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# 60-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: 230.9055
- Accuracy: 0.855
- Brier Loss: 0.2199
- Nll: 1.0336
- F1 Micro: 0.855
- F1 Macro: 0.8458
- Ece: 0.1335
- Aurc: 0.0336

## 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   | 238.9631        | 0.285    | 0.8828     | 6.5847 | 0.285    | 0.1874   | 0.2964 | 0.5019 |
| No log        | 2.0   | 100  | 237.5668        | 0.385    | 0.7452     | 3.0464 | 0.3850   | 0.2403   | 0.2776 | 0.4072 |
| No log        | 3.0   | 150  | 236.0767        | 0.615    | 0.5834     | 2.4900 | 0.615    | 0.4713   | 0.2629 | 0.2189 |
| No log        | 4.0   | 200  | 235.7085        | 0.635    | 0.5104     | 2.9259 | 0.635    | 0.4933   | 0.2605 | 0.1700 |
| No log        | 5.0   | 250  | 234.8680        | 0.66     | 0.4494     | 2.2358 | 0.66     | 0.4974   | 0.2021 | 0.1292 |
| No log        | 6.0   | 300  | 235.0645        | 0.68     | 0.4615     | 2.3164 | 0.68     | 0.5568   | 0.2601 | 0.1346 |
| No log        | 7.0   | 350  | 234.3820        | 0.735    | 0.3741     | 1.8624 | 0.735    | 0.6245   | 0.2265 | 0.0894 |
| No log        | 8.0   | 400  | 233.9906        | 0.72     | 0.3954     | 1.7623 | 0.72     | 0.6479   | 0.1779 | 0.0980 |
| No log        | 9.0   | 450  | 234.0194        | 0.755    | 0.3410     | 1.6963 | 0.755    | 0.6965   | 0.1730 | 0.0718 |
| 234.3621      | 10.0  | 500  | 234.2365        | 0.705    | 0.3859     | 2.4174 | 0.705    | 0.6957   | 0.1759 | 0.0944 |
| 234.3621      | 11.0  | 550  | 233.5580        | 0.76     | 0.3331     | 1.5730 | 0.76     | 0.7135   | 0.1817 | 0.0709 |
| 234.3621      | 12.0  | 600  | 233.3485        | 0.815    | 0.2725     | 1.6179 | 0.815    | 0.7769   | 0.1835 | 0.0497 |
| 234.3621      | 13.0  | 650  | 233.6395        | 0.805    | 0.3038     | 1.7563 | 0.805    | 0.7813   | 0.1976 | 0.0698 |
| 234.3621      | 14.0  | 700  | 233.1443        | 0.805    | 0.2928     | 1.4722 | 0.805    | 0.7779   | 0.1513 | 0.0546 |
| 234.3621      | 15.0  | 750  | 233.1237        | 0.83     | 0.2569     | 1.7889 | 0.83     | 0.8231   | 0.1361 | 0.0460 |
| 234.3621      | 16.0  | 800  | 232.9007        | 0.825    | 0.2675     | 1.7492 | 0.825    | 0.8125   | 0.1742 | 0.0558 |
| 234.3621      | 17.0  | 850  | 233.0284        | 0.79     | 0.2861     | 1.4243 | 0.79     | 0.7698   | 0.1418 | 0.0520 |
| 234.3621      | 18.0  | 900  | 232.9831        | 0.79     | 0.3009     | 1.4085 | 0.79     | 0.7440   | 0.1962 | 0.0643 |
| 234.3621      | 19.0  | 950  | 232.9837        | 0.825    | 0.2618     | 1.4839 | 0.825    | 0.7949   | 0.1444 | 0.0457 |
| 231.5126      | 20.0  | 1000 | 232.9143        | 0.825    | 0.2599     | 1.5299 | 0.825    | 0.8086   | 0.1570 | 0.0463 |
| 231.5126      | 21.0  | 1050 | 232.5251        | 0.835    | 0.2495     | 1.2311 | 0.835    | 0.8279   | 0.1511 | 0.0472 |
| 231.5126      | 22.0  | 1100 | 232.6748        | 0.855    | 0.2165     | 1.2547 | 0.855    | 0.8448   | 0.1450 | 0.0299 |
| 231.5126      | 23.0  | 1150 | 232.6610        | 0.83     | 0.2450     | 1.2944 | 0.83     | 0.8113   | 0.1545 | 0.0403 |
| 231.5126      | 24.0  | 1200 | 232.7660        | 0.83     | 0.2480     | 1.4783 | 0.83     | 0.8101   | 0.1645 | 0.0397 |
| 231.5126      | 25.0  | 1250 | 232.5843        | 0.855    | 0.2336     | 1.1227 | 0.855    | 0.8303   | 0.1672 | 0.0397 |
| 231.5126      | 26.0  | 1300 | 232.3482        | 0.84     | 0.2321     | 1.1720 | 0.8400   | 0.8346   | 0.1527 | 0.0380 |
| 231.5126      | 27.0  | 1350 | 232.3758        | 0.84     | 0.2353     | 1.1684 | 0.8400   | 0.8327   | 0.1520 | 0.0372 |
| 231.5126      | 28.0  | 1400 | 232.3022        | 0.82     | 0.2460     | 1.0888 | 0.82     | 0.7920   | 0.1746 | 0.0392 |
| 231.5126      | 29.0  | 1450 | 232.1077        | 0.845    | 0.2355     | 1.3720 | 0.845    | 0.8306   | 0.1314 | 0.0372 |
| 230.5624      | 30.0  | 1500 | 232.3631        | 0.825    | 0.2443     | 1.3202 | 0.825    | 0.7971   | 0.1404 | 0.0373 |
| 230.5624      | 31.0  | 1550 | 232.1099        | 0.84     | 0.2509     | 1.2935 | 0.8400   | 0.8199   | 0.1552 | 0.0453 |
| 230.5624      | 32.0  | 1600 | 232.1548        | 0.855    | 0.2275     | 1.0948 | 0.855    | 0.8360   | 0.1428 | 0.0347 |
| 230.5624      | 33.0  | 1650 | 232.0168        | 0.84     | 0.2284     | 1.1303 | 0.8400   | 0.8260   | 0.1460 | 0.0374 |
| 230.5624      | 34.0  | 1700 | 232.1122        | 0.875    | 0.2154     | 1.3044 | 0.875    | 0.8612   | 0.1410 | 0.0307 |
| 230.5624      | 35.0  | 1750 | 232.0452        | 0.84     | 0.2382     | 1.1732 | 0.8400   | 0.8199   | 0.1218 | 0.0376 |
| 230.5624      | 36.0  | 1800 | 231.8549        | 0.835    | 0.2390     | 1.1322 | 0.835    | 0.8227   | 0.1478 | 0.0375 |
| 230.5624      | 37.0  | 1850 | 231.8938        | 0.845    | 0.2558     | 1.0115 | 0.845    | 0.8261   | 0.1730 | 0.0447 |
| 230.5624      | 38.0  | 1900 | 231.8979        | 0.85     | 0.2292     | 1.1142 | 0.85     | 0.8361   | 0.1359 | 0.0348 |
| 230.5624      | 39.0  | 1950 | 231.7455        | 0.84     | 0.2217     | 1.0746 | 0.8400   | 0.8185   | 0.1294 | 0.0309 |
| 229.9089      | 40.0  | 2000 | 231.8694        | 0.85     | 0.2200     | 1.0529 | 0.85     | 0.8334   | 0.1435 | 0.0343 |
| 229.9089      | 41.0  | 2050 | 231.8044        | 0.84     | 0.2317     | 0.9332 | 0.8400   | 0.8204   | 0.1432 | 0.0337 |
| 229.9089      | 42.0  | 2100 | 231.6414        | 0.855    | 0.2165     | 1.1356 | 0.855    | 0.8393   | 0.1357 | 0.0321 |
| 229.9089      | 43.0  | 2150 | 231.5806        | 0.835    | 0.2378     | 1.0314 | 0.835    | 0.8124   | 0.1443 | 0.0382 |
| 229.9089      | 44.0  | 2200 | 231.6199        | 0.855    | 0.2287     | 1.0907 | 0.855    | 0.8463   | 0.1196 | 0.0362 |
| 229.9089      | 45.0  | 2250 | 231.5991        | 0.85     | 0.2208     | 1.0967 | 0.85     | 0.8350   | 0.1321 | 0.0339 |
| 229.9089      | 46.0  | 2300 | 231.5103        | 0.85     | 0.2249     | 1.0330 | 0.85     | 0.8270   | 0.1239 | 0.0332 |
| 229.9089      | 47.0  | 2350 | 231.4252        | 0.87     | 0.2126     | 1.1054 | 0.87     | 0.8618   | 0.1230 | 0.0312 |
| 229.9089      | 48.0  | 2400 | 231.4696        | 0.86     | 0.2136     | 1.0952 | 0.8600   | 0.8503   | 0.1304 | 0.0302 |
| 229.9089      | 49.0  | 2450 | 231.5416        | 0.84     | 0.2329     | 1.0155 | 0.8400   | 0.8256   | 0.1381 | 0.0356 |
| 229.4364      | 50.0  | 2500 | 231.4932        | 0.84     | 0.2215     | 1.1382 | 0.8400   | 0.8177   | 0.1557 | 0.0319 |
| 229.4364      | 51.0  | 2550 | 231.4270        | 0.84     | 0.2312     | 1.0191 | 0.8400   | 0.8253   | 0.1376 | 0.0371 |
| 229.4364      | 52.0  | 2600 | 231.3520        | 0.85     | 0.2233     | 1.2815 | 0.85     | 0.8289   | 0.1444 | 0.0334 |
| 229.4364      | 53.0  | 2650 | 231.3922        | 0.86     | 0.2223     | 1.0950 | 0.8600   | 0.8423   | 0.1309 | 0.0334 |
| 229.4364      | 54.0  | 2700 | 231.3504        | 0.855    | 0.2171     | 1.0165 | 0.855    | 0.8422   | 0.1304 | 0.0313 |
| 229.4364      | 55.0  | 2750 | 231.2676        | 0.87     | 0.2129     | 1.0704 | 0.87     | 0.8598   | 0.1334 | 0.0320 |
| 229.4364      | 56.0  | 2800 | 231.2823        | 0.84     | 0.2390     | 1.0982 | 0.8400   | 0.8226   | 0.1187 | 0.0372 |
| 229.4364      | 57.0  | 2850 | 231.2740        | 0.85     | 0.2251     | 0.9521 | 0.85     | 0.8271   | 0.1388 | 0.0320 |
| 229.4364      | 58.0  | 2900 | 231.2784        | 0.85     | 0.2284     | 1.0194 | 0.85     | 0.8320   | 0.1306 | 0.0360 |
| 229.4364      | 59.0  | 2950 | 231.2078        | 0.84     | 0.2265     | 1.0036 | 0.8400   | 0.8253   | 0.1359 | 0.0366 |
| 229.043       | 60.0  | 3000 | 231.2086        | 0.85     | 0.2380     | 1.0247 | 0.85     | 0.8391   | 0.1395 | 0.0374 |
| 229.043       | 61.0  | 3050 | 231.2673        | 0.845    | 0.2410     | 1.0205 | 0.845    | 0.8272   | 0.1466 | 0.0389 |
| 229.043       | 62.0  | 3100 | 231.1900        | 0.855    | 0.2219     | 1.0835 | 0.855    | 0.8449   | 0.1351 | 0.0346 |
| 229.043       | 63.0  | 3150 | 231.0561        | 0.845    | 0.2417     | 0.9740 | 0.845    | 0.8332   | 0.1503 | 0.0405 |
| 229.043       | 64.0  | 3200 | 231.1282        | 0.845    | 0.2387     | 1.1105 | 0.845    | 0.8270   | 0.1198 | 0.0379 |
| 229.043       | 65.0  | 3250 | 231.0782        | 0.85     | 0.2334     | 0.9838 | 0.85     | 0.8403   | 0.1282 | 0.0356 |
| 229.043       | 66.0  | 3300 | 231.0704        | 0.84     | 0.2442     | 1.0380 | 0.8400   | 0.8275   | 0.1543 | 0.0410 |
| 229.043       | 67.0  | 3350 | 231.0450        | 0.85     | 0.2246     | 1.0023 | 0.85     | 0.8394   | 0.1212 | 0.0353 |
| 229.043       | 68.0  | 3400 | 231.1017        | 0.85     | 0.2257     | 1.0437 | 0.85     | 0.8334   | 0.1232 | 0.0350 |
| 229.043       | 69.0  | 3450 | 231.0068        | 0.85     | 0.2321     | 1.0075 | 0.85     | 0.8445   | 0.1271 | 0.0361 |
| 228.7748      | 70.0  | 3500 | 231.0666        | 0.85     | 0.2274     | 1.0133 | 0.85     | 0.8382   | 0.1334 | 0.0361 |
| 228.7748      | 71.0  | 3550 | 230.9450        | 0.85     | 0.2417     | 1.0738 | 0.85     | 0.8356   | 0.1294 | 0.0380 |
| 228.7748      | 72.0  | 3600 | 230.7952        | 0.85     | 0.2379     | 0.9779 | 0.85     | 0.8391   | 0.1309 | 0.0393 |
| 228.7748      | 73.0  | 3650 | 231.0920        | 0.86     | 0.2188     | 1.0154 | 0.8600   | 0.8538   | 0.1230 | 0.0335 |
| 228.7748      | 74.0  | 3700 | 230.9152        | 0.855    | 0.2408     | 1.1637 | 0.855    | 0.8486   | 0.1490 | 0.0400 |
| 228.7748      | 75.0  | 3750 | 230.9537        | 0.85     | 0.2195     | 1.0135 | 0.85     | 0.8301   | 0.1131 | 0.0321 |
| 228.7748      | 76.0  | 3800 | 230.9977        | 0.855    | 0.2208     | 1.0136 | 0.855    | 0.8484   | 0.1296 | 0.0334 |
| 228.7748      | 77.0  | 3850 | 230.9619        | 0.855    | 0.2348     | 1.0158 | 0.855    | 0.8526   | 0.1346 | 0.0371 |
| 228.7748      | 78.0  | 3900 | 230.9416        | 0.84     | 0.2315     | 1.0372 | 0.8400   | 0.8219   | 0.1290 | 0.0353 |
| 228.7748      | 79.0  | 3950 | 231.0093        | 0.85     | 0.2196     | 1.0981 | 0.85     | 0.8318   | 0.1380 | 0.0335 |
| 228.5779      | 80.0  | 4000 | 230.9455        | 0.845    | 0.2290     | 1.0193 | 0.845    | 0.8332   | 0.1459 | 0.0350 |
| 228.5779      | 81.0  | 4050 | 230.8672        | 0.845    | 0.2184     | 1.0164 | 0.845    | 0.8309   | 0.1560 | 0.0322 |
| 228.5779      | 82.0  | 4100 | 230.9410        | 0.855    | 0.2282     | 1.0116 | 0.855    | 0.8486   | 0.1309 | 0.0349 |
| 228.5779      | 83.0  | 4150 | 230.9393        | 0.855    | 0.2258     | 1.0168 | 0.855    | 0.8498   | 0.1227 | 0.0355 |
| 228.5779      | 84.0  | 4200 | 230.8770        | 0.845    | 0.2204     | 1.0105 | 0.845    | 0.8303   | 0.1259 | 0.0315 |
| 228.5779      | 85.0  | 4250 | 230.9236        | 0.845    | 0.2271     | 1.0079 | 0.845    | 0.8332   | 0.1274 | 0.0353 |
| 228.5779      | 86.0  | 4300 | 230.9332        | 0.845    | 0.2237     | 1.0410 | 0.845    | 0.8288   | 0.1480 | 0.0340 |
| 228.5779      | 87.0  | 4350 | 230.8607        | 0.845    | 0.2273     | 1.0343 | 0.845    | 0.8313   | 0.1070 | 0.0338 |
| 228.5779      | 88.0  | 4400 | 230.7832        | 0.85     | 0.2434     | 1.1399 | 0.85     | 0.8432   | 0.1483 | 0.0407 |
| 228.5779      | 89.0  | 4450 | 230.8136        | 0.85     | 0.2263     | 1.0002 | 0.85     | 0.8367   | 0.1283 | 0.0343 |
| 228.4285      | 90.0  | 4500 | 230.9154        | 0.86     | 0.2243     | 1.0189 | 0.8600   | 0.8552   | 0.1319 | 0.0332 |
| 228.4285      | 91.0  | 4550 | 230.8125        | 0.86     | 0.2320     | 0.9955 | 0.8600   | 0.8552   | 0.1437 | 0.0361 |
| 228.4285      | 92.0  | 4600 | 230.8634        | 0.855    | 0.2238     | 1.0341 | 0.855    | 0.8477   | 0.1252 | 0.0329 |
| 228.4285      | 93.0  | 4650 | 230.8527        | 0.84     | 0.2326     | 0.9819 | 0.8400   | 0.8242   | 0.1248 | 0.0362 |
| 228.4285      | 94.0  | 4700 | 230.8176        | 0.845    | 0.2347     | 1.0080 | 0.845    | 0.8332   | 0.1356 | 0.0369 |
| 228.4285      | 95.0  | 4750 | 230.7853        | 0.85     | 0.2286     | 1.0163 | 0.85     | 0.8445   | 0.1176 | 0.0356 |
| 228.4285      | 96.0  | 4800 | 230.9345        | 0.855    | 0.2218     | 1.0151 | 0.855    | 0.8458   | 0.1252 | 0.0328 |
| 228.4285      | 97.0  | 4850 | 230.8020        | 0.855    | 0.2300     | 1.0166 | 0.855    | 0.8462   | 0.1424 | 0.0349 |
| 228.4285      | 98.0  | 4900 | 230.8873        | 0.855    | 0.2240     | 1.0244 | 0.855    | 0.8477   | 0.1309 | 0.0343 |
| 228.4285      | 99.0  | 4950 | 230.8796        | 0.855    | 0.2276     | 1.0084 | 0.855    | 0.8498   | 0.1254 | 0.0344 |
| 228.3542      | 100.0 | 5000 | 230.9055        | 0.855    | 0.2199     | 1.0336 | 0.855    | 0.8458   | 0.1335 | 0.0336 |


### Framework versions

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

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