
<!-- 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_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: 1545.9613
- Accuracy: 0.835
- Brier Loss: 0.2581
- Nll: 1.8079
- F1 Micro: 0.835
- F1 Macro: 0.8078
- Ece: 0.1626
- Aurc: 0.0552

## 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   | 1583.9828       | 0.195    | 0.8629     | 4.7365 | 0.195    | 0.0729   | 0.2366 | 0.5739 |
| No log        | 2.0   | 100  | 1579.1852       | 0.47     | 0.7171     | 2.4638 | 0.47     | 0.3442   | 0.3084 | 0.3108 |
| No log        | 3.0   | 150  | 1572.6602       | 0.625    | 0.5876     | 2.4898 | 0.625    | 0.5699   | 0.3192 | 0.1832 |
| No log        | 4.0   | 200  | 1568.2220       | 0.655    | 0.5098     | 2.4424 | 0.655    | 0.5454   | 0.2498 | 0.1503 |
| No log        | 5.0   | 250  | 1564.8569       | 0.72     | 0.4455     | 2.0840 | 0.72     | 0.5990   | 0.2387 | 0.1189 |
| No log        | 6.0   | 300  | 1567.0118       | 0.51     | 0.6163     | 3.9029 | 0.51     | 0.4434   | 0.2623 | 0.2494 |
| No log        | 7.0   | 350  | 1563.1887       | 0.745    | 0.4081     | 2.3136 | 0.745    | 0.6818   | 0.2108 | 0.1029 |
| No log        | 8.0   | 400  | 1561.1106       | 0.74     | 0.4192     | 2.0321 | 0.74     | 0.6974   | 0.2351 | 0.1040 |
| No log        | 9.0   | 450  | 1559.3597       | 0.665    | 0.4981     | 2.6615 | 0.665    | 0.6722   | 0.2456 | 0.1715 |
| 1524.8844     | 10.0  | 500  | 1564.1249       | 0.73     | 0.4146     | 2.2876 | 0.7300   | 0.6839   | 0.2202 | 0.0966 |
| 1524.8844     | 11.0  | 550  | 1571.7053       | 0.69     | 0.4778     | 3.9365 | 0.69     | 0.6192   | 0.2256 | 0.1386 |
| 1524.8844     | 12.0  | 600  | 1566.6997       | 0.74     | 0.3931     | 2.4325 | 0.74     | 0.6717   | 0.2158 | 0.0952 |
| 1524.8844     | 13.0  | 650  | 1563.5497       | 0.71     | 0.4268     | 3.1600 | 0.7100   | 0.6571   | 0.2277 | 0.1104 |
| 1524.8844     | 14.0  | 700  | 1554.3715       | 0.795    | 0.3309     | 2.8276 | 0.795    | 0.7856   | 0.1968 | 0.0575 |
| 1524.8844     | 15.0  | 750  | 1557.7578       | 0.83     | 0.2923     | 2.0899 | 0.83     | 0.8167   | 0.2174 | 0.0508 |
| 1524.8844     | 16.0  | 800  | 1551.9381       | 0.78     | 0.3410     | 2.2729 | 0.78     | 0.7566   | 0.1860 | 0.0857 |
| 1524.8844     | 17.0  | 850  | 1561.5450       | 0.765    | 0.3687     | 2.6934 | 0.765    | 0.7402   | 0.2318 | 0.0777 |
| 1524.8844     | 18.0  | 900  | 1561.7700       | 0.755    | 0.3746     | 2.6989 | 0.755    | 0.7246   | 0.2163 | 0.0802 |
| 1524.8844     | 19.0  | 950  | 1556.6021       | 0.78     | 0.3457     | 2.1642 | 0.78     | 0.7820   | 0.1890 | 0.0700 |
| 1511.8512     | 20.0  | 1000 | 1560.8047       | 0.745    | 0.4095     | 3.1277 | 0.745    | 0.7095   | 0.2325 | 0.1169 |
| 1511.8512     | 21.0  | 1050 | 1562.6659       | 0.82     | 0.3097     | 2.1455 | 0.82     | 0.7896   | 0.2215 | 0.0631 |
| 1511.8512     | 22.0  | 1100 | 1552.2571       | 0.795    | 0.3317     | 2.2236 | 0.795    | 0.7833   | 0.2097 | 0.0866 |
| 1511.8512     | 23.0  | 1150 | 1556.3745       | 0.815    | 0.2791     | 1.7801 | 0.815    | 0.7915   | 0.1747 | 0.0456 |
| 1511.8512     | 24.0  | 1200 | 1553.9163       | 0.835    | 0.2826     | 1.8593 | 0.835    | 0.8139   | 0.2010 | 0.0576 |
| 1511.8512     | 25.0  | 1250 | 1553.7266       | 0.835    | 0.2823     | 1.9374 | 0.835    | 0.8099   | 0.1944 | 0.0640 |
| 1511.8512     | 26.0  | 1300 | 1551.4546       | 0.83     | 0.2789     | 1.8261 | 0.83     | 0.8093   | 0.1795 | 0.0630 |
| 1511.8512     | 27.0  | 1350 | 1550.9459       | 0.84     | 0.2788     | 1.9731 | 0.8400   | 0.8213   | 0.1788 | 0.0638 |
| 1511.8512     | 28.0  | 1400 | 1554.3896       | 0.825    | 0.2678     | 1.7180 | 0.825    | 0.8069   | 0.1793 | 0.0560 |
| 1511.8512     | 29.0  | 1450 | 1550.7052       | 0.81     | 0.3100     | 1.9994 | 0.81     | 0.7942   | 0.1852 | 0.0689 |
| 1507.4645     | 30.0  | 1500 | 1552.1665       | 0.83     | 0.2807     | 1.7044 | 0.83     | 0.7991   | 0.1742 | 0.0644 |
| 1507.4645     | 31.0  | 1550 | 1544.2642       | 0.845    | 0.2619     | 1.7200 | 0.845    | 0.8219   | 0.1690 | 0.0731 |
| 1507.4645     | 32.0  | 1600 | 1548.5247       | 0.83     | 0.2698     | 1.8894 | 0.83     | 0.8061   | 0.1609 | 0.0597 |
| 1507.4645     | 33.0  | 1650 | 1543.8158       | 0.845    | 0.2641     | 1.6868 | 0.845    | 0.8348   | 0.1911 | 0.0601 |
| 1507.4645     | 34.0  | 1700 | 1550.6659       | 0.855    | 0.2562     | 1.7688 | 0.855    | 0.8349   | 0.1867 | 0.0643 |
| 1507.4645     | 35.0  | 1750 | 1552.8594       | 0.85     | 0.2560     | 1.5886 | 0.85     | 0.8338   | 0.1746 | 0.0541 |
| 1507.4645     | 36.0  | 1800 | 1550.4800       | 0.835    | 0.2620     | 1.7978 | 0.835    | 0.8217   | 0.1659 | 0.0531 |
| 1507.4645     | 37.0  | 1850 | 1548.1787       | 0.835    | 0.2700     | 1.7099 | 0.835    | 0.8122   | 0.1750 | 0.0710 |
| 1507.4645     | 38.0  | 1900 | 1550.8218       | 0.84     | 0.2601     | 1.7914 | 0.8400   | 0.8170   | 0.1637 | 0.0560 |
| 1507.4645     | 39.0  | 1950 | 1546.4485       | 0.845    | 0.2624     | 1.8862 | 0.845    | 0.8288   | 0.1672 | 0.0669 |
| 1504.6109     | 40.0  | 2000 | 1548.0247       | 0.84     | 0.2641     | 1.8206 | 0.8400   | 0.8265   | 0.1677 | 0.0574 |
| 1504.6109     | 41.0  | 2050 | 1548.5134       | 0.85     | 0.2636     | 1.8483 | 0.85     | 0.8370   | 0.1794 | 0.0536 |
| 1504.6109     | 42.0  | 2100 | 1549.4111       | 0.84     | 0.2714     | 1.8670 | 0.8400   | 0.8216   | 0.1741 | 0.0656 |
| 1504.6109     | 43.0  | 2150 | 1545.5203       | 0.855    | 0.2578     | 1.8265 | 0.855    | 0.8343   | 0.1555 | 0.0688 |
| 1504.6109     | 44.0  | 2200 | 1550.9375       | 0.835    | 0.2802     | 2.0555 | 0.835    | 0.8104   | 0.1645 | 0.0599 |
| 1504.6109     | 45.0  | 2250 | 1548.9200       | 0.85     | 0.2560     | 1.6944 | 0.85     | 0.8233   | 0.1539 | 0.0636 |
| 1504.6109     | 46.0  | 2300 | 1551.2212       | 0.835    | 0.2620     | 1.7128 | 0.835    | 0.8161   | 0.1679 | 0.0444 |
| 1504.6109     | 47.0  | 2350 | 1551.1859       | 0.84     | 0.2644     | 1.7914 | 0.8400   | 0.8255   | 0.1696 | 0.0522 |
| 1504.6109     | 48.0  | 2400 | 1549.4532       | 0.84     | 0.2629     | 1.8107 | 0.8400   | 0.8154   | 0.1651 | 0.0513 |
| 1504.6109     | 49.0  | 2450 | 1552.7788       | 0.835    | 0.2626     | 1.7638 | 0.835    | 0.8102   | 0.1767 | 0.0521 |
| 1502.7574     | 50.0  | 2500 | 1536.4287       | 0.855    | 0.2483     | 1.7998 | 0.855    | 0.8292   | 0.1589 | 0.0694 |
| 1502.7574     | 51.0  | 2550 | 1549.2762       | 0.855    | 0.2449     | 1.6393 | 0.855    | 0.8306   | 0.1829 | 0.0626 |
| 1502.7574     | 52.0  | 2600 | 1549.4481       | 0.845    | 0.2684     | 1.8626 | 0.845    | 0.8194   | 0.1674 | 0.0590 |
| 1502.7574     | 53.0  | 2650 | 1546.8684       | 0.855    | 0.2592     | 1.8554 | 0.855    | 0.8293   | 0.1681 | 0.0634 |
| 1502.7574     | 54.0  | 2700 | 1546.9109       | 0.83     | 0.2613     | 1.7866 | 0.83     | 0.8031   | 0.1627 | 0.0610 |
| 1502.7574     | 55.0  | 2750 | 1545.6719       | 0.83     | 0.2710     | 1.6850 | 0.83     | 0.8005   | 0.1635 | 0.0617 |
| 1502.7574     | 56.0  | 2800 | 1549.3009       | 0.83     | 0.2740     | 1.7925 | 0.83     | 0.8082   | 0.1739 | 0.0621 |
| 1502.7574     | 57.0  | 2850 | 1544.9680       | 0.825    | 0.2710     | 1.7718 | 0.825    | 0.7994   | 0.1725 | 0.0642 |
| 1502.7574     | 58.0  | 2900 | 1549.2238       | 0.835    | 0.2536     | 1.6798 | 0.835    | 0.8074   | 0.1711 | 0.0538 |
| 1502.7574     | 59.0  | 2950 | 1546.0543       | 0.85     | 0.2579     | 1.7481 | 0.85     | 0.8254   | 0.1719 | 0.0682 |
| 1501.0283     | 60.0  | 3000 | 1545.8566       | 0.845    | 0.2503     | 1.8351 | 0.845    | 0.8218   | 0.1598 | 0.0583 |
| 1501.0283     | 61.0  | 3050 | 1548.5146       | 0.845    | 0.2529     | 1.7119 | 0.845    | 0.8188   | 0.1609 | 0.0577 |
| 1501.0283     | 62.0  | 3100 | 1545.9747       | 0.835    | 0.2619     | 1.7379 | 0.835    | 0.8045   | 0.1545 | 0.0566 |
| 1501.0283     | 63.0  | 3150 | 1543.2375       | 0.84     | 0.2631     | 1.9799 | 0.8400   | 0.8181   | 0.1544 | 0.0701 |
| 1501.0283     | 64.0  | 3200 | 1542.9421       | 0.84     | 0.2659     | 1.8430 | 0.8400   | 0.8122   | 0.1674 | 0.0635 |
| 1501.0283     | 65.0  | 3250 | 1548.4230       | 0.855    | 0.2566     | 1.8601 | 0.855    | 0.8308   | 0.1732 | 0.0548 |
| 1501.0283     | 66.0  | 3300 | 1545.2163       | 0.835    | 0.2603     | 1.7657 | 0.835    | 0.8123   | 0.1661 | 0.0685 |
| 1501.0283     | 67.0  | 3350 | 1545.8247       | 0.835    | 0.2619     | 1.7753 | 0.835    | 0.8122   | 0.1683 | 0.0625 |
| 1501.0283     | 68.0  | 3400 | 1548.2606       | 0.845    | 0.2498     | 1.7430 | 0.845    | 0.8151   | 0.1692 | 0.0539 |
| 1501.0283     | 69.0  | 3450 | 1546.6490       | 0.85     | 0.2601     | 1.7287 | 0.85     | 0.8212   | 0.1707 | 0.0559 |
| 1499.823      | 70.0  | 3500 | 1547.7959       | 0.83     | 0.2623     | 1.7656 | 0.83     | 0.8039   | 0.1696 | 0.0606 |
| 1499.823      | 71.0  | 3550 | 1545.1508       | 0.84     | 0.2579     | 1.7362 | 0.8400   | 0.8141   | 0.1546 | 0.0587 |
| 1499.823      | 72.0  | 3600 | 1547.2922       | 0.83     | 0.2599     | 1.7354 | 0.83     | 0.8070   | 0.1609 | 0.0565 |
| 1499.823      | 73.0  | 3650 | 1547.1040       | 0.85     | 0.2556     | 1.7806 | 0.85     | 0.8271   | 0.1635 | 0.0598 |
| 1499.823      | 74.0  | 3700 | 1546.0535       | 0.83     | 0.2644     | 1.7560 | 0.83     | 0.8022   | 0.1557 | 0.0585 |
| 1499.823      | 75.0  | 3750 | 1548.1322       | 0.85     | 0.2569     | 1.7507 | 0.85     | 0.8297   | 0.1802 | 0.0559 |
| 1499.823      | 76.0  | 3800 | 1546.1481       | 0.84     | 0.2539     | 1.7530 | 0.8400   | 0.8147   | 0.1551 | 0.0572 |
| 1499.823      | 77.0  | 3850 | 1546.6122       | 0.855    | 0.2459     | 1.7644 | 0.855    | 0.8269   | 0.1687 | 0.0548 |
| 1499.823      | 78.0  | 3900 | 1550.3534       | 0.835    | 0.2651     | 1.7555 | 0.835    | 0.8085   | 0.1719 | 0.0579 |
| 1499.823      | 79.0  | 3950 | 1549.6628       | 0.85     | 0.2536     | 1.7469 | 0.85     | 0.8272   | 0.1678 | 0.0535 |
| 1499.0814     | 80.0  | 4000 | 1547.6503       | 0.85     | 0.2484     | 1.8084 | 0.85     | 0.8243   | 0.1628 | 0.0557 |
| 1499.0814     | 81.0  | 4050 | 1546.0641       | 0.855    | 0.2545     | 1.7587 | 0.855    | 0.8295   | 0.1725 | 0.0592 |
| 1499.0814     | 82.0  | 4100 | 1550.3037       | 0.83     | 0.2541     | 1.7713 | 0.83     | 0.8016   | 0.1598 | 0.0483 |
| 1499.0814     | 83.0  | 4150 | 1547.8164       | 0.85     | 0.2516     | 1.7390 | 0.85     | 0.8190   | 0.1701 | 0.0568 |
| 1499.0814     | 84.0  | 4200 | 1541.3584       | 0.84     | 0.2536     | 1.7410 | 0.8400   | 0.8165   | 0.1482 | 0.0625 |
| 1499.0814     | 85.0  | 4250 | 1546.9172       | 0.835    | 0.2577     | 1.7380 | 0.835    | 0.8089   | 0.1497 | 0.0520 |
| 1499.0814     | 86.0  | 4300 | 1548.3782       | 0.84     | 0.2591     | 1.8017 | 0.8400   | 0.8169   | 0.1655 | 0.0515 |
| 1499.0814     | 87.0  | 4350 | 1547.3690       | 0.83     | 0.2629     | 1.7771 | 0.83     | 0.8030   | 0.1591 | 0.0546 |
| 1499.0814     | 88.0  | 4400 | 1546.2750       | 0.84     | 0.2637     | 1.7430 | 0.8400   | 0.8197   | 0.1538 | 0.0529 |
| 1499.0814     | 89.0  | 4450 | 1542.7203       | 0.84     | 0.2524     | 1.8141 | 0.8400   | 0.8181   | 0.1616 | 0.0583 |
| 1498.2634     | 90.0  | 4500 | 1546.0441       | 0.84     | 0.2537     | 1.7778 | 0.8400   | 0.8111   | 0.1550 | 0.0534 |
| 1498.2634     | 91.0  | 4550 | 1549.2853       | 0.835    | 0.2646     | 1.7224 | 0.835    | 0.8093   | 0.1503 | 0.0514 |
| 1498.2634     | 92.0  | 4600 | 1547.8093       | 0.825    | 0.2631     | 1.7433 | 0.825    | 0.8052   | 0.1469 | 0.0534 |
| 1498.2634     | 93.0  | 4650 | 1547.4916       | 0.84     | 0.2608     | 1.7245 | 0.8400   | 0.8163   | 0.1615 | 0.0512 |
| 1498.2634     | 94.0  | 4700 | 1546.7931       | 0.835    | 0.2636     | 1.7105 | 0.835    | 0.8110   | 0.1640 | 0.0564 |
| 1498.2634     | 95.0  | 4750 | 1542.2678       | 0.83     | 0.2633     | 1.7869 | 0.83     | 0.8008   | 0.1528 | 0.0567 |
| 1498.2634     | 96.0  | 4800 | 1546.7603       | 0.845    | 0.2611     | 1.7291 | 0.845    | 0.8253   | 0.1671 | 0.0547 |
| 1498.2634     | 97.0  | 4850 | 1547.1423       | 0.835    | 0.2639     | 1.7659 | 0.835    | 0.8144   | 0.1608 | 0.0557 |
| 1498.2634     | 98.0  | 4900 | 1549.5010       | 0.835    | 0.2588     | 1.7856 | 0.835    | 0.8078   | 0.1637 | 0.0499 |
| 1498.2634     | 99.0  | 4950 | 1544.0619       | 0.84     | 0.2604     | 1.7604 | 0.8400   | 0.8162   | 0.1582 | 0.0560 |
| 1498.0844     | 100.0 | 5000 | 1545.9613       | 0.835    | 0.2581     | 1.8079 | 0.835    | 0.8078   | 0.1626 | 0.0552 |


### 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