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# vit-base-beans-demo-v5

This model is a fine-tuned version of [google/vit-base-patch16-224-in21k](https://huggingface.co/google/vit-base-patch16-224-in21k) on the None dataset.
It achieves the following results on the evaluation set:
- Loss: 2.3663
- Accuracy: 0.4856

## 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: 0.0002
- train_batch_size: 16
- eval_batch_size: 8
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 4
- mixed_precision_training: Native AMP

### Training results

| Training Loss | Epoch  | Step | Validation Loss | Accuracy |
|:-------------:|:------:|:----:|:---------------:|:--------:|
| 2.4389        | 0.1894 | 100  | 2.5163          | 0.4748   |
| 2.1742        | 0.3788 | 200  | 2.4580          | 0.4802   |
| 2.1934        | 0.5682 | 300  | 2.4167          | 0.4836   |
| 2.4634        | 0.7576 | 400  | 2.4232          | 0.4789   |
| 2.5892        | 0.9470 | 500  | 2.4008          | 0.4829   |
| 2.3142        | 1.1364 | 600  | 2.3910          | 0.4849   |
| 2.6178        | 1.3258 | 700  | 2.3910          | 0.4849   |
| 2.5871        | 1.5152 | 800  | 2.3954          | 0.4856   |
| 2.5426        | 1.7045 | 900  | 2.3848          | 0.4856   |
| 2.077         | 1.8939 | 1000 | 2.3795          | 0.4849   |
| 2.3489        | 2.0833 | 1100 | 2.3777          | 0.4849   |
| 2.6511        | 2.2727 | 1200 | 2.3717          | 0.4856   |
| 2.4127        | 2.4621 | 1300 | 2.3727          | 0.4856   |
| 2.4054        | 2.6515 | 1400 | 2.3753          | 0.4849   |
| 2.628         | 2.8409 | 1500 | 2.3736          | 0.4856   |
| 2.5406        | 3.0303 | 1600 | 2.3688          | 0.4856   |
| 2.4249        | 3.2197 | 1700 | 2.3726          | 0.4856   |
| 2.3137        | 3.4091 | 1800 | 2.3719          | 0.4856   |
| 2.4248        | 3.5985 | 1900 | 2.3667          | 0.4856   |
| 2.0676        | 3.7879 | 2000 | 2.3666          | 0.4856   |
| 2.2021        | 3.9773 | 2100 | 2.3663          | 0.4856   |


### Framework versions

- Transformers 4.44.2
- Pytorch 2.4.0+cu121
- Datasets 2.21.0
- Tokenizers 0.19.1

2018-panini-absolute 2018-donruss-elite 2015-panini-prizm-collegiate-draft-picks 2017-leaf-metal-u.s.-army-all-american-bowl---metal-autographs-blank-back-proofs-black-prismatic 2021-pro-set-metal---1989-autographs-xrc-wave-silver-prospect 2017-leaf-metal-draft---flashback-state-pride-autographs-super 2017-leaf-metal-u.s.-army-all-american-bowl---metal-autographs-flag-etch-red-prismatic 2017-leaf-metal-u.s.-army-all-american-bowl---metal-autographs-printing-plates-cyan 2006-donruss-elite 2005-upper-deck-afl 2018-panini-one---dual-patch-autographs-bronze 2017-leaf-metal-draft---armed-and-dangerous-autographs-silver 2001-finest 2015-topps-diamond---dual-diamond-autographs 2001-playoff-absolute-memorabilia 2021-pro-set-metal---1989-autograph-wave-ivory 2010-dav-tampa-bay-buccaneers 2015-bowman 2017-panini-classics 2018-panini-spectra 2024-wild-card-automania-american-football-preview---circle-sparkle-fireworks-4 2022-wild-card-auto-mania---diamond-pulsar-green 2013-big-33-maryland-high-school 2017-leaf-metal-draft---touchdown-kings-autographs-purple 2022-wild-card-auto-mania-american---diamond-modern-flag-(donut-circles) 2004-green-bay-packers-police---crime-stoppers-of-racine-county 2015-jogo-cfl-alumni-series-11 2005-the-danbury-mint-super-bowl-xxxix-champion-22kt-gold 2022-leaf-signature-series---autographs-gold 2022-panini-nfl-sticker-&-card-collection-(european-edition) 2011-panini-plates-&-patches 2005-hero-decks-new-england-patriots-football-heroes-playing-cards 2015-topps-diamond---rookie-autograph-jumbo-patches-gold-ink 2021-pro-set-metal---1989-autographs-xrc-mojo-ivory-variation-prospect 2001-upper-deck-pros-&-prospects 2022-wild-card-auto-mania---triangle-scribbles-lazer-black 2024-wild-card-automania-american-football-preview---hex-lazers-fireworks-2 2022-wild-card-auto-mania-american---circle-modern-flag-(crystal-holographic) 2005-topps-etopps-classic 2001-nflpa-player-of-the-day 2017-panini-pantheon 2024-wild-card-automania-american-football-preview---triangle-crystal-holographic-fireworks-5 2018-panini-prestige 2018-panini-one---award-winners 2023-bowman-university-chrome 2022-wild-card-auto-mania---triangle-sparkles-red 2023-clearly-donruss 2010-stirling-hamilton-tiger-cats 2002-donruss-classics 2012-extreme-cfl-grey-cup-100-years 2023-leaf-exotic 2017-leaf-trinity---signatures-patch-printing-plates-magenta-spectrum 2022-wild-card-auto-mania-american---diamond-modern-flag-(rainbow-board) 2006-leaf-limited 2013-green-bay-packers-police---larry-fritsch-cards,-llc,-stevens-point-town-of-hull-(portage-county)-fire-department 2024-wild-card-automania-american-football-preview---circle-rainbow-fireworks-4 2023-wild-card-5-card-draw---modern-blue-red-foil 2024-wild-card-automania-american-football-preview---square-mosaics-american-flag 2004-upper-deck-foundations 2015-topps-high-tek 2022-wild-card-auto-mania---triangle-scribbles-lazer-gold 2017-leaf-metal-draft---touchdown-kings-autographs-gold 2024-wild-card-automania-american-football-preview---circle-rainbow-constitution 2022-wild-card-auto-mania---circle-mirror-purple 2008-topps-philadelphia-eagles 2021-pro-set-metal---1989-autograph-crystals-purple 2016-panini-absolute 2021-pro-set-metal---1989-autographs-xrc-crystals-red-prospect 2017-leaf-metal-draft---touchdown-kings-autographs-green 2005-leaf-rookies-&-stars 2007-topps-cincinnati-bengals 2021-pro-set-metal---1989-autographs-xrc-rainbow-ivory-prospect 2021-pro-set-metal---1989-autograph-wave-orange 2024-wild-card-automania-american-football-preview---hex-rainbow-mt.-rushmore 2017-leaf-metal-draft---flashback-base-autographs-red 2018-leaf-ultimate-draft---flashback-autographs-1991-leaf-rookie-red 2024-wild-card-automania-american-football-preview---square-mosaics-fireworks-8 2017-leaf-metal-u.s.-army-all-american-bowl---patch-autographs-gold-football 2001-upper-deck-super-bowl-xxxv 2017-leaf-metal-u.s.-army-all-american-bowl---tour-autographs-gold 2024-wild-card-automania-american-football-preview---diamond-rainbow-eagle-2 2011-upper-deck 2016-panini-gala 2022-leaf-signature-series---dual-signature-outer-space 2024-wild-card-automania-american-football-preview---diamond-rainbow-constitution 2023-wild-card-5-card-draw---classic-tan-blue-foil 2024-wild-card-automania-american-football-preview---star-rainbow-eagle-3 2002-score-minnesota-vikings-stadium-giveaway 2024-wild-card-automania-american-football-preview---triangle-cross-hatch-fireworks-2 2019-leaf-metal-all-american-bowl---glove-autograph-purple 2023-wild-card-5-card-draw---contemporary-gold-red-foil 2023-leaf-trinity---trinity-duos-silver-spectrum-black 2024-wild-card-automania-american-football-preview---hex-lazers-fireworks-5 2007-green-bay-packers-police---watertown-police-department 2008-goal-line-hall-of-fame-art-collection 2006-finest 2008-green-bay-packers-police---your-local-law-enforcement-agency-and-the-green-bay-packers-organization 2001-green-bay-packers-police---thomas-bus-service,-ron’s-super-service,-racine-county-sheriff's-department 2010-green-bay-packers-police---brillion-and-reedsville-police-department 2021-pro-set-metal---1989-autographs-xrc-wave-ebony-variation-prospect 2012-leaf-valiant 2017-leaf-metal-u.s.-army-all-american-bowl---tour-autographs-silver 2004-upper-deck-dunkin'-donuts-new-york-giants 2010-topps-magic 2021-pro-set-metal---1989-autographs-xrc-wave-red,-white-&-blue-prospect 2008-nflpa-player-of-the-day 2017-leaf-metal-u.s.-army-all-american-bowl---patch-autographs-printing-plates-magenta 2017-leaf-metal-draft---flashback-base-autographs-super 2017-leaf-metal-draft---state-pride-autographs-gold 2022-wild-card-auto-mania---circle-mirror-red