
<!-- 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. -->

# 2024-01-10_one_stage_subgraphs_entropyreg_txt_vis_conc_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: 1.5944
- Accuracy: 0.7575
- Exit 0 Accuracy: 0.075
- Exit 1 Accuracy: 0.0625
- Exit 2 Accuracy: 0.0625
- Exit 3 Accuracy: 0.065
- Exit 4 Accuracy: 0.37
- Exit 5 Accuracy: 0.6975
- Exit 6 Accuracy: 0.7025
- Exit 7 Accuracy: 0.72
- Exit 8 Accuracy: 0.74
- Exit 9 Accuracy: 0.755
- Exit 10 Accuracy: 0.7525
- Exit 11 Accuracy: 0.76
- Exit 12 Accuracy: 0.7575

## 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 |
|:-------------:|:-----:|:----:|:---------------:|:--------:|:---------------:|:---------------:|:---------------:|:---------------:|:---------------:|:---------------:|:---------------:|:---------------:|:---------------:|:---------------:|:----------------:|:----------------:|:----------------:|
| No log        | 0.96  | 16   | 2.6854          | 0.16     | 0.0475          | 0.0625          | 0.0625          | 0.0625          | 0.0625          | 0.0625          | 0.0625          | 0.0625          | 0.0625          | 0.0625          | 0.0625           | 0.0625           | 0.07             |
| No log        | 1.98  | 33   | 2.4944          | 0.27     | 0.04            | 0.0625          | 0.0625          | 0.0625          | 0.0675          | 0.0625          | 0.0625          | 0.0625          | 0.0625          | 0.0625          | 0.0725           | 0.0625           | 0.095            |
| No log        | 3.0   | 50   | 2.2721          | 0.3525   | 0.04            | 0.0625          | 0.0625          | 0.0625          | 0.0625          | 0.0625          | 0.0625          | 0.065           | 0.0625          | 0.0625          | 0.0625           | 0.0625           | 0.1              |
| No log        | 3.96  | 66   | 2.0997          | 0.38     | 0.04            | 0.0625          | 0.0625          | 0.0625          | 0.0625          | 0.0775          | 0.0625          | 0.0675          | 0.0625          | 0.0625          | 0.0625           | 0.0625           | 0.115            |
| No log        | 4.98  | 83   | 1.8088          | 0.4925   | 0.04            | 0.0625          | 0.0625          | 0.0625          | 0.0625          | 0.075           | 0.0625          | 0.075           | 0.0625          | 0.065           | 0.0625           | 0.0625           | 0.13             |
| No log        | 6.0   | 100  | 1.5795          | 0.5925   | 0.04            | 0.0625          | 0.0625          | 0.0625          | 0.0625          | 0.09            | 0.0625          | 0.115           | 0.0625          | 0.0625          | 0.0625           | 0.0625           | 0.225            |
| No log        | 6.96  | 116  | 1.4102          | 0.635    | 0.0425          | 0.0625          | 0.0625          | 0.0625          | 0.0625          | 0.075           | 0.0675          | 0.13            | 0.0625          | 0.0625          | 0.0625           | 0.0625           | 0.29             |
| No log        | 7.98  | 133  | 1.2860          | 0.675    | 0.0425          | 0.0625          | 0.0625          | 0.0625          | 0.0625          | 0.075           | 0.075           | 0.1275          | 0.0625          | 0.0625          | 0.0625           | 0.0625           | 0.42             |
| No log        | 9.0   | 150  | 1.1253          | 0.7075   | 0.045           | 0.0625          | 0.0625          | 0.0625          | 0.0625          | 0.1             | 0.0775          | 0.1375          | 0.0625          | 0.065           | 0.0625           | 0.0625           | 0.5175           |
| No log        | 9.96  | 166  | 1.0097          | 0.74     | 0.045           | 0.0625          | 0.0625          | 0.0625          | 0.0625          | 0.1             | 0.0725          | 0.1475          | 0.0625          | 0.065           | 0.0625           | 0.0625           | 0.5725           |
| No log        | 10.98 | 183  | 0.9484          | 0.7325   | 0.045           | 0.0625          | 0.0625          | 0.0625          | 0.0625          | 0.1125          | 0.1175          | 0.1475          | 0.0625          | 0.065           | 0.0625           | 0.0625           | 0.65             |
| No log        | 12.0  | 200  | 0.9413          | 0.74     | 0.0425          | 0.0625          | 0.0625          | 0.0625          | 0.0625          | 0.1375          | 0.11            | 0.15            | 0.0625          | 0.065           | 0.0625           | 0.0625           | 0.6425           |
| No log        | 12.96 | 216  | 0.9294          | 0.7575   | 0.0475          | 0.0625          | 0.0625          | 0.0625          | 0.0625          | 0.175           | 0.1525          | 0.1825          | 0.0625          | 0.0625          | 0.0625           | 0.0625           | 0.67             |
| No log        | 13.98 | 233  | 0.8622          | 0.7775   | 0.06            | 0.0625          | 0.0625          | 0.0625          | 0.0625          | 0.1825          | 0.1525          | 0.1975          | 0.0625          | 0.065           | 0.0625           | 0.0625           | 0.7075           |
| No log        | 15.0  | 250  | 0.9383          | 0.745    | 0.0475          | 0.0625          | 0.0625          | 0.0625          | 0.06            | 0.2375          | 0.2125          | 0.27            | 0.0625          | 0.065           | 0.0625           | 0.0625           | 0.715            |
| No log        | 15.96 | 266  | 0.8855          | 0.775    | 0.0425          | 0.0625          | 0.0625          | 0.0625          | 0.0625          | 0.29            | 0.3125          | 0.3125          | 0.0625          | 0.065           | 0.0625           | 0.0625           | 0.7475           |
| No log        | 16.98 | 283  | 1.0154          | 0.745    | 0.0475          | 0.0625          | 0.0625          | 0.0625          | 0.06            | 0.3475          | 0.415           | 0.4575          | 0.065           | 0.065           | 0.0625           | 0.0625           | 0.7475           |
| No log        | 18.0  | 300  | 1.1004          | 0.75     | 0.065           | 0.0625          | 0.0625          | 0.0625          | 0.0625          | 0.36            | 0.455           | 0.5025          | 0.0875          | 0.065           | 0.0625           | 0.0625           | 0.745            |
| No log        | 18.96 | 316  | 1.0040          | 0.76     | 0.0625          | 0.0625          | 0.0625          | 0.0625          | 0.06            | 0.365           | 0.475           | 0.5625          | 0.1             | 0.065           | 0.0625           | 0.0925           | 0.76             |
| No log        | 19.98 | 333  | 1.1054          | 0.755    | 0.0425          | 0.0625          | 0.0625          | 0.0625          | 0.06            | 0.41            | 0.55            | 0.575           | 0.1775          | 0.075           | 0.0625           | 0.1875           | 0.76             |
| No log        | 21.0  | 350  | 1.0799          | 0.7675   | 0.0425          | 0.0625          | 0.0625          | 0.0625          | 0.075           | 0.4525          | 0.5675          | 0.5925          | 0.27            | 0.0775          | 0.0625           | 0.2325           | 0.7775           |
| No log        | 21.96 | 366  | 1.1248          | 0.76     | 0.06            | 0.0625          | 0.0625          | 0.0625          | 0.08            | 0.47            | 0.5725          | 0.6175          | 0.38            | 0.125           | 0.1              | 0.3425           | 0.76             |
| No log        | 22.98 | 383  | 1.1433          | 0.765    | 0.06            | 0.0625          | 0.0625          | 0.0625          | 0.075           | 0.515           | 0.6             | 0.6375          | 0.49            | 0.1825          | 0.1575           | 0.4275           | 0.775            |
| No log        | 24.0  | 400  | 1.1302          | 0.7575   | 0.06            | 0.0625          | 0.0625          | 0.0625          | 0.0925          | 0.495           | 0.6025          | 0.655           | 0.6175          | 0.3475          | 0.1875           | 0.5725           | 0.7575           |
| No log        | 24.96 | 416  | 1.1440          | 0.76     | 0.0675          | 0.0625          | 0.0625          | 0.0625          | 0.1025          | 0.555           | 0.6125          | 0.66            | 0.6475          | 0.5125          | 0.315            | 0.69             | 0.7625           |
| No log        | 25.98 | 433  | 1.2510          | 0.7525   | 0.07            | 0.0625          | 0.0625          | 0.0625          | 0.11            | 0.5275          | 0.6275          | 0.665           | 0.66            | 0.555           | 0.495            | 0.7375           | 0.7575           |
| No log        | 27.0  | 450  | 1.2596          | 0.7575   | 0.0725          | 0.0625          | 0.0625          | 0.0625          | 0.1125          | 0.535           | 0.625           | 0.6525          | 0.6825          | 0.6275          | 0.645            | 0.735            | 0.7575           |
| No log        | 27.96 | 466  | 1.2904          | 0.7575   | 0.07            | 0.0625          | 0.0625          | 0.0625          | 0.1125          | 0.555           | 0.64            | 0.65            | 0.69            | 0.705           | 0.6875           | 0.7425           | 0.76             |
| No log        | 28.98 | 483  | 1.3205          | 0.7575   | 0.07            | 0.0625          | 0.0625          | 0.0625          | 0.11            | 0.58            | 0.6425          | 0.675           | 0.7025          | 0.72            | 0.725            | 0.7475           | 0.7575           |
| 1.6159        | 30.0  | 500  | 1.3489          | 0.7625   | 0.0675          | 0.0625          | 0.0625          | 0.0625          | 0.115           | 0.605           | 0.65            | 0.69            | 0.71            | 0.725           | 0.7325           | 0.7625           | 0.765            |
| 1.6159        | 30.96 | 516  | 1.3816          | 0.7525   | 0.065           | 0.0625          | 0.0625          | 0.0625          | 0.115           | 0.63            | 0.65            | 0.7125          | 0.715           | 0.735           | 0.73             | 0.7475           | 0.76             |
| 1.6159        | 31.98 | 533  | 1.3611          | 0.75     | 0.0675          | 0.0625          | 0.0625          | 0.0625          | 0.11            | 0.63            | 0.65            | 0.6925          | 0.7275          | 0.735           | 0.745            | 0.7525           | 0.7525           |
| 1.6159        | 33.0  | 550  | 1.3965          | 0.765    | 0.0675          | 0.0625          | 0.0625          | 0.0625          | 0.11            | 0.6325          | 0.6675          | 0.6975          | 0.7125          | 0.73            | 0.725            | 0.7525           | 0.765            |
| 1.6159        | 33.96 | 566  | 1.4767          | 0.7525   | 0.065           | 0.0625          | 0.0625          | 0.0625          | 0.115           | 0.6575          | 0.68            | 0.725           | 0.725           | 0.7375          | 0.7425           | 0.75             | 0.76             |
| 1.6159        | 34.98 | 583  | 1.4601          | 0.7625   | 0.0675          | 0.0625          | 0.0625          | 0.0625          | 0.12            | 0.65            | 0.68            | 0.715           | 0.7175          | 0.745           | 0.7425           | 0.7525           | 0.76             |
| 1.6159        | 36.0  | 600  | 1.4573          | 0.76     | 0.065           | 0.0625          | 0.0625          | 0.0625          | 0.1275          | 0.655           | 0.6725          | 0.72            | 0.725           | 0.7425          | 0.7575           | 0.7625           | 0.7625           |
| 1.6159        | 36.96 | 616  | 1.4626          | 0.7675   | 0.065           | 0.0625          | 0.0625          | 0.0625          | 0.145           | 0.6825          | 0.6925          | 0.7225          | 0.7375          | 0.76            | 0.76             | 0.76             | 0.7675           |
| 1.6159        | 37.98 | 633  | 1.5204          | 0.7625   | 0.0625          | 0.0625          | 0.0625          | 0.0625          | 0.1625          | 0.675           | 0.6875          | 0.72            | 0.7375          | 0.7475          | 0.7625           | 0.76             | 0.7625           |
| 1.6159        | 39.0  | 650  | 1.4946          | 0.755    | 0.065           | 0.0625          | 0.0625          | 0.0625          | 0.2             | 0.69            | 0.7025          | 0.7175          | 0.7325          | 0.7575          | 0.76             | 0.7525           | 0.755            |
| 1.6159        | 39.96 | 666  | 1.5221          | 0.7625   | 0.0625          | 0.0625          | 0.0625          | 0.0625          | 0.205           | 0.6875          | 0.695           | 0.715           | 0.7225          | 0.75            | 0.755            | 0.76             | 0.76             |
| 1.6159        | 40.98 | 683  | 1.5274          | 0.7625   | 0.065           | 0.0625          | 0.0625          | 0.0625          | 0.22            | 0.6925          | 0.6925          | 0.7125          | 0.7325          | 0.7475          | 0.75             | 0.755            | 0.76             |
| 1.6159        | 42.0  | 700  | 1.5022          | 0.765    | 0.0725          | 0.0625          | 0.0625          | 0.0625          | 0.2225          | 0.69            | 0.7025          | 0.73            | 0.7475          | 0.7675          | 0.7675           | 0.7675           | 0.77             |
| 1.6159        | 42.96 | 716  | 1.5475          | 0.755    | 0.07            | 0.0625          | 0.0625          | 0.0625          | 0.2225          | 0.6875          | 0.7025          | 0.715           | 0.735           | 0.7425          | 0.7425           | 0.7475           | 0.7525           |
| 1.6159        | 43.98 | 733  | 1.5371          | 0.7575   | 0.07            | 0.0625          | 0.0625          | 0.0625          | 0.235           | 0.7             | 0.695           | 0.7225          | 0.7375          | 0.755           | 0.76             | 0.7525           | 0.7575           |
| 1.6159        | 45.0  | 750  | 1.5367          | 0.76     | 0.07            | 0.0625          | 0.0625          | 0.0625          | 0.27            | 0.6975          | 0.7             | 0.705           | 0.7325          | 0.75            | 0.75             | 0.7525           | 0.76             |
| 1.6159        | 45.96 | 766  | 1.5550          | 0.755    | 0.0725          | 0.0625          | 0.0625          | 0.0625          | 0.2875          | 0.69            | 0.695           | 0.7125          | 0.7475          | 0.7525          | 0.755            | 0.755            | 0.755            |
| 1.6159        | 46.98 | 783  | 1.5575          | 0.765    | 0.0725          | 0.0625          | 0.0625          | 0.0625          | 0.305           | 0.6975          | 0.7             | 0.7175          | 0.7425          | 0.7525          | 0.755            | 0.76             | 0.7675           |
| 1.6159        | 48.0  | 800  | 1.5563          | 0.7575   | 0.0775          | 0.0625          | 0.0625          | 0.0625          | 0.315           | 0.6975          | 0.6975          | 0.7175          | 0.7425          | 0.7525          | 0.7575           | 0.755            | 0.7575           |
| 1.6159        | 48.96 | 816  | 1.5769          | 0.755    | 0.0775          | 0.0625          | 0.0625          | 0.0625          | 0.33            | 0.6925          | 0.6975          | 0.7275          | 0.7375          | 0.7475          | 0.755            | 0.7575           | 0.755            |
| 1.6159        | 49.98 | 833  | 1.5634          | 0.765    | 0.0775          | 0.0625          | 0.0625          | 0.0625          | 0.34            | 0.6975          | 0.7             | 0.72            | 0.7425          | 0.7575          | 0.7575           | 0.7625           | 0.7625           |
| 1.6159        | 51.0  | 850  | 1.5934          | 0.7575   | 0.0775          | 0.0625          | 0.0625          | 0.0625          | 0.34            | 0.705           | 0.7025          | 0.715           | 0.7325          | 0.7575          | 0.755            | 0.755            | 0.7575           |
| 1.6159        | 51.96 | 866  | 1.6097          | 0.7625   | 0.0775          | 0.0625          | 0.0625          | 0.0625          | 0.35            | 0.7025          | 0.6975          | 0.73            | 0.7325          | 0.7525          | 0.75             | 0.755            | 0.7625           |
| 1.6159        | 52.98 | 883  | 1.5726          | 0.7675   | 0.0775          | 0.0625          | 0.0625          | 0.0625          | 0.355           | 0.7025          | 0.7075          | 0.725           | 0.735           | 0.755           | 0.7525           | 0.7625           | 0.77             |
| 1.6159        | 54.0  | 900  | 1.5771          | 0.76     | 0.0775          | 0.0625          | 0.0625          | 0.065           | 0.3625          | 0.6975          | 0.705           | 0.7225          | 0.7425          | 0.75            | 0.76             | 0.7575           | 0.76             |
| 1.6159        | 54.96 | 916  | 1.5929          | 0.76     | 0.0775          | 0.0625          | 0.0625          | 0.065           | 0.36            | 0.7025          | 0.7             | 0.72            | 0.74            | 0.755           | 0.755            | 0.7575           | 0.7625           |
| 1.6159        | 55.98 | 933  | 1.5940          | 0.765    | 0.075           | 0.0625          | 0.0625          | 0.065           | 0.37            | 0.6975          | 0.7025          | 0.7225          | 0.74            | 0.755           | 0.7525           | 0.76             | 0.7625           |
| 1.6159        | 57.0  | 950  | 1.5954          | 0.7575   | 0.075           | 0.0625          | 0.0625          | 0.065           | 0.37            | 0.6975          | 0.7025          | 0.72            | 0.74            | 0.755           | 0.7525           | 0.76             | 0.7575           |
| 1.6159        | 57.6  | 960  | 1.5944          | 0.7575   | 0.075           | 0.0625          | 0.0625          | 0.065           | 0.37            | 0.6975          | 0.7025          | 0.72            | 0.74            | 0.755           | 0.7525           | 0.76             | 0.7575           |


### 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": "2024-01-10_one_stage_subgraphs_entropyreg_txt_vis_conc_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