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# 2024-01-03_one_stage_subgraphs_weighted_txt_vis_conc_1_4_8_12_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: 1.1037
- Accuracy: 0.7825
- Exit 0 Accuracy: 0.0875
- Exit 1 Accuracy: 0.0625
- Exit 2 Accuracy: 0.0575
- Exit 3 Accuracy: 0.0625
- Exit 4 Accuracy: 0.06
- Exit 5 Accuracy: 0.065
- Exit 6 Accuracy: 0.0725
- Exit 7 Accuracy: 0.0725
- Exit 8 Accuracy: 0.075
- Exit 9 Accuracy: 0.0625
- Exit 10 Accuracy: 0.0625
- Exit 11 Accuracy: 0.6675
- Exit 12 Accuracy: 0.7825

## 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   | 2.6576          | 0.1725   | 0.075           | 0.0625          | 0.0625          | 0.0625          | 0.0575          | 0.0625          | 0.0775          | 0.0625          | 0.0625          | 0.0625          | 0.0625           | 0.0625           | 0.1725           |
| No log        | 1.98  | 33   | 2.4617          | 0.2375   | 0.0775          | 0.0625          | 0.0625          | 0.0625          | 0.06            | 0.0525          | 0.0625          | 0.085           | 0.0625          | 0.0625          | 0.0625           | 0.0625           | 0.2375           |
| No log        | 3.0   | 50   | 2.1772          | 0.38     | 0.0825          | 0.0625          | 0.0625          | 0.0625          | 0.0625          | 0.0625          | 0.0625          | 0.06            | 0.0625          | 0.0625          | 0.0625           | 0.0625           | 0.38             |
| No log        | 3.96  | 66   | 1.8547          | 0.52     | 0.08            | 0.0625          | 0.0625          | 0.0625          | 0.0625          | 0.0625          | 0.0625          | 0.07            | 0.0625          | 0.0625          | 0.0625           | 0.0625           | 0.52             |
| No log        | 4.98  | 83   | 1.5996          | 0.57     | 0.075           | 0.0625          | 0.0625          | 0.0625          | 0.0625          | 0.0625          | 0.0625          | 0.075           | 0.0625          | 0.0625          | 0.0625           | 0.0625           | 0.57             |
| No log        | 6.0   | 100  | 1.3054          | 0.6575   | 0.0775          | 0.0625          | 0.0625          | 0.0625          | 0.0625          | 0.0625          | 0.0625          | 0.0825          | 0.0625          | 0.0625          | 0.0625           | 0.0625           | 0.6575           |
| No log        | 6.96  | 116  | 1.1772          | 0.7125   | 0.085           | 0.0625          | 0.0625          | 0.0625          | 0.0625          | 0.0625          | 0.0625          | 0.07            | 0.0625          | 0.0625          | 0.0625           | 0.0625           | 0.7125           |
| No log        | 7.98  | 133  | 1.0585          | 0.74     | 0.0875          | 0.0625          | 0.0625          | 0.0625          | 0.0625          | 0.06            | 0.0625          | 0.0675          | 0.0625          | 0.0625          | 0.0625           | 0.0625           | 0.74             |
| No log        | 9.0   | 150  | 0.9355          | 0.775    | 0.0925          | 0.0625          | 0.0625          | 0.0625          | 0.0625          | 0.05            | 0.06            | 0.0625          | 0.0625          | 0.0625          | 0.0625           | 0.0625           | 0.775            |
| No log        | 9.96  | 166  | 0.8762          | 0.785    | 0.0925          | 0.0625          | 0.0625          | 0.0625          | 0.0625          | 0.0525          | 0.06            | 0.065           | 0.0625          | 0.0625          | 0.0625           | 0.065            | 0.785            |
| No log        | 10.98 | 183  | 0.8622          | 0.7825   | 0.0925          | 0.0625          | 0.0625          | 0.0625          | 0.0625          | 0.0575          | 0.0625          | 0.06            | 0.0625          | 0.0625          | 0.0625           | 0.0675           | 0.7825           |
| No log        | 12.0  | 200  | 0.8653          | 0.76     | 0.09            | 0.0625          | 0.0575          | 0.0625          | 0.06            | 0.06            | 0.0625          | 0.0625          | 0.0625          | 0.0625          | 0.0625           | 0.1075           | 0.76             |
| No log        | 12.96 | 216  | 0.8238          | 0.78     | 0.09            | 0.0625          | 0.06            | 0.0625          | 0.06            | 0.0575          | 0.0625          | 0.0625          | 0.0625          | 0.0625          | 0.0625           | 0.0975           | 0.78             |
| No log        | 13.98 | 233  | 0.8895          | 0.7725   | 0.09            | 0.0625          | 0.06            | 0.0625          | 0.06            | 0.06            | 0.0625          | 0.0625          | 0.0625          | 0.0625          | 0.0625           | 0.125            | 0.7725           |
| No log        | 15.0  | 250  | 0.9067          | 0.7675   | 0.085           | 0.0625          | 0.0625          | 0.0625          | 0.06            | 0.055           | 0.0625          | 0.0625          | 0.0625          | 0.0625          | 0.0625           | 0.1875           | 0.7675           |
| No log        | 15.96 | 266  | 0.8984          | 0.775    | 0.09            | 0.0625          | 0.06            | 0.0625          | 0.06            | 0.065           | 0.065           | 0.0625          | 0.0625          | 0.0625          | 0.0625           | 0.2075           | 0.775            |
| No log        | 16.98 | 283  | 0.9104          | 0.7725   | 0.09            | 0.0625          | 0.06            | 0.0625          | 0.06            | 0.0675          | 0.0625          | 0.0625          | 0.0625          | 0.0625          | 0.0625           | 0.2875           | 0.7725           |
| No log        | 18.0  | 300  | 1.0159          | 0.75     | 0.0875          | 0.0625          | 0.06            | 0.0625          | 0.06            | 0.0675          | 0.065           | 0.0625          | 0.0625          | 0.0625          | 0.0625           | 0.24             | 0.75             |
| No log        | 18.96 | 316  | 0.9290          | 0.785    | 0.0875          | 0.0625          | 0.06            | 0.0625          | 0.06            | 0.0575          | 0.065           | 0.0675          | 0.0625          | 0.0625          | 0.0625           | 0.305            | 0.785            |
| No log        | 19.98 | 333  | 0.8834          | 0.8125   | 0.0925          | 0.0625          | 0.0625          | 0.0625          | 0.06            | 0.065           | 0.0675          | 0.0625          | 0.0625          | 0.0625          | 0.0625           | 0.39             | 0.8125           |
| No log        | 21.0  | 350  | 0.9364          | 0.79     | 0.0925          | 0.0625          | 0.0675          | 0.0625          | 0.06            | 0.0625          | 0.0675          | 0.0625          | 0.0625          | 0.0625          | 0.0625           | 0.435            | 0.79             |
| No log        | 21.96 | 366  | 0.9610          | 0.7875   | 0.09            | 0.0625          | 0.065           | 0.0625          | 0.06            | 0.065           | 0.0675          | 0.0625          | 0.0625          | 0.0625          | 0.0625           | 0.45             | 0.7875           |
| No log        | 22.98 | 383  | 0.9773          | 0.795    | 0.0925          | 0.0625          | 0.065           | 0.0625          | 0.06            | 0.065           | 0.065           | 0.065           | 0.0625          | 0.0625          | 0.0625           | 0.4575           | 0.795            |
| No log        | 24.0  | 400  | 0.9689          | 0.7975   | 0.0925          | 0.0625          | 0.065           | 0.0625          | 0.06            | 0.065           | 0.065           | 0.0675          | 0.06            | 0.0625          | 0.0625           | 0.46             | 0.7975           |
| No log        | 24.96 | 416  | 0.9678          | 0.795    | 0.0925          | 0.0625          | 0.065           | 0.0625          | 0.06            | 0.0675          | 0.065           | 0.065           | 0.06            | 0.0625          | 0.0625           | 0.47             | 0.795            |
| No log        | 25.98 | 433  | 0.9902          | 0.7825   | 0.09            | 0.0625          | 0.065           | 0.0625          | 0.06            | 0.0675          | 0.0675          | 0.065           | 0.0625          | 0.0625          | 0.0625           | 0.4825           | 0.7825           |
| No log        | 27.0  | 450  | 0.9916          | 0.79     | 0.09            | 0.0625          | 0.0625          | 0.0625          | 0.06            | 0.0675          | 0.0675          | 0.0675          | 0.065           | 0.0625          | 0.0625           | 0.4925           | 0.79             |
| No log        | 27.96 | 466  | 0.9954          | 0.7925   | 0.09            | 0.0625          | 0.0625          | 0.0625          | 0.06            | 0.0675          | 0.065           | 0.0675          | 0.07            | 0.0625          | 0.0625           | 0.5025           | 0.7925           |
| No log        | 28.98 | 483  | 1.0021          | 0.7875   | 0.09            | 0.0625          | 0.0625          | 0.0625          | 0.06            | 0.0625          | 0.065           | 0.0675          | 0.0675          | 0.0625          | 0.0625           | 0.5075           | 0.7875           |
| 0.3062        | 30.0  | 500  | 1.0179          | 0.7875   | 0.09            | 0.0625          | 0.06            | 0.0625          | 0.06            | 0.0625          | 0.065           | 0.0675          | 0.065           | 0.0625          | 0.0625           | 0.52             | 0.7875           |
| 0.3062        | 30.96 | 516  | 1.0238          | 0.785    | 0.09            | 0.0625          | 0.06            | 0.0625          | 0.06            | 0.0675          | 0.065           | 0.0675          | 0.07            | 0.0625          | 0.0625           | 0.5375           | 0.785            |
| 0.3062        | 31.98 | 533  | 1.0311          | 0.785    | 0.09            | 0.0625          | 0.06            | 0.0625          | 0.06            | 0.065           | 0.0625          | 0.0675          | 0.065           | 0.0625          | 0.0625           | 0.5475           | 0.785            |
| 0.3062        | 33.0  | 550  | 1.0313          | 0.7875   | 0.09            | 0.0625          | 0.06            | 0.0625          | 0.06            | 0.065           | 0.0625          | 0.0675          | 0.065           | 0.0625          | 0.0625           | 0.5575           | 0.7875           |
| 0.3062        | 33.96 | 566  | 1.0374          | 0.795    | 0.09            | 0.0625          | 0.06            | 0.0625          | 0.06            | 0.065           | 0.065           | 0.0675          | 0.0675          | 0.0625          | 0.0625           | 0.5625           | 0.795            |
| 0.3062        | 34.98 | 583  | 1.0406          | 0.795    | 0.0925          | 0.0625          | 0.06            | 0.0625          | 0.06            | 0.0625          | 0.065           | 0.0675          | 0.065           | 0.0625          | 0.0625           | 0.5775           | 0.795            |
| 0.3062        | 36.0  | 600  | 1.0459          | 0.79     | 0.0925          | 0.0625          | 0.06            | 0.0625          | 0.06            | 0.0625          | 0.065           | 0.0675          | 0.065           | 0.0625          | 0.0625           | 0.575            | 0.79             |
| 0.3062        | 36.96 | 616  | 1.0546          | 0.785    | 0.0925          | 0.0625          | 0.06            | 0.0625          | 0.06            | 0.065           | 0.065           | 0.0675          | 0.0675          | 0.0625          | 0.0625           | 0.5875           | 0.785            |
| 0.3062        | 37.98 | 633  | 1.0578          | 0.79     | 0.09            | 0.0625          | 0.06            | 0.0625          | 0.06            | 0.065           | 0.065           | 0.0675          | 0.0675          | 0.0625          | 0.0625           | 0.605            | 0.79             |
| 0.3062        | 39.0  | 650  | 1.0634          | 0.7875   | 0.09            | 0.0625          | 0.06            | 0.0625          | 0.06            | 0.065           | 0.065           | 0.0675          | 0.07            | 0.0625          | 0.0625           | 0.61             | 0.7875           |
| 0.3062        | 39.96 | 666  | 1.0668          | 0.785    | 0.09            | 0.0625          | 0.06            | 0.0625          | 0.06            | 0.065           | 0.0675          | 0.0675          | 0.07            | 0.0625          | 0.0625           | 0.62             | 0.785            |
| 0.3062        | 40.98 | 683  | 1.0723          | 0.785    | 0.09            | 0.0625          | 0.06            | 0.0625          | 0.06            | 0.065           | 0.0675          | 0.07            | 0.07            | 0.0625          | 0.0625           | 0.6225           | 0.785            |
| 0.3062        | 42.0  | 700  | 1.0755          | 0.785    | 0.09            | 0.0625          | 0.06            | 0.0625          | 0.06            | 0.065           | 0.0675          | 0.07            | 0.07            | 0.0625          | 0.0625           | 0.6375           | 0.785            |
| 0.3062        | 42.96 | 716  | 1.0794          | 0.7875   | 0.09            | 0.0625          | 0.06            | 0.0625          | 0.06            | 0.065           | 0.0675          | 0.0725          | 0.07            | 0.0625          | 0.0625           | 0.64             | 0.7875           |
| 0.3062        | 43.98 | 733  | 1.0798          | 0.7825   | 0.09            | 0.0625          | 0.06            | 0.0625          | 0.06            | 0.065           | 0.0675          | 0.0725          | 0.0725          | 0.0625          | 0.0625           | 0.64             | 0.7825           |
| 0.3062        | 45.0  | 750  | 1.0805          | 0.7875   | 0.09            | 0.0625          | 0.06            | 0.0625          | 0.06            | 0.065           | 0.07            | 0.0725          | 0.0725          | 0.0625          | 0.0625           | 0.6475           | 0.7875           |
| 0.3062        | 45.96 | 766  | 1.0839          | 0.785    | 0.09            | 0.0625          | 0.06            | 0.0625          | 0.06            | 0.065           | 0.07            | 0.0725          | 0.075           | 0.0625          | 0.0625           | 0.6475           | 0.785            |
| 0.3062        | 46.98 | 783  | 1.0848          | 0.785    | 0.09            | 0.0625          | 0.06            | 0.0625          | 0.06            | 0.065           | 0.0725          | 0.0725          | 0.075           | 0.0625          | 0.0625           | 0.6525           | 0.785            |
| 0.3062        | 48.0  | 800  | 1.0861          | 0.79     | 0.09            | 0.0625          | 0.06            | 0.0625          | 0.06            | 0.065           | 0.0725          | 0.0725          | 0.075           | 0.0625          | 0.0625           | 0.655            | 0.79             |
| 0.3062        | 48.96 | 816  | 1.0899          | 0.79     | 0.09            | 0.0625          | 0.06            | 0.0625          | 0.06            | 0.065           | 0.0725          | 0.0725          | 0.0775          | 0.0625          | 0.0625           | 0.655            | 0.79             |
| 0.3062        | 49.98 | 833  | 1.0918          | 0.79     | 0.09            | 0.0625          | 0.06            | 0.0625          | 0.06            | 0.065           | 0.0725          | 0.0725          | 0.0775          | 0.0625          | 0.0625           | 0.6575           | 0.79             |
| 0.3062        | 51.0  | 850  | 1.0947          | 0.7925   | 0.0875          | 0.0625          | 0.06            | 0.0625          | 0.06            | 0.065           | 0.0725          | 0.0725          | 0.0775          | 0.0625          | 0.0625           | 0.6575           | 0.7925           |
| 0.3062        | 51.96 | 866  | 1.0979          | 0.7875   | 0.0875          | 0.0625          | 0.06            | 0.0625          | 0.06            | 0.065           | 0.0725          | 0.0725          | 0.075           | 0.0625          | 0.0625           | 0.6575           | 0.7875           |
| 0.3062        | 52.98 | 883  | 1.0993          | 0.7875   | 0.0875          | 0.0625          | 0.0575          | 0.0625          | 0.06            | 0.065           | 0.0725          | 0.0725          | 0.075           | 0.0625          | 0.0625           | 0.66             | 0.7875           |
| 0.3062        | 54.0  | 900  | 1.1007          | 0.7875   | 0.0875          | 0.0625          | 0.0575          | 0.0625          | 0.06            | 0.065           | 0.0725          | 0.0725          | 0.075           | 0.0625          | 0.0625           | 0.66             | 0.7875           |
| 0.3062        | 54.96 | 916  | 1.1016          | 0.785    | 0.0875          | 0.0625          | 0.0575          | 0.0625          | 0.06            | 0.065           | 0.0725          | 0.0725          | 0.075           | 0.0625          | 0.0625           | 0.6625           | 0.785            |
| 0.3062        | 55.98 | 933  | 1.1028          | 0.7825   | 0.0875          | 0.0625          | 0.0575          | 0.0625          | 0.06            | 0.065           | 0.0725          | 0.0725          | 0.075           | 0.0625          | 0.0625           | 0.665            | 0.7825           |
| 0.3062        | 57.0  | 950  | 1.1037          | 0.7825   | 0.0875          | 0.0625          | 0.0575          | 0.0625          | 0.06            | 0.065           | 0.0725          | 0.0725          | 0.075           | 0.0625          | 0.0625           | 0.6675           | 0.7825           |
| 0.3062        | 57.6  | 960  | 1.1037          | 0.7825   | 0.0875          | 0.0625          | 0.0575          | 0.0625          | 0.06            | 0.065           | 0.0725          | 0.0725          | 0.075           | 0.0625          | 0.0625           | 0.6675           | 0.7825           |


### 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": "2024-01-03_one_stage_subgraphs_weighted_txt_vis_conc_1_4_8_12_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