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# 2024-01-05_one_stage_subgraphs_entropyreg_txt_vis_conc_all_gate

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: 0.9904
- Accuracy: 0.7675
- Exit 0 Accuracy: 0.0875
- Exit 1 Accuracy: 0.0675
- Exit 2 Accuracy: 0.075
- Exit 3 Accuracy: 0.0875
- Exit 4 Accuracy: 0.0975
- Exit 5 Accuracy: 0.09
- Exit 6 Accuracy: 0.105
- Exit 7 Accuracy: 0.1975
- Exit 8 Accuracy: 0.2575
- Exit 9 Accuracy: 0.345
- Exit 10 Accuracy: 0.5125
- Exit 11 Accuracy: 0.7225
- Exit 12 Accuracy: 0.7675

## 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   | 2.6708          | 0.1775   | 0.075           | 0.0625          | 0.0625          | 0.05            | 0.06            | 0.0625          | 0.0625          | 0.0625          | 0.065           | 0.0625          | 0.0625           | 0.0625           | 0.1775           |
| No log        | 1.98  | 33   | 2.5139          | 0.2425   | 0.0675          | 0.0625          | 0.0625          | 0.045           | 0.06            | 0.0575          | 0.075           | 0.0625          | 0.065           | 0.0625          | 0.0625           | 0.0625           | 0.2425           |
| No log        | 3.0   | 50   | 2.2528          | 0.3775   | 0.0775          | 0.0675          | 0.0625          | 0.0525          | 0.0475          | 0.065           | 0.0875          | 0.0675          | 0.06            | 0.0625          | 0.0625           | 0.0625           | 0.3775           |
| No log        | 3.96  | 66   | 2.0492          | 0.45     | 0.08            | 0.035           | 0.04            | 0.06            | 0.0425          | 0.06            | 0.0675          | 0.065           | 0.0575          | 0.0625          | 0.0625           | 0.0625           | 0.45             |
| No log        | 4.98  | 83   | 1.8029          | 0.565    | 0.085           | 0.0525          | 0.0625          | 0.07            | 0.055           | 0.05            | 0.075           | 0.07            | 0.0625          | 0.0625          | 0.0625           | 0.0625           | 0.565            |
| No log        | 6.0   | 100  | 1.5522          | 0.62     | 0.0825          | 0.0625          | 0.06            | 0.06            | 0.05            | 0.035           | 0.0525          | 0.065           | 0.055           | 0.0625          | 0.0625           | 0.0625           | 0.62             |
| No log        | 6.96  | 116  | 1.3621          | 0.6975   | 0.085           | 0.05            | 0.0625          | 0.06            | 0.05            | 0.0525          | 0.0675          | 0.0575          | 0.06            | 0.0625          | 0.0625           | 0.0625           | 0.6975           |
| No log        | 7.98  | 133  | 1.2157          | 0.7275   | 0.08            | 0.0325          | 0.04            | 0.07            | 0.055           | 0.0425          | 0.0775          | 0.0775          | 0.07            | 0.0625          | 0.0625           | 0.0625           | 0.7275           |
| No log        | 9.0   | 150  | 1.1241          | 0.74     | 0.09            | 0.0375          | 0.0475          | 0.06            | 0.05            | 0.0425          | 0.085           | 0.0825          | 0.0775          | 0.0625          | 0.0625           | 0.0625           | 0.74             |
| No log        | 9.96  | 166  | 1.0881          | 0.745    | 0.09            | 0.03            | 0.05            | 0.055           | 0.0625          | 0.04            | 0.0775          | 0.0675          | 0.0925          | 0.0625          | 0.0625           | 0.0625           | 0.745            |
| No log        | 10.98 | 183  | 1.0002          | 0.77     | 0.09            | 0.0275          | 0.04            | 0.07            | 0.055           | 0.055           | 0.0925          | 0.0825          | 0.085           | 0.0625          | 0.0625           | 0.0675           | 0.77             |
| No log        | 12.0  | 200  | 0.9854          | 0.765    | 0.0875          | 0.03            | 0.0325          | 0.0725          | 0.06            | 0.0425          | 0.0825          | 0.08            | 0.0825          | 0.0625          | 0.0625           | 0.0675           | 0.765            |
| No log        | 12.96 | 216  | 0.9813          | 0.7625   | 0.0875          | 0.025           | 0.05            | 0.0725          | 0.06            | 0.035           | 0.085           | 0.0725          | 0.1             | 0.0625          | 0.0625           | 0.075            | 0.7625           |
| No log        | 13.98 | 233  | 1.0196          | 0.7225   | 0.0875          | 0.035           | 0.05            | 0.07            | 0.0625          | 0.045           | 0.095           | 0.0675          | 0.0925          | 0.0625          | 0.0625           | 0.0925           | 0.7225           |
| No log        | 15.0  | 250  | 0.9718          | 0.755    | 0.0875          | 0.0325          | 0.05            | 0.0675          | 0.055           | 0.05            | 0.0825          | 0.0775          | 0.085           | 0.0625          | 0.0625           | 0.095            | 0.755            |
| No log        | 15.96 | 266  | 0.9802          | 0.7575   | 0.0925          | 0.0275          | 0.0475          | 0.07            | 0.0625          | 0.0575          | 0.085           | 0.085           | 0.075           | 0.0625          | 0.0625           | 0.105            | 0.7575           |
| No log        | 16.98 | 283  | 0.9636          | 0.755    | 0.09            | 0.0325          | 0.055           | 0.0675          | 0.0675          | 0.0475          | 0.0775          | 0.095           | 0.14            | 0.065           | 0.0625           | 0.1475           | 0.755            |
| No log        | 18.0  | 300  | 0.9587          | 0.765    | 0.0875          | 0.0325          | 0.0475          | 0.0825          | 0.0675          | 0.05            | 0.095           | 0.1125          | 0.12            | 0.065           | 0.0625           | 0.1675           | 0.765            |
| No log        | 18.96 | 316  | 0.9101          | 0.7725   | 0.0875          | 0.0525          | 0.0725          | 0.09            | 0.065           | 0.0375          | 0.1075          | 0.125           | 0.135           | 0.0725          | 0.07             | 0.195            | 0.7725           |
| No log        | 19.98 | 333  | 0.9630          | 0.755    | 0.0925          | 0.0425          | 0.0325          | 0.0625          | 0.06            | 0.0475          | 0.1             | 0.1225          | 0.13            | 0.0775          | 0.0675           | 0.19             | 0.755            |
| No log        | 21.0  | 350  | 0.9188          | 0.7825   | 0.0875          | 0.0475          | 0.0575          | 0.08            | 0.0625          | 0.0425          | 0.105           | 0.115           | 0.1425          | 0.0925          | 0.07             | 0.2175           | 0.7825           |
| No log        | 21.96 | 366  | 0.9593          | 0.7675   | 0.0925          | 0.0325          | 0.055           | 0.085           | 0.0625          | 0.0425          | 0.105           | 0.1275          | 0.145           | 0.08            | 0.07             | 0.2175           | 0.7675           |
| No log        | 22.98 | 383  | 0.9561          | 0.77     | 0.0875          | 0.0375          | 0.0825          | 0.1075          | 0.065           | 0.045           | 0.105           | 0.125           | 0.16            | 0.0725          | 0.0775           | 0.25             | 0.77             |
| No log        | 24.0  | 400  | 0.9330          | 0.785    | 0.09            | 0.0475          | 0.0875          | 0.11            | 0.0625          | 0.0375          | 0.1075          | 0.1225          | 0.165           | 0.1275          | 0.1575           | 0.315            | 0.785            |
| No log        | 24.96 | 416  | 0.9340          | 0.7675   | 0.0925          | 0.05            | 0.09            | 0.11            | 0.0625          | 0.025           | 0.1025          | 0.145           | 0.245           | 0.1825          | 0.3025           | 0.3775           | 0.7675           |
| No log        | 25.98 | 433  | 0.9355          | 0.7775   | 0.09            | 0.0475          | 0.0875          | 0.1075          | 0.0625          | 0.0325          | 0.105           | 0.16            | 0.22            | 0.2125          | 0.3525           | 0.41             | 0.7775           |
| No log        | 27.0  | 450  | 0.9643          | 0.7675   | 0.0875          | 0.05            | 0.08            | 0.1025          | 0.0625          | 0.035           | 0.115           | 0.1675          | 0.22            | 0.22            | 0.3075           | 0.435            | 0.7675           |
| No log        | 27.96 | 466  | 1.0099          | 0.755    | 0.0875          | 0.05            | 0.085           | 0.1075          | 0.0625          | 0.035           | 0.115           | 0.1775          | 0.2225          | 0.24            | 0.365            | 0.45             | 0.755            |
| No log        | 28.98 | 483  | 0.9764          | 0.775    | 0.0875          | 0.0525          | 0.08            | 0.105           | 0.0625          | 0.03            | 0.1125          | 0.1675          | 0.22            | 0.285           | 0.3975           | 0.4975           | 0.775            |
| 0.5888        | 30.0  | 500  | 0.9580          | 0.785    | 0.0875          | 0.06            | 0.08            | 0.1025          | 0.065           | 0.0425          | 0.1             | 0.1675          | 0.2425          | 0.2875          | 0.405            | 0.6225           | 0.785            |
| 0.5888        | 30.96 | 516  | 0.9840          | 0.7625   | 0.0875          | 0.0525          | 0.085           | 0.1075          | 0.065           | 0.04            | 0.1125          | 0.185           | 0.225           | 0.2975          | 0.425            | 0.67             | 0.7625           |
| 0.5888        | 31.98 | 533  | 0.9838          | 0.77     | 0.0875          | 0.0675          | 0.085           | 0.1025          | 0.065           | 0.03            | 0.1175          | 0.195           | 0.2225          | 0.28            | 0.3975           | 0.72             | 0.77             |
| 0.5888        | 33.0  | 550  | 0.9932          | 0.77     | 0.0875          | 0.05            | 0.0875          | 0.1075          | 0.0625          | 0.0275          | 0.1125          | 0.1925          | 0.22            | 0.2675          | 0.3875           | 0.6975           | 0.77             |
| 0.5888        | 33.96 | 566  | 0.9652          | 0.7725   | 0.0875          | 0.05            | 0.085           | 0.105           | 0.065           | 0.0275          | 0.1175          | 0.1875          | 0.23            | 0.2875          | 0.4275           | 0.74             | 0.7725           |
| 0.5888        | 34.98 | 583  | 0.9622          | 0.785    | 0.085           | 0.05            | 0.08            | 0.1             | 0.0625          | 0.0375          | 0.1175          | 0.2             | 0.2325          | 0.2875          | 0.4225           | 0.7275           | 0.785            |
| 0.5888        | 36.0  | 600  | 0.9808          | 0.7725   | 0.0875          | 0.0475          | 0.08            | 0.1             | 0.0625          | 0.0325          | 0.1175          | 0.19            | 0.22            | 0.2875          | 0.4375           | 0.725            | 0.7725           |
| 0.5888        | 36.96 | 616  | 0.9818          | 0.77     | 0.0875          | 0.0475          | 0.0775          | 0.1025          | 0.0675          | 0.0375          | 0.12            | 0.195           | 0.22            | 0.315           | 0.44             | 0.72             | 0.77             |
| 0.5888        | 37.98 | 633  | 0.9658          | 0.7775   | 0.0875          | 0.0625          | 0.07            | 0.095           | 0.065           | 0.045           | 0.1075          | 0.1725          | 0.225           | 0.3075          | 0.4625           | 0.725            | 0.7775           |
| 0.5888        | 39.0  | 650  | 0.9528          | 0.7825   | 0.0875          | 0.0625          | 0.07            | 0.0925          | 0.065           | 0.05            | 0.105           | 0.1725          | 0.2375          | 0.31            | 0.4775           | 0.73             | 0.7825           |
| 0.5888        | 39.96 | 666  | 0.9781          | 0.765    | 0.0875          | 0.0625          | 0.07            | 0.095           | 0.06            | 0.0525          | 0.105           | 0.1875          | 0.2325          | 0.32            | 0.4825           | 0.7275           | 0.765            |
| 0.5888        | 40.98 | 683  | 0.9722          | 0.77     | 0.0875          | 0.065           | 0.075           | 0.095           | 0.0575          | 0.05            | 0.1125          | 0.1825          | 0.23            | 0.3075          | 0.4775           | 0.7125           | 0.77             |
| 0.5888        | 42.0  | 700  | 0.9680          | 0.7775   | 0.0875          | 0.0625          | 0.0725          | 0.095           | 0.065           | 0.0475          | 0.1125          | 0.1875          | 0.2375          | 0.3175          | 0.4875           | 0.725            | 0.7775           |
| 0.5888        | 42.96 | 716  | 0.9714          | 0.775    | 0.0875          | 0.0625          | 0.075           | 0.0975          | 0.0625          | 0.0475          | 0.1175          | 0.1925          | 0.2425          | 0.3175          | 0.49             | 0.725            | 0.775            |
| 0.5888        | 43.98 | 733  | 0.9783          | 0.77     | 0.0875          | 0.0625          | 0.075           | 0.0975          | 0.065           | 0.0475          | 0.1125          | 0.19            | 0.2425          | 0.3375          | 0.49             | 0.715            | 0.77             |
| 0.5888        | 45.0  | 750  | 0.9887          | 0.77     | 0.085           | 0.065           | 0.0725          | 0.095           | 0.065           | 0.0475          | 0.115           | 0.1875          | 0.2375          | 0.3475          | 0.485            | 0.72             | 0.77             |
| 0.5888        | 45.96 | 766  | 0.9728          | 0.7725   | 0.085           | 0.0625          | 0.075           | 0.0975          | 0.0675          | 0.05            | 0.1125          | 0.1825          | 0.2475          | 0.35            | 0.495            | 0.725            | 0.7725           |
| 0.5888        | 46.98 | 783  | 0.9845          | 0.775    | 0.085           | 0.0625          | 0.0725          | 0.095           | 0.0675          | 0.0525          | 0.1075          | 0.1825          | 0.24            | 0.3525          | 0.5075           | 0.7275           | 0.775            |
| 0.5888        | 48.0  | 800  | 0.9874          | 0.7775   | 0.0875          | 0.065           | 0.0725          | 0.0975          | 0.0675          | 0.0575          | 0.1075          | 0.1825          | 0.25            | 0.355           | 0.5075           | 0.7325           | 0.7775           |
| 0.5888        | 48.96 | 816  | 0.9776          | 0.78     | 0.0875          | 0.0625          | 0.0725          | 0.095           | 0.0725          | 0.065           | 0.105           | 0.185           | 0.255           | 0.365           | 0.5              | 0.73             | 0.78             |
| 0.5888        | 49.98 | 833  | 0.9855          | 0.77     | 0.0875          | 0.06            | 0.0725          | 0.0975          | 0.075           | 0.075           | 0.1075          | 0.1975          | 0.2475          | 0.3625          | 0.5              | 0.7225           | 0.77             |
| 0.5888        | 51.0  | 850  | 0.9865          | 0.7725   | 0.0875          | 0.06            | 0.0725          | 0.0975          | 0.07            | 0.0625          | 0.105           | 0.1975          | 0.255           | 0.3575          | 0.5125           | 0.7275           | 0.7725           |
| 0.5888        | 51.96 | 866  | 0.9834          | 0.765    | 0.0875          | 0.0575          | 0.0725          | 0.095           | 0.075           | 0.0675          | 0.1025          | 0.1975          | 0.2525          | 0.3625          | 0.5125           | 0.7275           | 0.765            |
| 0.5888        | 52.98 | 883  | 0.9891          | 0.765    | 0.0875          | 0.065           | 0.07            | 0.0925          | 0.0825          | 0.075           | 0.105           | 0.2025          | 0.255           | 0.3525          | 0.525            | 0.7275           | 0.765            |
| 0.5888        | 54.0  | 900  | 0.9929          | 0.7725   | 0.0875          | 0.0675          | 0.0725          | 0.0875          | 0.09            | 0.085           | 0.105           | 0.2025          | 0.245           | 0.36            | 0.5125           | 0.7225           | 0.7725           |
| 0.5888        | 54.96 | 916  | 0.9896          | 0.7725   | 0.0875          | 0.0675          | 0.0725          | 0.0875          | 0.0925          | 0.09            | 0.105           | 0.2             | 0.25            | 0.345           | 0.5075           | 0.7225           | 0.7725           |
| 0.5888        | 55.98 | 933  | 0.9891          | 0.7675   | 0.0875          | 0.0675          | 0.075           | 0.0875          | 0.095           | 0.09            | 0.105           | 0.2             | 0.26            | 0.3375          | 0.51             | 0.725            | 0.7675           |
| 0.5888        | 57.0  | 950  | 0.9904          | 0.7675   | 0.0875          | 0.0675          | 0.075           | 0.0875          | 0.095           | 0.09            | 0.105           | 0.195           | 0.2575          | 0.345           | 0.5125           | 0.7225           | 0.7675           |
| 0.5888        | 57.6  | 960  | 0.9904          | 0.7675   | 0.0875          | 0.0675          | 0.075           | 0.0875          | 0.0975          | 0.09            | 0.105           | 0.1975          | 0.2575          | 0.345           | 0.5125           | 0.7225           | 0.7675           |


### 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": "2024-01-05_one_stage_subgraphs_entropyreg_txt_vis_conc_all_gate", "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