
<!-- This model card has been generated automatically according to the information the Trainer had access to. You
should probably proofread and complete it, then remove this comment. -->

# 171-tiny_tobacco3482_kd

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: 0.2409
- Accuracy: 0.765
- Brier Loss: 0.3934
- Nll: 1.2941
- F1 Micro: 0.765
- F1 Macro: 0.6802
- Ece: 0.2843
- Aurc: 0.0716

## 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: 64
- eval_batch_size: 64
- 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   | 13   | 1.3775          | 0.235    | 0.8906     | 7.4936 | 0.235    | 0.1630   | 0.2705 | 0.7664 |
| No log        | 2.0   | 26   | 0.8552          | 0.38     | 0.8035     | 4.2966 | 0.38     | 0.2738   | 0.3086 | 0.4787 |
| No log        | 3.0   | 39   | 0.6791          | 0.51     | 0.6994     | 3.1397 | 0.51     | 0.3754   | 0.3208 | 0.3181 |
| No log        | 4.0   | 52   | 0.5747          | 0.59     | 0.6289     | 2.2673 | 0.59     | 0.4483   | 0.3491 | 0.2156 |
| No log        | 5.0   | 65   | 0.4985          | 0.64     | 0.5620     | 2.3221 | 0.64     | 0.5323   | 0.3258 | 0.1637 |
| No log        | 6.0   | 78   | 0.5387          | 0.665    | 0.5254     | 2.2659 | 0.665    | 0.5673   | 0.2991 | 0.1582 |
| No log        | 7.0   | 91   | 0.5050          | 0.66     | 0.5100     | 2.4796 | 0.66     | 0.5360   | 0.2241 | 0.1675 |
| No log        | 8.0   | 104  | 0.4247          | 0.685    | 0.4864     | 2.1512 | 0.685    | 0.6017   | 0.2848 | 0.1242 |
| No log        | 9.0   | 117  | 0.5322          | 0.65     | 0.5101     | 1.9216 | 0.65     | 0.5658   | 0.2808 | 0.1775 |
| No log        | 10.0  | 130  | 0.4128          | 0.705    | 0.4744     | 1.6466 | 0.705    | 0.6320   | 0.3126 | 0.1011 |
| No log        | 11.0  | 143  | 0.4216          | 0.72     | 0.4621     | 2.3585 | 0.72     | 0.6365   | 0.2807 | 0.1181 |
| No log        | 12.0  | 156  | 0.3925          | 0.72     | 0.4535     | 2.1047 | 0.72     | 0.6466   | 0.2976 | 0.0989 |
| No log        | 13.0  | 169  | 0.3664          | 0.71     | 0.4406     | 1.6481 | 0.7100   | 0.6388   | 0.2789 | 0.1056 |
| No log        | 14.0  | 182  | 0.4002          | 0.715    | 0.4396     | 1.8360 | 0.715    | 0.6437   | 0.2705 | 0.1096 |
| No log        | 15.0  | 195  | 0.3324          | 0.72     | 0.4156     | 1.8256 | 0.72     | 0.6309   | 0.2857 | 0.0874 |
| No log        | 16.0  | 208  | 0.3041          | 0.75     | 0.4277     | 1.5808 | 0.75     | 0.6746   | 0.3014 | 0.0843 |
| No log        | 17.0  | 221  | 0.3178          | 0.78     | 0.4139     | 1.1784 | 0.78     | 0.7004   | 0.3016 | 0.0772 |
| No log        | 18.0  | 234  | 0.2911          | 0.735    | 0.4210     | 1.4736 | 0.735    | 0.6754   | 0.2909 | 0.0844 |
| No log        | 19.0  | 247  | 0.2988          | 0.76     | 0.4107     | 1.2700 | 0.76     | 0.6933   | 0.2904 | 0.0775 |
| No log        | 20.0  | 260  | 0.2904          | 0.745    | 0.4215     | 1.4039 | 0.745    | 0.6686   | 0.2920 | 0.0852 |
| No log        | 21.0  | 273  | 0.3022          | 0.77     | 0.4196     | 1.0212 | 0.7700   | 0.7040   | 0.3041 | 0.0714 |
| No log        | 22.0  | 286  | 0.2748          | 0.73     | 0.4106     | 1.1826 | 0.7300   | 0.6715   | 0.2977 | 0.0854 |
| No log        | 23.0  | 299  | 0.2835          | 0.745    | 0.4079     | 1.2464 | 0.745    | 0.6654   | 0.3083 | 0.0797 |
| No log        | 24.0  | 312  | 0.2748          | 0.75     | 0.4089     | 1.1540 | 0.75     | 0.6797   | 0.2772 | 0.0802 |
| No log        | 25.0  | 325  | 0.2818          | 0.735    | 0.4142     | 1.3465 | 0.735    | 0.6523   | 0.2693 | 0.0916 |
| No log        | 26.0  | 338  | 0.2666          | 0.74     | 0.4076     | 1.3420 | 0.74     | 0.6560   | 0.2892 | 0.0831 |
| No log        | 27.0  | 351  | 0.2693          | 0.745    | 0.4083     | 1.4070 | 0.745    | 0.6883   | 0.3074 | 0.0858 |
| No log        | 28.0  | 364  | 0.2598          | 0.725    | 0.4007     | 1.3015 | 0.7250   | 0.6509   | 0.2874 | 0.0843 |
| No log        | 29.0  | 377  | 0.2579          | 0.745    | 0.4023     | 1.2920 | 0.745    | 0.6770   | 0.2808 | 0.0788 |
| No log        | 30.0  | 390  | 0.2606          | 0.745    | 0.4053     | 1.2203 | 0.745    | 0.6643   | 0.2838 | 0.0805 |
| No log        | 31.0  | 403  | 0.2588          | 0.735    | 0.3982     | 1.3655 | 0.735    | 0.6743   | 0.2941 | 0.0852 |
| No log        | 32.0  | 416  | 0.2524          | 0.74     | 0.3941     | 1.1515 | 0.74     | 0.6771   | 0.2735 | 0.0813 |
| No log        | 33.0  | 429  | 0.2579          | 0.765    | 0.4002     | 1.3257 | 0.765    | 0.6993   | 0.2784 | 0.0753 |
| No log        | 34.0  | 442  | 0.2448          | 0.775    | 0.3981     | 1.2289 | 0.775    | 0.7015   | 0.2923 | 0.0720 |
| No log        | 35.0  | 455  | 0.2483          | 0.75     | 0.3987     | 1.2485 | 0.75     | 0.6645   | 0.2751 | 0.0751 |
| No log        | 36.0  | 468  | 0.2417          | 0.765    | 0.3879     | 1.0562 | 0.765    | 0.6856   | 0.2827 | 0.0723 |
| No log        | 37.0  | 481  | 0.2506          | 0.755    | 0.3944     | 1.2087 | 0.755    | 0.6855   | 0.3045 | 0.0744 |
| No log        | 38.0  | 494  | 0.2427          | 0.765    | 0.3917     | 1.2356 | 0.765    | 0.6862   | 0.2822 | 0.0703 |
| 0.2351        | 39.0  | 507  | 0.2449          | 0.745    | 0.3958     | 1.2868 | 0.745    | 0.6750   | 0.2697 | 0.0762 |
| 0.2351        | 40.0  | 520  | 0.2413          | 0.755    | 0.3917     | 1.3279 | 0.755    | 0.6831   | 0.2720 | 0.0724 |
| 0.2351        | 41.0  | 533  | 0.2428          | 0.75     | 0.3924     | 1.2369 | 0.75     | 0.6781   | 0.2700 | 0.0766 |
| 0.2351        | 42.0  | 546  | 0.2412          | 0.76     | 0.3919     | 1.2235 | 0.76     | 0.6913   | 0.2945 | 0.0732 |
| 0.2351        | 43.0  | 559  | 0.2428          | 0.74     | 0.3968     | 1.3021 | 0.74     | 0.6648   | 0.2743 | 0.0773 |
| 0.2351        | 44.0  | 572  | 0.2400          | 0.75     | 0.3936     | 1.2410 | 0.75     | 0.6643   | 0.2789 | 0.0723 |
| 0.2351        | 45.0  | 585  | 0.2424          | 0.77     | 0.3949     | 1.2480 | 0.7700   | 0.7041   | 0.2813 | 0.0722 |
| 0.2351        | 46.0  | 598  | 0.2398          | 0.77     | 0.3931     | 1.2463 | 0.7700   | 0.7005   | 0.3050 | 0.0722 |
| 0.2351        | 47.0  | 611  | 0.2397          | 0.77     | 0.3919     | 1.2957 | 0.7700   | 0.6874   | 0.2961 | 0.0703 |
| 0.2351        | 48.0  | 624  | 0.2401          | 0.77     | 0.3926     | 1.2360 | 0.7700   | 0.7045   | 0.2945 | 0.0720 |
| 0.2351        | 49.0  | 637  | 0.2401          | 0.77     | 0.3927     | 1.2905 | 0.7700   | 0.6876   | 0.2825 | 0.0706 |
| 0.2351        | 50.0  | 650  | 0.2413          | 0.765    | 0.3936     | 1.2892 | 0.765    | 0.6978   | 0.3016 | 0.0743 |
| 0.2351        | 51.0  | 663  | 0.2410          | 0.77     | 0.3943     | 1.2913 | 0.7700   | 0.7005   | 0.2849 | 0.0728 |
| 0.2351        | 52.0  | 676  | 0.2391          | 0.765    | 0.3926     | 1.2846 | 0.765    | 0.6805   | 0.2777 | 0.0710 |
| 0.2351        | 53.0  | 689  | 0.2400          | 0.77     | 0.3929     | 1.2927 | 0.7700   | 0.6876   | 0.2698 | 0.0711 |
| 0.2351        | 54.0  | 702  | 0.2401          | 0.77     | 0.3929     | 1.2917 | 0.7700   | 0.6876   | 0.2775 | 0.0711 |
| 0.2351        | 55.0  | 715  | 0.2405          | 0.775    | 0.3934     | 1.2912 | 0.775    | 0.7074   | 0.2858 | 0.0709 |
| 0.2351        | 56.0  | 728  | 0.2403          | 0.775    | 0.3927     | 1.2912 | 0.775    | 0.7077   | 0.3059 | 0.0710 |
| 0.2351        | 57.0  | 741  | 0.2403          | 0.77     | 0.3932     | 1.2886 | 0.7700   | 0.6876   | 0.2914 | 0.0709 |
| 0.2351        | 58.0  | 754  | 0.2403          | 0.765    | 0.3932     | 1.2893 | 0.765    | 0.6805   | 0.2735 | 0.0717 |
| 0.2351        | 59.0  | 767  | 0.2405          | 0.77     | 0.3932     | 1.2923 | 0.7700   | 0.6876   | 0.2915 | 0.0714 |
| 0.2351        | 60.0  | 780  | 0.2403          | 0.77     | 0.3931     | 1.2893 | 0.7700   | 0.6874   | 0.2830 | 0.0708 |
| 0.2351        | 61.0  | 793  | 0.2405          | 0.77     | 0.3931     | 1.2910 | 0.7700   | 0.6876   | 0.2912 | 0.0711 |
| 0.2351        | 62.0  | 806  | 0.2405          | 0.77     | 0.3935     | 1.2905 | 0.7700   | 0.6874   | 0.2831 | 0.0711 |
| 0.2351        | 63.0  | 819  | 0.2405          | 0.765    | 0.3933     | 1.2918 | 0.765    | 0.6805   | 0.2776 | 0.0716 |
| 0.2351        | 64.0  | 832  | 0.2405          | 0.77     | 0.3932     | 1.2937 | 0.7700   | 0.6876   | 0.2747 | 0.0712 |
| 0.2351        | 65.0  | 845  | 0.2405          | 0.765    | 0.3934     | 1.2927 | 0.765    | 0.6802   | 0.2781 | 0.0717 |
| 0.2351        | 66.0  | 858  | 0.2406          | 0.77     | 0.3930     | 1.2926 | 0.7700   | 0.6876   | 0.2780 | 0.0708 |
| 0.2351        | 67.0  | 871  | 0.2407          | 0.77     | 0.3934     | 1.2933 | 0.7700   | 0.6876   | 0.2784 | 0.0712 |
| 0.2351        | 68.0  | 884  | 0.2407          | 0.77     | 0.3934     | 1.2942 | 0.7700   | 0.6876   | 0.2853 | 0.0714 |
| 0.2351        | 69.0  | 897  | 0.2406          | 0.77     | 0.3932     | 1.2920 | 0.7700   | 0.6876   | 0.2780 | 0.0709 |
| 0.2351        | 70.0  | 910  | 0.2403          | 0.77     | 0.3931     | 1.2937 | 0.7700   | 0.6874   | 0.2748 | 0.0709 |
| 0.2351        | 71.0  | 923  | 0.2407          | 0.77     | 0.3934     | 1.2929 | 0.7700   | 0.6874   | 0.2855 | 0.0710 |
| 0.2351        | 72.0  | 936  | 0.2405          | 0.77     | 0.3930     | 1.2944 | 0.7700   | 0.6874   | 0.2779 | 0.0708 |
| 0.2351        | 73.0  | 949  | 0.2407          | 0.765    | 0.3931     | 1.2919 | 0.765    | 0.6802   | 0.2799 | 0.0715 |
| 0.2351        | 74.0  | 962  | 0.2408          | 0.765    | 0.3933     | 1.2937 | 0.765    | 0.6802   | 0.2647 | 0.0716 |
| 0.2351        | 75.0  | 975  | 0.2407          | 0.765    | 0.3932     | 1.2935 | 0.765    | 0.6802   | 0.2728 | 0.0716 |
| 0.2351        | 76.0  | 988  | 0.2407          | 0.77     | 0.3933     | 1.2933 | 0.7700   | 0.6874   | 0.2773 | 0.0709 |
| 0.0004        | 77.0  | 1001 | 0.2407          | 0.77     | 0.3932     | 1.2941 | 0.7700   | 0.6874   | 0.2892 | 0.0709 |
| 0.0004        | 78.0  | 1014 | 0.2408          | 0.77     | 0.3933     | 1.2936 | 0.7700   | 0.6874   | 0.2820 | 0.0709 |
| 0.0004        | 79.0  | 1027 | 0.2410          | 0.77     | 0.3934     | 1.2931 | 0.7700   | 0.6874   | 0.2892 | 0.0710 |
| 0.0004        | 80.0  | 1040 | 0.2409          | 0.77     | 0.3933     | 1.2929 | 0.7700   | 0.6874   | 0.2855 | 0.0711 |
| 0.0004        | 81.0  | 1053 | 0.2409          | 0.77     | 0.3933     | 1.2937 | 0.7700   | 0.6874   | 0.2820 | 0.0709 |
| 0.0004        | 82.0  | 1066 | 0.2409          | 0.77     | 0.3934     | 1.2947 | 0.7700   | 0.6874   | 0.2819 | 0.0709 |
| 0.0004        | 83.0  | 1079 | 0.2408          | 0.77     | 0.3934     | 1.2933 | 0.7700   | 0.6874   | 0.2893 | 0.0709 |
| 0.0004        | 84.0  | 1092 | 0.2409          | 0.765    | 0.3934     | 1.2934 | 0.765    | 0.6802   | 0.2843 | 0.0716 |
| 0.0004        | 85.0  | 1105 | 0.2408          | 0.77     | 0.3933     | 1.2933 | 0.7700   | 0.6874   | 0.2893 | 0.0710 |
| 0.0004        | 86.0  | 1118 | 0.2409          | 0.77     | 0.3933     | 1.2940 | 0.7700   | 0.6874   | 0.2819 | 0.0710 |
| 0.0004        | 87.0  | 1131 | 0.2409          | 0.77     | 0.3934     | 1.2944 | 0.7700   | 0.6874   | 0.2820 | 0.0709 |
| 0.0004        | 88.0  | 1144 | 0.2409          | 0.77     | 0.3934     | 1.2936 | 0.7700   | 0.6874   | 0.2893 | 0.0709 |
| 0.0004        | 89.0  | 1157 | 0.2409          | 0.765    | 0.3933     | 1.2936 | 0.765    | 0.6802   | 0.2844 | 0.0717 |
| 0.0004        | 90.0  | 1170 | 0.2409          | 0.77     | 0.3934     | 1.2939 | 0.7700   | 0.6874   | 0.2893 | 0.0709 |
| 0.0004        | 91.0  | 1183 | 0.2409          | 0.765    | 0.3934     | 1.2943 | 0.765    | 0.6802   | 0.2843 | 0.0716 |
| 0.0004        | 92.0  | 1196 | 0.2409          | 0.77     | 0.3934     | 1.2942 | 0.7700   | 0.6874   | 0.2893 | 0.0709 |
| 0.0004        | 93.0  | 1209 | 0.2410          | 0.765    | 0.3934     | 1.2939 | 0.765    | 0.6802   | 0.2843 | 0.0716 |
| 0.0004        | 94.0  | 1222 | 0.2409          | 0.765    | 0.3934     | 1.2937 | 0.765    | 0.6802   | 0.2843 | 0.0716 |
| 0.0004        | 95.0  | 1235 | 0.2409          | 0.765    | 0.3934     | 1.2938 | 0.765    | 0.6802   | 0.2844 | 0.0716 |
| 0.0004        | 96.0  | 1248 | 0.2409          | 0.765    | 0.3934     | 1.2939 | 0.765    | 0.6802   | 0.2770 | 0.0716 |
| 0.0004        | 97.0  | 1261 | 0.2409          | 0.765    | 0.3934     | 1.2941 | 0.765    | 0.6802   | 0.2843 | 0.0715 |
| 0.0004        | 98.0  | 1274 | 0.2409          | 0.765    | 0.3934     | 1.2940 | 0.765    | 0.6802   | 0.2844 | 0.0715 |
| 0.0004        | 99.0  | 1287 | 0.2409          | 0.765    | 0.3934     | 1.2941 | 0.765    | 0.6802   | 0.2843 | 0.0716 |
| 0.0004        | 100.0 | 1300 | 0.2409          | 0.765    | 0.3934     | 1.2941 | 0.765    | 0.6802   | 0.2843 | 0.0716 |


### Framework versions

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

adve email form letter memo news note report resume scientific