
<!-- 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. -->

# 225-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: 1232.9076
- Accuracy: 0.845
- Brier Loss: 0.2612
- Nll: 1.7130
- F1 Micro: 0.845
- F1 Macro: 0.8331
- Ece: 0.1516
- Aurc: 0.0543

## 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   | 1271.0875       | 0.2      | 0.8576     | 4.7335 | 0.2000   | 0.0749   | 0.2387 | 0.5656 |
| No log        | 2.0   | 100  | 1266.3860       | 0.48     | 0.6981     | 2.5151 | 0.48     | 0.3418   | 0.2977 | 0.2958 |
| No log        | 3.0   | 150  | 1260.7906       | 0.65     | 0.5606     | 2.2427 | 0.65     | 0.5932   | 0.3175 | 0.1738 |
| No log        | 4.0   | 200  | 1257.9875       | 0.635    | 0.5237     | 2.6934 | 0.635    | 0.5258   | 0.2661 | 0.1758 |
| No log        | 5.0   | 250  | 1253.2234       | 0.68     | 0.4767     | 1.7822 | 0.68     | 0.5759   | 0.2604 | 0.1457 |
| No log        | 6.0   | 300  | 1255.6379       | 0.65     | 0.4880     | 2.1128 | 0.65     | 0.5824   | 0.2301 | 0.1431 |
| No log        | 7.0   | 350  | 1255.5657       | 0.68     | 0.4868     | 2.1551 | 0.68     | 0.6119   | 0.2091 | 0.1567 |
| No log        | 8.0   | 400  | 1249.9714       | 0.7      | 0.4528     | 2.3724 | 0.7      | 0.6674   | 0.2404 | 0.1247 |
| No log        | 9.0   | 450  | 1252.9314       | 0.75     | 0.4210     | 2.0979 | 0.75     | 0.7443   | 0.2484 | 0.1069 |
| 1335.0542     | 10.0  | 500  | 1259.8634       | 0.685    | 0.4673     | 3.3686 | 0.685    | 0.6315   | 0.2186 | 0.1396 |
| 1335.0542     | 11.0  | 550  | 1260.2100       | 0.655    | 0.4945     | 3.6990 | 0.655    | 0.5917   | 0.2486 | 0.1514 |
| 1335.0542     | 12.0  | 600  | 1242.3972       | 0.73     | 0.3849     | 2.4725 | 0.7300   | 0.7323   | 0.2188 | 0.0916 |
| 1335.0542     | 13.0  | 650  | 1242.8196       | 0.785    | 0.3174     | 2.0359 | 0.785    | 0.7707   | 0.1768 | 0.0635 |
| 1335.0542     | 14.0  | 700  | 1242.0604       | 0.76     | 0.3600     | 2.5990 | 0.76     | 0.7563   | 0.2073 | 0.0806 |
| 1335.0542     | 15.0  | 750  | 1249.1082       | 0.81     | 0.3139     | 2.3924 | 0.81     | 0.7738   | 0.2004 | 0.0686 |
| 1335.0542     | 16.0  | 800  | 1235.6434       | 0.815    | 0.2970     | 2.1356 | 0.815    | 0.7957   | 0.1658 | 0.0874 |
| 1335.0542     | 17.0  | 850  | 1246.7532       | 0.805    | 0.3122     | 2.3216 | 0.805    | 0.7720   | 0.1863 | 0.0648 |
| 1335.0542     | 18.0  | 900  | 1245.1010       | 0.8      | 0.3012     | 1.8121 | 0.8000   | 0.7747   | 0.1744 | 0.0587 |
| 1335.0542     | 19.0  | 950  | 1248.3215       | 0.79     | 0.3271     | 1.9954 | 0.79     | 0.7668   | 0.2001 | 0.0653 |
| 1322.7586     | 20.0  | 1000 | 1246.8469       | 0.785    | 0.3455     | 2.4830 | 0.785    | 0.7633   | 0.1968 | 0.0788 |
| 1322.7586     | 21.0  | 1050 | 1248.2886       | 0.8      | 0.3211     | 2.2441 | 0.8000   | 0.7899   | 0.1820 | 0.0692 |
| 1322.7586     | 22.0  | 1100 | 1243.5780       | 0.805    | 0.3075     | 2.3942 | 0.805    | 0.7995   | 0.1963 | 0.0614 |
| 1322.7586     | 23.0  | 1150 | 1244.5054       | 0.82     | 0.2993     | 2.0642 | 0.82     | 0.7988   | 0.1923 | 0.0560 |
| 1322.7586     | 24.0  | 1200 | 1243.2177       | 0.82     | 0.2948     | 1.9610 | 0.82     | 0.8156   | 0.1860 | 0.0573 |
| 1322.7586     | 25.0  | 1250 | 1244.5066       | 0.8      | 0.3089     | 2.0136 | 0.8000   | 0.7677   | 0.1817 | 0.0511 |
| 1322.7586     | 26.0  | 1300 | 1241.2290       | 0.835    | 0.2683     | 1.6252 | 0.835    | 0.8179   | 0.1716 | 0.0473 |
| 1322.7586     | 27.0  | 1350 | 1242.3634       | 0.815    | 0.2971     | 2.1384 | 0.815    | 0.8043   | 0.1805 | 0.0586 |
| 1322.7586     | 28.0  | 1400 | 1248.5602       | 0.805    | 0.3035     | 2.3228 | 0.805    | 0.7644   | 0.1682 | 0.0628 |
| 1322.7586     | 29.0  | 1450 | 1241.1305       | 0.825    | 0.2758     | 2.0506 | 0.825    | 0.8003   | 0.1599 | 0.0513 |
| 1318.3501     | 30.0  | 1500 | 1234.8096       | 0.84     | 0.2547     | 1.8920 | 0.8400   | 0.8217   | 0.1542 | 0.0556 |
| 1318.3501     | 31.0  | 1550 | 1235.2516       | 0.84     | 0.2426     | 1.8788 | 0.8400   | 0.8250   | 0.1429 | 0.0380 |
| 1318.3501     | 32.0  | 1600 | 1237.9358       | 0.835    | 0.2643     | 1.7957 | 0.835    | 0.8171   | 0.1596 | 0.0431 |
| 1318.3501     | 33.0  | 1650 | 1231.1899       | 0.86     | 0.2449     | 1.8820 | 0.8600   | 0.8424   | 0.1565 | 0.0519 |
| 1318.3501     | 34.0  | 1700 | 1241.4664       | 0.84     | 0.2614     | 1.7047 | 0.8400   | 0.8240   | 0.1771 | 0.0491 |
| 1318.3501     | 35.0  | 1750 | 1241.1458       | 0.85     | 0.2485     | 1.8466 | 0.85     | 0.8372   | 0.1585 | 0.0403 |
| 1318.3501     | 36.0  | 1800 | 1238.1477       | 0.845    | 0.2570     | 1.8164 | 0.845    | 0.8236   | 0.1604 | 0.0739 |
| 1318.3501     | 37.0  | 1850 | 1238.3875       | 0.85     | 0.2646     | 1.9949 | 0.85     | 0.8333   | 0.1638 | 0.0641 |
| 1318.3501     | 38.0  | 1900 | 1238.3080       | 0.86     | 0.2393     | 1.7820 | 0.8600   | 0.8458   | 0.1528 | 0.0474 |
| 1318.3501     | 39.0  | 1950 | 1235.3929       | 0.86     | 0.2459     | 1.8287 | 0.8600   | 0.8544   | 0.1636 | 0.0556 |
| 1315.684      | 40.0  | 2000 | 1239.4463       | 0.86     | 0.2420     | 1.6866 | 0.8600   | 0.8423   | 0.1507 | 0.0378 |
| 1315.684      | 41.0  | 2050 | 1237.7450       | 0.85     | 0.2523     | 1.9391 | 0.85     | 0.8387   | 0.1452 | 0.0536 |
| 1315.684      | 42.0  | 2100 | 1237.9618       | 0.86     | 0.2476     | 1.8292 | 0.8600   | 0.8481   | 0.1636 | 0.0509 |
| 1315.684      | 43.0  | 2150 | 1235.4918       | 0.845    | 0.2661     | 1.9061 | 0.845    | 0.8333   | 0.1551 | 0.0663 |
| 1315.684      | 44.0  | 2200 | 1239.4510       | 0.865    | 0.2423     | 1.6291 | 0.865    | 0.8515   | 0.1553 | 0.0565 |
| 1315.684      | 45.0  | 2250 | 1237.6595       | 0.85     | 0.2470     | 1.8245 | 0.85     | 0.8346   | 0.1514 | 0.0554 |
| 1315.684      | 46.0  | 2300 | 1238.8110       | 0.835    | 0.2543     | 1.8533 | 0.835    | 0.8232   | 0.1356 | 0.0412 |
| 1315.684      | 47.0  | 2350 | 1240.4524       | 0.855    | 0.2487     | 1.7030 | 0.855    | 0.8489   | 0.1489 | 0.0402 |
| 1315.684      | 48.0  | 2400 | 1239.2617       | 0.87     | 0.2387     | 1.6849 | 0.87     | 0.8573   | 0.1506 | 0.0404 |
| 1315.684      | 49.0  | 2450 | 1240.5238       | 0.85     | 0.2544     | 1.8495 | 0.85     | 0.8365   | 0.1514 | 0.0593 |
| 1313.9472     | 50.0  | 2500 | 1224.2273       | 0.87     | 0.2408     | 1.8714 | 0.87     | 0.8505   | 0.1504 | 0.0757 |
| 1313.9472     | 51.0  | 2550 | 1239.5197       | 0.85     | 0.2599     | 1.7630 | 0.85     | 0.8371   | 0.1659 | 0.0587 |
| 1313.9472     | 52.0  | 2600 | 1237.7816       | 0.865    | 0.2353     | 1.7327 | 0.865    | 0.8518   | 0.1456 | 0.0461 |
| 1313.9472     | 53.0  | 2650 | 1236.0118       | 0.865    | 0.2414     | 1.7887 | 0.865    | 0.8539   | 0.1607 | 0.0614 |
| 1313.9472     | 54.0  | 2700 | 1236.8806       | 0.875    | 0.2323     | 1.5017 | 0.875    | 0.8657   | 0.1481 | 0.0481 |
| 1313.9472     | 55.0  | 2750 | 1232.2323       | 0.865    | 0.2215     | 1.6013 | 0.865    | 0.8524   | 0.1395 | 0.0541 |
| 1313.9472     | 56.0  | 2800 | 1239.0905       | 0.845    | 0.2495     | 1.6543 | 0.845    | 0.8321   | 0.1602 | 0.0401 |
| 1313.9472     | 57.0  | 2850 | 1232.8143       | 0.86     | 0.2561     | 1.8669 | 0.8600   | 0.8475   | 0.1551 | 0.0573 |
| 1313.9472     | 58.0  | 2900 | 1239.1449       | 0.86     | 0.2430     | 1.7579 | 0.8600   | 0.8469   | 0.1491 | 0.0413 |
| 1313.9472     | 59.0  | 2950 | 1233.6656       | 0.86     | 0.2540     | 1.8388 | 0.8600   | 0.8394   | 0.1534 | 0.0723 |
| 1312.3446     | 60.0  | 3000 | 1237.9213       | 0.86     | 0.2467     | 1.7297 | 0.8600   | 0.8495   | 0.1516 | 0.0413 |
| 1312.3446     | 61.0  | 3050 | 1234.9781       | 0.855    | 0.2436     | 1.7597 | 0.855    | 0.8445   | 0.1441 | 0.0650 |
| 1312.3446     | 62.0  | 3100 | 1233.9817       | 0.86     | 0.2396     | 1.7017 | 0.8600   | 0.8446   | 0.1526 | 0.0517 |
| 1312.3446     | 63.0  | 3150 | 1231.5956       | 0.88     | 0.2261     | 1.8523 | 0.88     | 0.8694   | 0.1428 | 0.0502 |
| 1312.3446     | 64.0  | 3200 | 1231.5542       | 0.85     | 0.2574     | 1.7764 | 0.85     | 0.8335   | 0.1640 | 0.0445 |
| 1312.3446     | 65.0  | 3250 | 1235.3212       | 0.86     | 0.2387     | 1.7426 | 0.8600   | 0.8458   | 0.1437 | 0.0569 |
| 1312.3446     | 66.0  | 3300 | 1234.1420       | 0.86     | 0.2446     | 1.5064 | 0.8600   | 0.8532   | 0.1491 | 0.0504 |
| 1312.3446     | 67.0  | 3350 | 1234.3502       | 0.855    | 0.2418     | 1.7734 | 0.855    | 0.8426   | 0.1439 | 0.0560 |
| 1312.3446     | 68.0  | 3400 | 1235.5698       | 0.865    | 0.2367     | 1.6948 | 0.865    | 0.8563   | 0.1520 | 0.0462 |
| 1312.3446     | 69.0  | 3450 | 1234.6050       | 0.86     | 0.2403     | 1.7511 | 0.8600   | 0.8458   | 0.1405 | 0.0498 |
| 1311.1923     | 70.0  | 3500 | 1235.3489       | 0.835    | 0.2654     | 1.7495 | 0.835    | 0.8199   | 0.1503 | 0.0512 |
| 1311.1923     | 71.0  | 3550 | 1233.4445       | 0.855    | 0.2671     | 1.7786 | 0.855    | 0.8465   | 0.1558 | 0.0589 |
| 1311.1923     | 72.0  | 3600 | 1234.6138       | 0.86     | 0.2543     | 1.6259 | 0.8600   | 0.8487   | 0.1559 | 0.0612 |
| 1311.1923     | 73.0  | 3650 | 1234.8722       | 0.86     | 0.2407     | 1.5390 | 0.8600   | 0.8487   | 0.1471 | 0.0566 |
| 1311.1923     | 74.0  | 3700 | 1233.2711       | 0.87     | 0.2436     | 1.7559 | 0.87     | 0.8575   | 0.1554 | 0.0497 |
| 1311.1923     | 75.0  | 3750 | 1235.2708       | 0.865    | 0.2386     | 1.6956 | 0.865    | 0.8528   | 0.1520 | 0.0554 |
| 1311.1923     | 76.0  | 3800 | 1233.7223       | 0.865    | 0.2385     | 1.5563 | 0.865    | 0.8511   | 0.1429 | 0.0565 |
| 1311.1923     | 77.0  | 3850 | 1234.5378       | 0.865    | 0.2441     | 1.5156 | 0.865    | 0.8528   | 0.1633 | 0.0547 |
| 1311.1923     | 78.0  | 3900 | 1238.3745       | 0.85     | 0.2469     | 1.4876 | 0.85     | 0.8335   | 0.1400 | 0.0465 |
| 1311.1923     | 79.0  | 3950 | 1237.1874       | 0.86     | 0.2460     | 1.6190 | 0.8600   | 0.8451   | 0.1579 | 0.0537 |
| 1310.5116     | 80.0  | 4000 | 1235.0160       | 0.865    | 0.2379     | 1.4887 | 0.865    | 0.8618   | 0.1567 | 0.0547 |
| 1310.5116     | 81.0  | 4050 | 1233.9181       | 0.85     | 0.2590     | 1.7047 | 0.85     | 0.8362   | 0.1631 | 0.0590 |
| 1310.5116     | 82.0  | 4100 | 1237.2312       | 0.865    | 0.2485     | 1.6650 | 0.865    | 0.8549   | 0.1674 | 0.0462 |
| 1310.5116     | 83.0  | 4150 | 1234.4546       | 0.86     | 0.2472     | 1.5453 | 0.8600   | 0.8497   | 0.1449 | 0.0578 |
| 1310.5116     | 84.0  | 4200 | 1230.0541       | 0.85     | 0.2579     | 1.7589 | 0.85     | 0.8371   | 0.1493 | 0.0615 |
| 1310.5116     | 85.0  | 4250 | 1234.1154       | 0.855    | 0.2523     | 1.6053 | 0.855    | 0.8423   | 0.1560 | 0.0541 |
| 1310.5116     | 86.0  | 4300 | 1235.0112       | 0.86     | 0.2541     | 1.6794 | 0.8600   | 0.8497   | 0.1582 | 0.0525 |
| 1310.5116     | 87.0  | 4350 | 1234.1501       | 0.845    | 0.2566     | 1.7223 | 0.845    | 0.8317   | 0.1568 | 0.0496 |
| 1310.5116     | 88.0  | 4400 | 1233.6084       | 0.85     | 0.2575     | 1.6697 | 0.85     | 0.8401   | 0.1606 | 0.0509 |
| 1310.5116     | 89.0  | 4450 | 1230.3450       | 0.855    | 0.2541     | 1.6316 | 0.855    | 0.8402   | 0.1397 | 0.0567 |
| 1309.7242     | 90.0  | 4500 | 1233.0825       | 0.85     | 0.2584     | 1.7262 | 0.85     | 0.8371   | 0.1430 | 0.0509 |
| 1309.7242     | 91.0  | 4550 | 1235.7081       | 0.855    | 0.2551     | 1.5906 | 0.855    | 0.8402   | 0.1449 | 0.0504 |
| 1309.7242     | 92.0  | 4600 | 1234.7166       | 0.855    | 0.2545     | 1.6704 | 0.855    | 0.8501   | 0.1431 | 0.0519 |
| 1309.7242     | 93.0  | 4650 | 1235.1996       | 0.85     | 0.2597     | 1.7262 | 0.85     | 0.8371   | 0.1595 | 0.0525 |
| 1309.7242     | 94.0  | 4700 | 1233.9705       | 0.845    | 0.2555     | 1.7033 | 0.845    | 0.8331   | 0.1533 | 0.0521 |
| 1309.7242     | 95.0  | 4750 | 1229.2874       | 0.845    | 0.2605     | 1.7454 | 0.845    | 0.8331   | 0.1535 | 0.0530 |
| 1309.7242     | 96.0  | 4800 | 1233.8939       | 0.845    | 0.2614     | 1.7398 | 0.845    | 0.8331   | 0.1540 | 0.0527 |
| 1309.7242     | 97.0  | 4850 | 1234.3517       | 0.85     | 0.2641     | 1.7150 | 0.85     | 0.8371   | 0.1504 | 0.0543 |
| 1309.7242     | 98.0  | 4900 | 1236.2716       | 0.845    | 0.2594     | 1.6780 | 0.845    | 0.8331   | 0.1440 | 0.0502 |
| 1309.7242     | 99.0  | 4950 | 1231.1798       | 0.85     | 0.2633     | 1.7550 | 0.85     | 0.8371   | 0.1446 | 0.0565 |
| 1309.5659     | 100.0 | 5000 | 1232.9076       | 0.845    | 0.2612     | 1.7130 | 0.845    | 0.8331   | 0.1516 | 0.0543 |


### 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