 0.2130          | 0.84     | 0.2974     | 0.8915 | 0.8400   | 0.8190   | 0.2456 | 0.0512 |
| 0.1234        | 94.0  | 658  | 0.2130          | 0.84     | 0.2973     | 0.8913 | 0.8400   | 0.8190   | 0.2456 | 0.0512 |
| 0.1234        | 95.0  | 665  | 0.2130          | 0.84     | 0.2973     | 0.8913 | 0.8400   | 0.8190   | 0.2456 | 0.0512 |
| 0.1234        | 96.0  | 672  | 0.2131          | 0.84     | 0.2974     | 0.8915 | 0.8400   | 0.8190   | 0.2456 | 0.0512 |
| 0.1234        | 97.0  | 679  | 0.2131          | 0.84     | 0.2973     | 0.8914 | 0.8400   | 0.8190   | 0.2517 | 0.0512 |
| 0.1234        | 98.0  | 686  | 0.2130          | 0.84     | 0.2974     | 0.8912 | 0.8400   | 0.8190   | 0.2456 | 0.0512 |
| 0.1234        | 99.0  | 693  | 0.2131          | 0.84     | 0.2974     | 0.8913 | 0.8400   | 0.8190   | 0.2456 | 0.0512 |
| 0.1234        | 100.0 | 700  | 0.2131          | 0.84     | 0.2974     | 0.8913 | 0.8400   | 0.8190   | 0.2456 | 0.0512 |


### Framework versions

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

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