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# 2024-01-12_one_stage_subgraphs_weighted_entropyreg_txt_vision_enc_all_ramp

This model is a fine-tuned version of [microsoft/layoutlmv3-base](https://huggingface.co/microsoft/layoutlmv3-base) on an unknown dataset.
It achieves the following results on the evaluation set:
- Loss: 1.3306
- Accuracy: 0.78
- Exit 0 Accuracy: 0.0525
- Exit 1 Accuracy: 0.05
- Exit 2 Accuracy: 0.0625
- Exit 3 Accuracy: 0.0775
- Exit 4 Accuracy: 0.0625
- Exit 5 Accuracy: 0.0625
- Exit 6 Accuracy: 0.0625
- Exit 7 Accuracy: 0.075
- Exit 8 Accuracy: 0.0625
- Exit 9 Accuracy: 0.0625
- Exit 10 Accuracy: 0.0625
- Exit 11 Accuracy: 0.0625
- Exit 12 Accuracy: 0.105
- Exit 13 Accuracy: 0.19

## 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: 2e-05
- train_batch_size: 2
- eval_batch_size: 1
- seed: 42
- gradient_accumulation_steps: 24
- total_train_batch_size: 48
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 60

### Training results

| Training Loss | Epoch | Step | Validation Loss | Accuracy | Exit 0 Accuracy | Exit 1 Accuracy | Exit 2 Accuracy | Exit 3 Accuracy | Exit 4 Accuracy | Exit 5 Accuracy | Exit 6 Accuracy | Exit 7 Accuracy | Exit 8 Accuracy | Exit 9 Accuracy | Exit 10 Accuracy | Exit 11 Accuracy | Exit 12 Accuracy | Exit 13 Accuracy |
|:-------------:|:-----:|:----:|:---------------:|:--------:|:---------------:|:---------------:|:---------------:|:---------------:|:---------------:|:---------------:|:---------------:|:---------------:|:---------------:|:---------------:|:----------------:|:----------------:|:----------------:|:----------------:|
| No log        | 0.96  | 16   | 2.7077          | 0.17     | 0.0575          | 0.05            | 0.0625          | 0.0875          | 0.0625          | 0.0625          | 0.0625          | 0.065           | 0.0625          | 0.0625          | 0.0625           | 0.0625           | 0.0825           | 0.0625           |
| No log        | 1.98  | 33   | 2.5602          | 0.21     | 0.065           | 0.05            | 0.0625          | 0.07            | 0.0625          | 0.0625          | 0.0625          | 0.06            | 0.0625          | 0.0625          | 0.0625           | 0.0625           | 0.0625           | 0.075            |
| No log        | 3.0   | 50   | 2.3908          | 0.2825   | 0.065           | 0.05            | 0.0625          | 0.0675          | 0.0625          | 0.0625          | 0.0625          | 0.06            | 0.0625          | 0.0625          | 0.0625           | 0.0625           | 0.0625           | 0.05             |
| No log        | 3.96  | 66   | 2.2204          | 0.345    | 0.065           | 0.05            | 0.0625          | 0.0675          | 0.0625          | 0.0625          | 0.0625          | 0.065           | 0.0625          | 0.0625          | 0.0625           | 0.0625           | 0.0625           | 0.09             |
| No log        | 4.98  | 83   | 2.0568          | 0.42     | 0.065           | 0.05            | 0.0625          | 0.0675          | 0.0625          | 0.0625          | 0.0625          | 0.075           | 0.0625          | 0.0625          | 0.0625           | 0.0625           | 0.0625           | 0.0825           |
| No log        | 6.0   | 100  | 1.7764          | 0.535    | 0.065           | 0.05            | 0.0625          | 0.0675          | 0.0625          | 0.0625          | 0.0625          | 0.065           | 0.0625          | 0.0625          | 0.0625           | 0.0625           | 0.0625           | 0.04             |
| No log        | 6.96  | 116  | 1.5445          | 0.6075   | 0.065           | 0.05            | 0.0625          | 0.0775          | 0.0625          | 0.0625          | 0.0625          | 0.0625          | 0.0625          | 0.0625          | 0.0625           | 0.0625           | 0.0625           | 0.045            |
| No log        | 7.98  | 133  | 1.3567          | 0.665    | 0.065           | 0.05            | 0.0625          | 0.0775          | 0.0625          | 0.0625          | 0.0625          | 0.07            | 0.0625          | 0.0625          | 0.0625           | 0.0625           | 0.0625           | 0.0625           |
| No log        | 9.0   | 150  | 1.2249          | 0.695    | 0.065           | 0.05            | 0.0625          | 0.0775          | 0.0625          | 0.0625          | 0.0625          | 0.06            | 0.0625          | 0.0625          | 0.0625           | 0.0625           | 0.0625           | 0.03             |
| No log        | 9.96  | 166  | 1.0858          | 0.74     | 0.065           | 0.05            | 0.0625          | 0.0775          | 0.0625          | 0.0625          | 0.0625          | 0.065           | 0.0625          | 0.0625          | 0.0625           | 0.0625           | 0.0625           | 0.0275           |
| No log        | 10.98 | 183  | 1.0295          | 0.74     | 0.065           | 0.05            | 0.0625          | 0.0775          | 0.0625          | 0.0625          | 0.0625          | 0.0675          | 0.0625          | 0.0625          | 0.0625           | 0.0625           | 0.065            | 0.0175           |
| No log        | 12.0  | 200  | 0.9877          | 0.7575   | 0.065           | 0.05            | 0.0625          | 0.0775          | 0.0625          | 0.0625          | 0.0625          | 0.0625          | 0.0625          | 0.0625          | 0.0625           | 0.0625           | 0.065            | 0.02             |
| No log        | 12.96 | 216  | 0.8906          | 0.76     | 0.065           | 0.05            | 0.0625          | 0.0775          | 0.0625          | 0.0625          | 0.0625          | 0.065           | 0.0625          | 0.0625          | 0.0625           | 0.0625           | 0.0625           | 0.0125           |
| No log        | 13.98 | 233  | 0.9684          | 0.7425   | 0.065           | 0.05            | 0.0625          | 0.0775          | 0.0625          | 0.0625          | 0.0625          | 0.07            | 0.0625          | 0.0625          | 0.0625           | 0.0625           | 0.0675           | 0.0125           |
| No log        | 15.0  | 250  | 0.9807          | 0.75     | 0.065           | 0.05            | 0.0625          | 0.0775          | 0.0625          | 0.0625          | 0.0625          | 0.0725          | 0.0625          | 0.0625          | 0.0625           | 0.0625           | 0.08             | 0.0675           |
| No log        | 15.96 | 266  | 1.0015          | 0.755    | 0.065           | 0.05            | 0.0625          | 0.0775          | 0.0625          | 0.0625          | 0.0625          | 0.0675          | 0.0625          | 0.0625          | 0.0625           | 0.0625           | 0.0825           | 0.0125           |
| No log        | 16.98 | 283  | 1.0764          | 0.74     | 0.0625          | 0.05            | 0.0625          | 0.0775          | 0.0625          | 0.0625          | 0.0625          | 0.0725          | 0.0625          | 0.0625          | 0.0625           | 0.0625           | 0.0925           | 0.035            |
| No log        | 18.0  | 300  | 1.0157          | 0.76     | 0.06            | 0.05            | 0.0625          | 0.0775          | 0.0625          | 0.0625          | 0.0625          | 0.0625          | 0.0625          | 0.0625          | 0.0625           | 0.0625           | 0.0875           | 0.0425           |
| No log        | 18.96 | 316  | 1.0532          | 0.7675   | 0.0575          | 0.05            | 0.0625          | 0.0775          | 0.0625          | 0.0625          | 0.0625          | 0.07            | 0.0625          | 0.0625          | 0.0625           | 0.0625           | 0.08             | 0.02             |
| No log        | 19.98 | 333  | 1.0826          | 0.76     | 0.0625          | 0.05            | 0.0625          | 0.0775          | 0.0625          | 0.0625          | 0.0625          | 0.07            | 0.0625          | 0.0625          | 0.0625           | 0.0625           | 0.0925           | 0.0575           |
| No log        | 21.0  | 350  | 1.0979          | 0.77     | 0.06            | 0.05            | 0.0625          | 0.0775          | 0.0625          | 0.0625          | 0.0625          | 0.0725          | 0.0625          | 0.0625          | 0.0625           | 0.0625           | 0.0975           | 0.05             |
| No log        | 21.96 | 366  | 1.1129          | 0.7725   | 0.06            | 0.05            | 0.0625          | 0.0775          | 0.0625          | 0.0625          | 0.0625          | 0.07            | 0.0625          | 0.0625          | 0.0625           | 0.0625           | 0.0975           | 0.0525           |
| No log        | 22.98 | 383  | 1.1209          | 0.7775   | 0.06            | 0.05            | 0.0625          | 0.0775          | 0.0625          | 0.0625          | 0.0625          | 0.07            | 0.0625          | 0.0625          | 0.0625           | 0.0625           | 0.0975           | 0.0625           |
| No log        | 24.0  | 400  | 1.1561          | 0.775    | 0.055           | 0.05            | 0.0625          | 0.0775          | 0.0625          | 0.0625          | 0.0625          | 0.07            | 0.0625          | 0.0625          | 0.0625           | 0.0625           | 0.0975           | 0.0525           |
| No log        | 24.96 | 416  | 1.1666          | 0.7725   | 0.055           | 0.05            | 0.0625          | 0.0775          | 0.0625          | 0.0625          | 0.0625          | 0.07            | 0.0625          | 0.0625          | 0.0625           | 0.0625           | 0.0975           | 0.0725           |
| No log        | 25.98 | 433  | 1.1775          | 0.7725   | 0.055           | 0.05            | 0.0625          | 0.0775          | 0.0625          | 0.0625          | 0.0625          | 0.07            | 0.0625          | 0.0625          | 0.0625           | 0.0625           | 0.0975           | 0.0875           |
| No log        | 27.0  | 450  | 1.1814          | 0.77     | 0.06            | 0.05            | 0.0625          | 0.0775          | 0.0625          | 0.0625          | 0.0625          | 0.07            | 0.0625          | 0.0625          | 0.0625           | 0.0625           | 0.0975           | 0.08             |
| No log        | 27.96 | 466  | 1.2115          | 0.7775   | 0.06            | 0.05            | 0.0625          | 0.0775          | 0.0625          | 0.0625          | 0.0625          | 0.07            | 0.0625          | 0.0625          | 0.0625           | 0.0625           | 0.0975           | 0.09             |
| No log        | 28.98 | 483  | 1.2247          | 0.7725   | 0.0575          | 0.05            | 0.0625          | 0.0775          | 0.0625          | 0.0625          | 0.0625          | 0.07            | 0.0625          | 0.0625          | 0.0625           | 0.0625           | 0.0975           | 0.0875           |
| 0.4532        | 30.0  | 500  | 1.2392          | 0.775    | 0.06            | 0.05            | 0.0625          | 0.0775          | 0.0625          | 0.0625          | 0.0625          | 0.07            | 0.0625          | 0.0625          | 0.0625           | 0.0625           | 0.0975           | 0.0925           |
| 0.4532        | 30.96 | 516  | 1.2433          | 0.7725   | 0.06            | 0.05            | 0.0625          | 0.0775          | 0.0625          | 0.0625          | 0.0625          | 0.07            | 0.0625          | 0.0625          | 0.0625           | 0.0625           | 0.1              | 0.0975           |
| 0.4532        | 31.98 | 533  | 1.2413          | 0.775    | 0.06            | 0.05            | 0.0625          | 0.0775          | 0.0625          | 0.0625          | 0.0625          | 0.0725          | 0.0625          | 0.0625          | 0.0625           | 0.0625           | 0.1              | 0.105            |
| 0.4532        | 33.0  | 550  | 1.2467          | 0.7775   | 0.06            | 0.05            | 0.0625          | 0.0775          | 0.0625          | 0.0625          | 0.0625          | 0.0725          | 0.0625          | 0.0625          | 0.0625           | 0.0625           | 0.1              | 0.105            |
| 0.4532        | 33.96 | 566  | 1.2516          | 0.7775   | 0.06            | 0.05            | 0.0625          | 0.0775          | 0.0625          | 0.0625          | 0.0625          | 0.0725          | 0.0625          | 0.0625          | 0.0625           | 0.0625           | 0.1              | 0.11             |
| 0.4532        | 34.98 | 583  | 1.2654          | 0.775    | 0.06            | 0.05            | 0.0625          | 0.0775          | 0.0625          | 0.0625          | 0.0625          | 0.0725          | 0.0625          | 0.0625          | 0.0625           | 0.0625           | 0.1              | 0.115            |
| 0.4532        | 36.0  | 600  | 1.2652          | 0.7775   | 0.06            | 0.05            | 0.0625          | 0.0775          | 0.0625          | 0.0625          | 0.0625          | 0.0725          | 0.0625          | 0.0625          | 0.0625           | 0.0625           | 0.1025           | 0.1225           |
| 0.4532        | 36.96 | 616  | 1.2801          | 0.78     | 0.0625          | 0.05            | 0.0625          | 0.0775          | 0.0625          | 0.0625          | 0.0625          | 0.0725          | 0.0625          | 0.0625          | 0.0625           | 0.0625           | 0.1025           | 0.1325           |
| 0.4532        | 37.98 | 633  | 1.2856          | 0.78     | 0.0625          | 0.05            | 0.0625          | 0.0775          | 0.0625          | 0.0625          | 0.0625          | 0.0725          | 0.0625          | 0.0625          | 0.0625           | 0.0625           | 0.1025           | 0.14             |
| 0.4532        | 39.0  | 650  | 1.2821          | 0.78     | 0.06            | 0.05            | 0.0625          | 0.0775          | 0.0625          | 0.0625          | 0.0625          | 0.0725          | 0.0625          | 0.0625          | 0.0625           | 0.0625           | 0.1025           | 0.1425           |
| 0.4532        | 39.96 | 666  | 1.2887          | 0.7775   | 0.06            | 0.05            | 0.0625          | 0.0775          | 0.0625          | 0.0625          | 0.0625          | 0.0725          | 0.0625          | 0.0625          | 0.0625           | 0.0625           | 0.1025           | 0.145            |
| 0.4532        | 40.98 | 683  | 1.3007          | 0.775    | 0.06            | 0.05            | 0.0625          | 0.0775          | 0.0625          | 0.0625          | 0.0625          | 0.0725          | 0.0625          | 0.0625          | 0.0625           | 0.0625           | 0.1025           | 0.145            |
| 0.4532        | 42.0  | 700  | 1.3075          | 0.775    | 0.0575          | 0.05            | 0.0625          | 0.0775          | 0.0625          | 0.0625          | 0.0625          | 0.0725          | 0.0625          | 0.0625          | 0.0625           | 0.0625           | 0.1025           | 0.145            |
| 0.4532        | 42.96 | 716  | 1.3077          | 0.7775   | 0.055           | 0.05            | 0.0625          | 0.0775          | 0.0625          | 0.0625          | 0.0625          | 0.075           | 0.0625          | 0.0625          | 0.0625           | 0.0625           | 0.1025           | 0.15             |
| 0.4532        | 43.98 | 733  | 1.3080          | 0.7775   | 0.055           | 0.05            | 0.0625          | 0.0775          | 0.0625          | 0.0625          | 0.0625          | 0.075           | 0.0625          | 0.0625          | 0.0625           | 0.0625           | 0.1025           | 0.15             |
| 0.4532        | 45.0  | 750  | 1.3124          | 0.775    | 0.0525          | 0.05            | 0.0625          | 0.0775          | 0.0625          | 0.0625          | 0.0625          | 0.075           | 0.0625          | 0.0625          | 0.0625           | 0.0625           | 0.1025           | 0.155            |
| 0.4532        | 45.96 | 766  | 1.3130          | 0.775    | 0.05            | 0.05            | 0.0625          | 0.0775          | 0.0625          | 0.0625          | 0.0625          | 0.075           | 0.0625          | 0.0625          | 0.0625           | 0.0625           | 0.1025           | 0.16             |
| 0.4532        | 46.98 | 783  | 1.3154          | 0.78     | 0.05            | 0.05            | 0.0625          | 0.0775          | 0.0625          | 0.0625          | 0.0625          | 0.075           | 0.0625          | 0.0625          | 0.0625           | 0.0625           | 0.1025           | 0.17             |
| 0.4532        | 48.0  | 800  | 1.3165          | 0.7825   | 0.05            | 0.05            | 0.0625          | 0.0775          | 0.0625          | 0.0625          | 0.0625          | 0.075           | 0.0625          | 0.0625          | 0.0625           | 0.0625           | 0.1025           | 0.1725           |
| 0.4532        | 48.96 | 816  | 1.3195          | 0.78     | 0.05            | 0.05            | 0.0625          | 0.0775          | 0.0625          | 0.0625          | 0.0625          | 0.075           | 0.0625          | 0.0625          | 0.0625           | 0.0625           | 0.1025           | 0.175            |
| 0.4532        | 49.98 | 833  | 1.3236          | 0.78     | 0.0525          | 0.05            | 0.0625          | 0.0775          | 0.0625          | 0.0625          | 0.0625          | 0.075           | 0.0625          | 0.0625          | 0.0625           | 0.0625           | 0.1025           | 0.1775           |
| 0.4532        | 51.0  | 850  | 1.3251          | 0.7825   | 0.0525          | 0.05            | 0.0625          | 0.0775          | 0.0625          | 0.0625          | 0.0625          | 0.075           | 0.0625          | 0.0625          | 0.0625           | 0.0625           | 0.1025           | 0.1775           |
| 0.4532        | 51.96 | 866  | 1.3265          | 0.7825   | 0.0525          | 0.05            | 0.0625          | 0.0775          | 0.0625          | 0.0625          | 0.0625          | 0.075           | 0.0625          | 0.0625          | 0.0625           | 0.0625           | 0.1025           | 0.1825           |
| 0.4532        | 52.98 | 883  | 1.3276          | 0.7825   | 0.0525          | 0.05            | 0.0625          | 0.0775          | 0.0625          | 0.0625          | 0.0625          | 0.075           | 0.0625          | 0.0625          | 0.0625           | 0.0625           | 0.1025           | 0.185            |
| 0.4532        | 54.0  | 900  | 1.3283          | 0.78     | 0.0525          | 0.05            | 0.0625          | 0.0775          | 0.0625          | 0.0625          | 0.0625          | 0.075           | 0.0625          | 0.0625          | 0.0625           | 0.0625           | 0.1025           | 0.185            |
| 0.4532        | 54.96 | 916  | 1.3294          | 0.78     | 0.0525          | 0.05            | 0.0625          | 0.0775          | 0.0625          | 0.0625          | 0.0625          | 0.075           | 0.0625          | 0.0625          | 0.0625           | 0.0625           | 0.1025           | 0.185            |
| 0.4532        | 55.98 | 933  | 1.3302          | 0.78     | 0.0525          | 0.05            | 0.0625          | 0.0775          | 0.0625          | 0.0625          | 0.0625          | 0.075           | 0.0625          | 0.0625          | 0.0625           | 0.0625           | 0.1025           | 0.19             |
| 0.4532        | 57.0  | 950  | 1.3305          | 0.78     | 0.0525          | 0.05            | 0.0625          | 0.0775          | 0.0625          | 0.0625          | 0.0625          | 0.075           | 0.0625          | 0.0625          | 0.0625           | 0.0625           | 0.105            | 0.19             |
| 0.4532        | 57.6  | 960  | 1.3306          | 0.78     | 0.0525          | 0.05            | 0.0625          | 0.0775          | 0.0625          | 0.0625          | 0.0625          | 0.075           | 0.0625          | 0.0625          | 0.0625           | 0.0625           | 0.105            | 0.19             |


### Framework versions

- Transformers 4.31.0
- Pytorch 2.0.1+cu117
- Datasets 2.13.1
- Tokenizers 0.13.3

{"license": "cc-by-nc-sa-4.0", "tags": ["generated_from_trainer"], "metrics": ["accuracy"], "base_model": "microsoft/layoutlmv3-base", "model-index": [{"name": "2024-01-12_one_stage_subgraphs_weighted_entropyreg_txt_vision_enc_all_ramp", "results": []}]}
transformers pytorch tensorboard layoutlmv3 text-classification generated_from_trainer base_model:microsoft/layoutlmv3-base license:cc-by-nc-sa-4.0 autotrain_compatible endpoints_compatible region:us