
<!-- 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. -->

# 114-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: 0.1493
- Accuracy: 0.71
- Brier Loss: 0.5252
- Nll: 1.5452
- F1 Micro: 0.7100
- F1 Macro: 0.6059
- Ece: 0.3891
- Aurc: 0.0888

## 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   | 0.9704          | 0.23     | 0.8929     | 7.3757 | 0.23     | 0.1649   | 0.2840 | 0.7790 |
| No log        | 2.0   | 26   | 0.4936          | 0.34     | 0.8279     | 4.5780 | 0.34     | 0.2115   | 0.3215 | 0.5666 |
| No log        | 3.0   | 39   | 0.3759          | 0.455    | 0.7568     | 3.7623 | 0.455    | 0.3073   | 0.3262 | 0.3769 |
| No log        | 4.0   | 52   | 0.3165          | 0.545    | 0.7159     | 2.7078 | 0.545    | 0.4004   | 0.3944 | 0.2710 |
| No log        | 5.0   | 65   | 0.2807          | 0.6      | 0.6537     | 2.7061 | 0.6      | 0.4506   | 0.3539 | 0.2091 |
| No log        | 6.0   | 78   | 0.2714          | 0.575    | 0.6476     | 2.6202 | 0.575    | 0.4324   | 0.3576 | 0.2081 |
| No log        | 7.0   | 91   | 0.2473          | 0.64     | 0.6163     | 2.4990 | 0.64     | 0.5080   | 0.3882 | 0.1616 |
| No log        | 8.0   | 104  | 0.2752          | 0.625    | 0.5837     | 2.5795 | 0.625    | 0.5022   | 0.3291 | 0.1892 |
| No log        | 9.0   | 117  | 0.3128          | 0.59     | 0.6027     | 2.7893 | 0.59     | 0.4859   | 0.2944 | 0.2296 |
| No log        | 10.0  | 130  | 0.2292          | 0.66     | 0.5612     | 2.3152 | 0.66     | 0.5253   | 0.3822 | 0.1155 |
| No log        | 11.0  | 143  | 0.2676          | 0.665    | 0.5632     | 2.6937 | 0.665    | 0.5479   | 0.3608 | 0.1422 |
| No log        | 12.0  | 156  | 0.2512          | 0.65     | 0.5543     | 2.2519 | 0.65     | 0.5533   | 0.3324 | 0.1300 |
| No log        | 13.0  | 169  | 0.2053          | 0.67     | 0.5555     | 1.9904 | 0.67     | 0.5739   | 0.3659 | 0.1162 |
| No log        | 14.0  | 182  | 0.2281          | 0.68     | 0.5613     | 2.2343 | 0.68     | 0.5508   | 0.3683 | 0.1193 |
| No log        | 15.0  | 195  | 0.2029          | 0.705    | 0.5511     | 1.6184 | 0.705    | 0.5984   | 0.4175 | 0.0937 |
| No log        | 16.0  | 208  | 0.2090          | 0.71     | 0.5459     | 1.9750 | 0.7100   | 0.6052   | 0.3911 | 0.0983 |
| No log        | 17.0  | 221  | 0.1828          | 0.705    | 0.5385     | 1.8272 | 0.705    | 0.5973   | 0.3700 | 0.0969 |
| No log        | 18.0  | 234  | 0.1739          | 0.73     | 0.5358     | 1.6202 | 0.7300   | 0.6180   | 0.4115 | 0.0962 |
| No log        | 19.0  | 247  | 0.1847          | 0.685    | 0.5300     | 2.1083 | 0.685    | 0.5717   | 0.3582 | 0.1047 |
| No log        | 20.0  | 260  | 0.1839          | 0.69     | 0.5390     | 1.8560 | 0.69     | 0.5932   | 0.3708 | 0.1090 |
| No log        | 21.0  | 273  | 0.1756          | 0.72     | 0.5417     | 1.7203 | 0.72     | 0.6132   | 0.4000 | 0.0855 |
| No log        | 22.0  | 286  | 0.1727          | 0.69     | 0.5212     | 1.9503 | 0.69     | 0.5853   | 0.3574 | 0.1041 |
| No log        | 23.0  | 299  | 0.1684          | 0.72     | 0.5333     | 1.5951 | 0.72     | 0.6229   | 0.3922 | 0.0943 |
| No log        | 24.0  | 312  | 0.1652          | 0.735    | 0.5263     | 1.6768 | 0.735    | 0.6519   | 0.4001 | 0.0920 |
| No log        | 25.0  | 325  | 0.1637          | 0.735    | 0.5363     | 1.6879 | 0.735    | 0.6514   | 0.4079 | 0.0819 |
| No log        | 26.0  | 338  | 0.1609          | 0.675    | 0.5299     | 1.5660 | 0.675    | 0.5602   | 0.3593 | 0.0989 |
| No log        | 27.0  | 351  | 0.1581          | 0.725    | 0.5210     | 1.5886 | 0.7250   | 0.6206   | 0.3739 | 0.0847 |
| No log        | 28.0  | 364  | 0.1591          | 0.71     | 0.5286     | 1.7728 | 0.7100   | 0.6076   | 0.3868 | 0.0921 |
| No log        | 29.0  | 377  | 0.1544          | 0.715    | 0.5251     | 1.6215 | 0.715    | 0.6201   | 0.3813 | 0.0948 |
| No log        | 30.0  | 390  | 0.1618          | 0.705    | 0.5340     | 1.5824 | 0.705    | 0.6064   | 0.3853 | 0.1000 |
| No log        | 31.0  | 403  | 0.1580          | 0.705    | 0.5202     | 1.7228 | 0.705    | 0.5949   | 0.3710 | 0.0963 |
| No log        | 32.0  | 416  | 0.1531          | 0.72     | 0.5257     | 1.6330 | 0.72     | 0.6137   | 0.3857 | 0.0904 |
| No log        | 33.0  | 429  | 0.1521          | 0.72     | 0.5248     | 1.6212 | 0.72     | 0.6349   | 0.3928 | 0.0898 |
| No log        | 34.0  | 442  | 0.1526          | 0.71     | 0.5261     | 1.4652 | 0.7100   | 0.6141   | 0.3829 | 0.0905 |
| No log        | 35.0  | 455  | 0.1529          | 0.7      | 0.5256     | 1.5784 | 0.7      | 0.5926   | 0.3885 | 0.0887 |
| No log        | 36.0  | 468  | 0.1526          | 0.735    | 0.5268     | 1.5163 | 0.735    | 0.6514   | 0.3991 | 0.0878 |
| No log        | 37.0  | 481  | 0.1497          | 0.695    | 0.5222     | 1.6068 | 0.695    | 0.5785   | 0.3918 | 0.0919 |
| No log        | 38.0  | 494  | 0.1488          | 0.72     | 0.5248     | 1.5401 | 0.72     | 0.6115   | 0.3905 | 0.0891 |
| 0.1554        | 39.0  | 507  | 0.1504          | 0.715    | 0.5208     | 1.5917 | 0.715    | 0.6152   | 0.3730 | 0.0894 |
| 0.1554        | 40.0  | 520  | 0.1487          | 0.725    | 0.5260     | 1.5258 | 0.7250   | 0.6399   | 0.3998 | 0.0879 |
| 0.1554        | 41.0  | 533  | 0.1484          | 0.71     | 0.5250     | 1.6093 | 0.7100   | 0.6073   | 0.3908 | 0.0880 |
| 0.1554        | 42.0  | 546  | 0.1481          | 0.715    | 0.5245     | 1.5711 | 0.715    | 0.6096   | 0.3857 | 0.0860 |
| 0.1554        | 43.0  | 559  | 0.1493          | 0.705    | 0.5243     | 1.6261 | 0.705    | 0.6000   | 0.3727 | 0.0901 |
| 0.1554        | 44.0  | 572  | 0.1495          | 0.71     | 0.5242     | 1.5942 | 0.7100   | 0.6080   | 0.3808 | 0.0868 |
| 0.1554        | 45.0  | 585  | 0.1495          | 0.71     | 0.5242     | 1.5417 | 0.7100   | 0.6059   | 0.3813 | 0.0881 |
| 0.1554        | 46.0  | 598  | 0.1490          | 0.715    | 0.5239     | 1.5403 | 0.715    | 0.6134   | 0.3826 | 0.0893 |
| 0.1554        | 47.0  | 611  | 0.1486          | 0.715    | 0.5248     | 1.5387 | 0.715    | 0.6112   | 0.3754 | 0.0883 |
| 0.1554        | 48.0  | 624  | 0.1491          | 0.71     | 0.5252     | 1.5527 | 0.7100   | 0.6059   | 0.3761 | 0.0889 |
| 0.1554        | 49.0  | 637  | 0.1491          | 0.71     | 0.5249     | 1.5545 | 0.7100   | 0.6059   | 0.3880 | 0.0885 |
| 0.1554        | 50.0  | 650  | 0.1489          | 0.71     | 0.5247     | 1.5376 | 0.7100   | 0.6059   | 0.3900 | 0.0895 |
| 0.1554        | 51.0  | 663  | 0.1492          | 0.71     | 0.5257     | 1.5385 | 0.7100   | 0.6059   | 0.3857 | 0.0890 |
| 0.1554        | 52.0  | 676  | 0.1491          | 0.71     | 0.5251     | 1.5460 | 0.7100   | 0.6059   | 0.3816 | 0.0888 |
| 0.1554        | 53.0  | 689  | 0.1491          | 0.71     | 0.5248     | 1.5429 | 0.7100   | 0.6059   | 0.3806 | 0.0886 |
| 0.1554        | 54.0  | 702  | 0.1489          | 0.71     | 0.5247     | 1.5426 | 0.7100   | 0.6059   | 0.3949 | 0.0887 |
| 0.1554        | 55.0  | 715  | 0.1492          | 0.71     | 0.5258     | 1.5550 | 0.7100   | 0.6059   | 0.3921 | 0.0890 |
| 0.1554        | 56.0  | 728  | 0.1492          | 0.71     | 0.5248     | 1.5470 | 0.7100   | 0.6059   | 0.3859 | 0.0888 |
| 0.1554        | 57.0  | 741  | 0.1491          | 0.71     | 0.5251     | 1.5447 | 0.7100   | 0.6059   | 0.4035 | 0.0888 |
| 0.1554        | 58.0  | 754  | 0.1491          | 0.71     | 0.5248     | 1.5440 | 0.7100   | 0.6059   | 0.4033 | 0.0886 |
| 0.1554        | 59.0  | 767  | 0.1491          | 0.71     | 0.5246     | 1.5561 | 0.7100   | 0.6059   | 0.3920 | 0.0890 |
| 0.1554        | 60.0  | 780  | 0.1492          | 0.71     | 0.5251     | 1.5461 | 0.7100   | 0.6059   | 0.3847 | 0.0889 |
| 0.1554        | 61.0  | 793  | 0.1493          | 0.71     | 0.5251     | 1.5455 | 0.7100   | 0.6059   | 0.3931 | 0.0887 |
| 0.1554        | 62.0  | 806  | 0.1493          | 0.71     | 0.5252     | 1.5443 | 0.7100   | 0.6059   | 0.3912 | 0.0889 |
| 0.1554        | 63.0  | 819  | 0.1493          | 0.71     | 0.5253     | 1.5441 | 0.7100   | 0.6059   | 0.3944 | 0.0887 |
| 0.1554        | 64.0  | 832  | 0.1492          | 0.71     | 0.5249     | 1.5444 | 0.7100   | 0.6059   | 0.3891 | 0.0888 |
| 0.1554        | 65.0  | 845  | 0.1492          | 0.71     | 0.5255     | 1.5430 | 0.7100   | 0.6059   | 0.3995 | 0.0888 |
| 0.1554        | 66.0  | 858  | 0.1493          | 0.71     | 0.5250     | 1.5435 | 0.7100   | 0.6059   | 0.3991 | 0.0890 |
| 0.1554        | 67.0  | 871  | 0.1493          | 0.71     | 0.5252     | 1.5449 | 0.7100   | 0.6059   | 0.3991 | 0.0890 |
| 0.1554        | 68.0  | 884  | 0.1492          | 0.71     | 0.5251     | 1.5458 | 0.7100   | 0.6059   | 0.3968 | 0.0889 |
| 0.1554        | 69.0  | 897  | 0.1493          | 0.71     | 0.5250     | 1.5468 | 0.7100   | 0.6059   | 0.4036 | 0.0888 |
| 0.1554        | 70.0  | 910  | 0.1494          | 0.71     | 0.5253     | 1.5464 | 0.7100   | 0.6059   | 0.3889 | 0.0887 |
| 0.1554        | 71.0  | 923  | 0.1493          | 0.71     | 0.5251     | 1.5452 | 0.7100   | 0.6059   | 0.3888 | 0.0887 |
| 0.1554        | 72.0  | 936  | 0.1493          | 0.71     | 0.5250     | 1.5457 | 0.7100   | 0.6059   | 0.3928 | 0.0888 |
| 0.1554        | 73.0  | 949  | 0.1494          | 0.71     | 0.5253     | 1.5455 | 0.7100   | 0.6059   | 0.3946 | 0.0889 |
| 0.1554        | 74.0  | 962  | 0.1493          | 0.71     | 0.5251     | 1.5441 | 0.7100   | 0.6059   | 0.3928 | 0.0888 |
| 0.1554        | 75.0  | 975  | 0.1493          | 0.71     | 0.5252     | 1.5455 | 0.7100   | 0.6059   | 0.3929 | 0.0891 |
| 0.1554        | 76.0  | 988  | 0.1493          | 0.71     | 0.5252     | 1.5449 | 0.7100   | 0.6059   | 0.3940 | 0.0886 |
| 0.0002        | 77.0  | 1001 | 0.1493          | 0.71     | 0.5253     | 1.5455 | 0.7100   | 0.6059   | 0.3891 | 0.0887 |
| 0.0002        | 78.0  | 1014 | 0.1493          | 0.71     | 0.5251     | 1.5468 | 0.7100   | 0.6059   | 0.3889 | 0.0887 |
| 0.0002        | 79.0  | 1027 | 0.1494          | 0.71     | 0.5252     | 1.5462 | 0.7100   | 0.6059   | 0.3891 | 0.0888 |
| 0.0002        | 80.0  | 1040 | 0.1493          | 0.71     | 0.5252     | 1.5443 | 0.7100   | 0.6059   | 0.3994 | 0.0886 |
| 0.0002        | 81.0  | 1053 | 0.1493          | 0.71     | 0.5251     | 1.5451 | 0.7100   | 0.6059   | 0.3890 | 0.0887 |
| 0.0002        | 82.0  | 1066 | 0.1493          | 0.71     | 0.5251     | 1.5448 | 0.7100   | 0.6059   | 0.3938 | 0.0886 |
| 0.0002        | 83.0  | 1079 | 0.1493          | 0.71     | 0.5251     | 1.5453 | 0.7100   | 0.6059   | 0.3890 | 0.0886 |
| 0.0002        | 84.0  | 1092 | 0.1493          | 0.71     | 0.5252     | 1.5462 | 0.7100   | 0.6059   | 0.3890 | 0.0888 |
| 0.0002        | 85.0  | 1105 | 0.1493          | 0.71     | 0.5252     | 1.5454 | 0.7100   | 0.6059   | 0.3891 | 0.0887 |
| 0.0002        | 86.0  | 1118 | 0.1493          | 0.71     | 0.5252     | 1.5452 | 0.7100   | 0.6059   | 0.3890 | 0.0887 |
| 0.0002        | 87.0  | 1131 | 0.1494          | 0.71     | 0.5252     | 1.5452 | 0.7100   | 0.6059   | 0.3891 | 0.0888 |
| 0.0002        | 88.0  | 1144 | 0.1494          | 0.71     | 0.5252     | 1.5453 | 0.7100   | 0.6059   | 0.3891 | 0.0886 |
| 0.0002        | 89.0  | 1157 | 0.1493          | 0.71     | 0.5252     | 1.5451 | 0.7100   | 0.6059   | 0.3891 | 0.0887 |
| 0.0002        | 90.0  | 1170 | 0.1493          | 0.71     | 0.5252     | 1.5449 | 0.7100   | 0.6059   | 0.3891 | 0.0887 |
| 0.0002        | 91.0  | 1183 | 0.1493          | 0.71     | 0.5252     | 1.5454 | 0.7100   | 0.6059   | 0.3890 | 0.0887 |
| 0.0002        | 92.0  | 1196 | 0.1493          | 0.71     | 0.5252     | 1.5450 | 0.7100   | 0.6059   | 0.3891 | 0.0887 |
| 0.0002        | 93.0  | 1209 | 0.1493          | 0.71     | 0.5252     | 1.5454 | 0.7100   | 0.6059   | 0.3891 | 0.0888 |
| 0.0002        | 94.0  | 1222 | 0.1493          | 0.71     | 0.5252     | 1.5453 | 0.7100   | 0.6059   | 0.3890 | 0.0886 |
| 0.0002        | 95.0  | 1235 | 0.1493          | 0.71     | 0.5252     | 1.5454 | 0.7100   | 0.6059   | 0.3891 | 0.0887 |
| 0.0002        | 96.0  | 1248 | 0.1493          | 0.71     | 0.5252     | 1.5450 | 0.7100   | 0.6059   | 0.3890 | 0.0887 |
| 0.0002        | 97.0  | 1261 | 0.1493          | 0.71     | 0.5252     | 1.5455 | 0.7100   | 0.6059   | 0.3891 | 0.0888 |
| 0.0002        | 98.0  | 1274 | 0.1494          | 0.71     | 0.5252     | 1.5453 | 0.7100   | 0.6059   | 0.3891 | 0.0886 |
| 0.0002        | 99.0  | 1287 | 0.1493          | 0.71     | 0.5252     | 1.5452 | 0.7100   | 0.6059   | 0.3891 | 0.0887 |
| 0.0002        | 100.0 | 1300 | 0.1493          | 0.71     | 0.5252     | 1.5452 | 0.7100   | 0.6059   | 0.3891 | 0.0888 |


### 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