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# 2024-01-11_one_stage_subgraphs_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: 1.7684
- Accuracy: 0.7425
- Exit 0 Accuracy: 0.0625
- Exit 1 Accuracy: 0.05
- Exit 2 Accuracy: 0.08
- Exit 3 Accuracy: 0.12
- Exit 4 Accuracy: 0.1075
- Exit 5 Accuracy: 0.38
- Exit 6 Accuracy: 0.6625
- Exit 7 Accuracy: 0.7225
- Exit 8 Accuracy: 0.7175
- Exit 9 Accuracy: 0.735
- Exit 10 Accuracy: 0.7425
- Exit 11 Accuracy: 0.7425
- Exit 12 Accuracy: 0.7425
- Exit 13 Accuracy: 0.7425

## 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   | 2.6864          | 0.1775   | 0.0525          | 0.05            | 0.0625          | 0.0625          | 0.0625          | 0.0625          | 0.0625          | 0.0625          | 0.0625          | 0.0625          | 0.0625           | 0.0625           | 0.0625           | 0.0725           |
| No log        | 1.98  | 33   | 2.5149          | 0.255    | 0.065           | 0.05            | 0.0625          | 0.0625          | 0.0625          | 0.0625          | 0.0625          | 0.065           | 0.0625          | 0.0625          | 0.0625           | 0.0625           | 0.0625           | 0.09             |
| No log        | 3.0   | 50   | 2.3270          | 0.3325   | 0.0625          | 0.05            | 0.0625          | 0.0625          | 0.0625          | 0.0625          | 0.0625          | 0.085           | 0.0625          | 0.0625          | 0.0625           | 0.0625           | 0.0625           | 0.15             |
| No log        | 3.96  | 66   | 2.1448          | 0.39     | 0.06            | 0.05            | 0.0625          | 0.08            | 0.0625          | 0.0625          | 0.08            | 0.065           | 0.0625          | 0.0625          | 0.0625           | 0.0625           | 0.0625           | 0.13             |
| No log        | 4.98  | 83   | 1.9464          | 0.4675   | 0.075           | 0.05            | 0.0625          | 0.07            | 0.0625          | 0.0625          | 0.075           | 0.0725          | 0.0625          | 0.0625          | 0.0625           | 0.0625           | 0.0625           | 0.215            |
| No log        | 6.0   | 100  | 1.6533          | 0.565    | 0.0675          | 0.05            | 0.0625          | 0.065           | 0.0625          | 0.0625          | 0.105           | 0.09            | 0.0625          | 0.0625          | 0.0625           | 0.0625           | 0.0625           | 0.2575           |
| No log        | 6.96  | 116  | 1.4101          | 0.6325   | 0.0675          | 0.05            | 0.0625          | 0.065           | 0.0625          | 0.0625          | 0.1025          | 0.1175          | 0.0625          | 0.0625          | 0.0625           | 0.0625           | 0.0625           | 0.39             |
| No log        | 7.98  | 133  | 1.2738          | 0.6725   | 0.0675          | 0.05            | 0.0625          | 0.07            | 0.0625          | 0.0625          | 0.1125          | 0.135           | 0.0625          | 0.0625          | 0.0625           | 0.0625           | 0.0625           | 0.425            |
| No log        | 9.0   | 150  | 1.1300          | 0.715    | 0.06            | 0.05            | 0.0625          | 0.07            | 0.0625          | 0.0625          | 0.11            | 0.1375          | 0.0625          | 0.0625          | 0.0625           | 0.0625           | 0.0625           | 0.525            |
| No log        | 9.96  | 166  | 1.0187          | 0.7525   | 0.06            | 0.05            | 0.0625          | 0.065           | 0.0625          | 0.0625          | 0.12            | 0.1375          | 0.0625          | 0.0625          | 0.0625           | 0.0625           | 0.0625           | 0.535            |
| No log        | 10.98 | 183  | 0.9542          | 0.74     | 0.06            | 0.05            | 0.0625          | 0.0675          | 0.0625          | 0.0625          | 0.1175          | 0.1525          | 0.0625          | 0.0625          | 0.0625           | 0.0625           | 0.0625           | 0.615            |
| No log        | 12.0  | 200  | 0.9636          | 0.74     | 0.06            | 0.05            | 0.0625          | 0.07            | 0.0625          | 0.0625          | 0.12            | 0.1675          | 0.0625          | 0.0625          | 0.0625           | 0.0625           | 0.0625           | 0.6325           |
| No log        | 12.96 | 216  | 0.9379          | 0.7425   | 0.06            | 0.05            | 0.0625          | 0.08            | 0.0625          | 0.0625          | 0.115           | 0.1825          | 0.0625          | 0.0625          | 0.0625           | 0.0625           | 0.0625           | 0.645            |
| No log        | 13.98 | 233  | 0.9400          | 0.7575   | 0.06            | 0.05            | 0.0625          | 0.08            | 0.0625          | 0.0625          | 0.105           | 0.2075          | 0.0675          | 0.0625          | 0.0625           | 0.0625           | 0.0625           | 0.695            |
| No log        | 15.0  | 250  | 0.9432          | 0.7425   | 0.06            | 0.05            | 0.0625          | 0.08            | 0.0625          | 0.0625          | 0.125           | 0.2325          | 0.0725          | 0.0625          | 0.0625           | 0.0625           | 0.08             | 0.75             |
| No log        | 15.96 | 266  | 0.9819          | 0.7575   | 0.06            | 0.05            | 0.0625          | 0.08            | 0.0625          | 0.0625          | 0.1175          | 0.28            | 0.1475          | 0.0625          | 0.0625           | 0.0625           | 0.07             | 0.7475           |
| No log        | 16.98 | 283  | 1.0413          | 0.7525   | 0.06            | 0.05            | 0.0625          | 0.085           | 0.0625          | 0.0625          | 0.1275          | 0.3125          | 0.2575          | 0.0625          | 0.0625           | 0.0625           | 0.09             | 0.7475           |
| No log        | 18.0  | 300  | 0.9949          | 0.78     | 0.0625          | 0.05            | 0.0625          | 0.0875          | 0.0625          | 0.0625          | 0.1625          | 0.3475          | 0.38            | 0.0625          | 0.0625           | 0.0625           | 0.1025           | 0.76             |
| No log        | 18.96 | 316  | 1.0809          | 0.7625   | 0.06            | 0.05            | 0.0625          | 0.0825          | 0.0625          | 0.0625          | 0.18            | 0.3725          | 0.5125          | 0.0625          | 0.0625           | 0.0625           | 0.14             | 0.75             |
| No log        | 19.98 | 333  | 1.1297          | 0.755    | 0.06            | 0.05            | 0.0625          | 0.0825          | 0.0625          | 0.0625          | 0.21            | 0.425           | 0.61            | 0.1325          | 0.0625           | 0.0625           | 0.22             | 0.7575           |
| No log        | 21.0  | 350  | 1.1168          | 0.78     | 0.0625          | 0.05            | 0.0625          | 0.0875          | 0.0625          | 0.0625          | 0.2325          | 0.475           | 0.63            | 0.215           | 0.0625           | 0.0625           | 0.28             | 0.7775           |
| No log        | 21.96 | 366  | 1.1737          | 0.76     | 0.06            | 0.05            | 0.0625          | 0.0825          | 0.0625          | 0.0625          | 0.2675          | 0.53            | 0.6625          | 0.38            | 0.0625           | 0.0625           | 0.4025           | 0.7625           |
| No log        | 22.98 | 383  | 1.1825          | 0.775    | 0.06            | 0.05            | 0.0625          | 0.0825          | 0.0625          | 0.0625          | 0.3375          | 0.5425          | 0.6925          | 0.505           | 0.1375           | 0.085            | 0.635            | 0.7675           |
| No log        | 24.0  | 400  | 1.1897          | 0.77     | 0.06            | 0.05            | 0.0625          | 0.085           | 0.0625          | 0.0625          | 0.37            | 0.585           | 0.6975          | 0.55            | 0.2725           | 0.22             | 0.7525           | 0.7625           |
| No log        | 24.96 | 416  | 1.2044          | 0.7625   | 0.07            | 0.05            | 0.0625          | 0.0875          | 0.0625          | 0.0625          | 0.4175          | 0.6225          | 0.7225          | 0.59            | 0.295            | 0.31             | 0.7625           | 0.765            |
| No log        | 25.98 | 433  | 1.2994          | 0.7625   | 0.06            | 0.05            | 0.0625          | 0.09            | 0.0625          | 0.0625          | 0.4625          | 0.6325          | 0.7225          | 0.685           | 0.455            | 0.5025           | 0.7525           | 0.7625           |
| No log        | 27.0  | 450  | 1.3615          | 0.75     | 0.065           | 0.05            | 0.0625          | 0.09            | 0.0625          | 0.0625          | 0.5             | 0.65            | 0.7175          | 0.695           | 0.5975           | 0.6025           | 0.75             | 0.7575           |
| No log        | 27.96 | 466  | 1.3147          | 0.7625   | 0.065           | 0.05            | 0.0625          | 0.0925          | 0.0625          | 0.0625          | 0.515           | 0.6725          | 0.7275          | 0.72            | 0.6525           | 0.675            | 0.755            | 0.765            |
| No log        | 28.98 | 483  | 1.3834          | 0.7625   | 0.0625          | 0.05            | 0.0625          | 0.095           | 0.0625          | 0.0625          | 0.53            | 0.6775          | 0.73            | 0.75            | 0.685            | 0.7075           | 0.755            | 0.7625           |
| 1.6198        | 30.0  | 500  | 1.3835          | 0.765    | 0.07            | 0.05            | 0.0625          | 0.095           | 0.0625          | 0.0625          | 0.56            | 0.69            | 0.735           | 0.7425          | 0.6975           | 0.7075           | 0.7625           | 0.7625           |
| 1.6198        | 30.96 | 516  | 1.3107          | 0.78     | 0.0625          | 0.05            | 0.0625          | 0.095           | 0.0625          | 0.07            | 0.5575          | 0.6875          | 0.7275          | 0.7475          | 0.7575           | 0.78             | 0.7775           | 0.78             |
| 1.6198        | 31.98 | 533  | 1.4250          | 0.7675   | 0.0625          | 0.05            | 0.0625          | 0.095           | 0.0625          | 0.0725          | 0.56            | 0.6875          | 0.73            | 0.7525          | 0.7425           | 0.7525           | 0.7625           | 0.765            |
| 1.6198        | 33.0  | 550  | 1.4812          | 0.7575   | 0.0625          | 0.05            | 0.0625          | 0.095           | 0.0625          | 0.0775          | 0.58            | 0.7             | 0.725           | 0.7375          | 0.74             | 0.755            | 0.7575           | 0.7575           |
| 1.6198        | 33.96 | 566  | 1.4561          | 0.76     | 0.0625          | 0.05            | 0.0625          | 0.095           | 0.0625          | 0.0775          | 0.5825          | 0.7             | 0.74            | 0.7575          | 0.7525           | 0.76             | 0.755            | 0.7575           |
| 1.6198        | 34.98 | 583  | 1.4261          | 0.765    | 0.0625          | 0.05            | 0.0625          | 0.095           | 0.0625          | 0.0875          | 0.5925          | 0.7025          | 0.735           | 0.75            | 0.755            | 0.7675           | 0.76             | 0.765            |
| 1.6198        | 36.0  | 600  | 1.5167          | 0.7625   | 0.065           | 0.05            | 0.0625          | 0.1             | 0.0625          | 0.095           | 0.6025          | 0.705           | 0.7375          | 0.7475          | 0.7575           | 0.755            | 0.75             | 0.7575           |
| 1.6198        | 36.96 | 616  | 1.5194          | 0.76     | 0.0625          | 0.05            | 0.0625          | 0.11            | 0.0625          | 0.105           | 0.61            | 0.7025          | 0.73            | 0.7475          | 0.7575           | 0.76             | 0.7525           | 0.7575           |
| 1.6198        | 37.98 | 633  | 1.5906          | 0.7525   | 0.0625          | 0.05            | 0.0625          | 0.1             | 0.0625          | 0.1375          | 0.62            | 0.7225          | 0.735           | 0.7475          | 0.7525           | 0.75             | 0.7525           | 0.755            |
| 1.6198        | 39.0  | 650  | 1.5770          | 0.7525   | 0.0625          | 0.05            | 0.0625          | 0.105           | 0.0625          | 0.1625          | 0.625           | 0.7225          | 0.73            | 0.7375          | 0.75             | 0.755            | 0.75             | 0.755            |
| 1.6198        | 39.96 | 666  | 1.6364          | 0.745    | 0.065           | 0.05            | 0.0625          | 0.1025          | 0.0625          | 0.1875          | 0.6225          | 0.715           | 0.735           | 0.7275          | 0.7425           | 0.74             | 0.74             | 0.745            |
| 1.6198        | 40.98 | 683  | 1.5944          | 0.755    | 0.0625          | 0.05            | 0.0625          | 0.1125          | 0.0625          | 0.2125          | 0.64            | 0.72            | 0.735           | 0.745           | 0.76             | 0.7525           | 0.76             | 0.7575           |
| 1.6198        | 42.0  | 700  | 1.6703          | 0.7475   | 0.0625          | 0.05            | 0.0625          | 0.12            | 0.07            | 0.245           | 0.64            | 0.715           | 0.725           | 0.7375          | 0.745            | 0.7475           | 0.7425           | 0.7475           |
| 1.6198        | 42.96 | 716  | 1.6740          | 0.745    | 0.0625          | 0.05            | 0.0625          | 0.12            | 0.07            | 0.25            | 0.6425          | 0.7             | 0.735           | 0.735           | 0.745            | 0.745            | 0.74             | 0.745            |
| 1.6198        | 43.98 | 733  | 1.7231          | 0.74     | 0.0625          | 0.05            | 0.0625          | 0.12            | 0.08            | 0.265           | 0.6525          | 0.7075          | 0.725           | 0.74            | 0.7475           | 0.745            | 0.7375           | 0.7375           |
| 1.6198        | 45.0  | 750  | 1.6939          | 0.7525   | 0.0625          | 0.05            | 0.0625          | 0.12            | 0.0825          | 0.2725          | 0.645           | 0.7125          | 0.725           | 0.7425          | 0.7475           | 0.7425           | 0.7425           | 0.755            |
| 1.6198        | 45.96 | 766  | 1.7421          | 0.745    | 0.0625          | 0.05            | 0.0625          | 0.12            | 0.0875          | 0.2825          | 0.655           | 0.7125          | 0.7325          | 0.7475          | 0.75             | 0.7425           | 0.7425           | 0.745            |
| 1.6198        | 46.98 | 783  | 1.7177          | 0.7425   | 0.06            | 0.05            | 0.065           | 0.12            | 0.0875          | 0.3             | 0.65            | 0.72            | 0.7325          | 0.7425          | 0.7475           | 0.75             | 0.745            | 0.745            |
| 1.6198        | 48.0  | 800  | 1.7315          | 0.75     | 0.0625          | 0.05            | 0.065           | 0.12            | 0.09            | 0.3225          | 0.645           | 0.7225          | 0.725           | 0.7375          | 0.7525           | 0.745            | 0.745            | 0.75             |
| 1.6198        | 48.96 | 816  | 1.7541          | 0.7475   | 0.0625          | 0.05            | 0.065           | 0.12            | 0.0925          | 0.32            | 0.6575          | 0.72            | 0.7325          | 0.7275          | 0.7375           | 0.745            | 0.745            | 0.7475           |
| 1.6198        | 49.98 | 833  | 1.7533          | 0.745    | 0.0625          | 0.05            | 0.07            | 0.12            | 0.0925          | 0.345           | 0.6675          | 0.72            | 0.725           | 0.745           | 0.7525           | 0.7375           | 0.7425           | 0.7425           |
| 1.6198        | 51.0  | 850  | 1.7161          | 0.745    | 0.0625          | 0.05            | 0.075           | 0.12            | 0.0925          | 0.36            | 0.655           | 0.7225          | 0.7275          | 0.7375          | 0.74             | 0.7375           | 0.745            | 0.75             |
| 1.6198        | 51.96 | 866  | 1.7707          | 0.7425   | 0.0625          | 0.05            | 0.0775          | 0.12            | 0.095           | 0.3675          | 0.6625          | 0.72            | 0.725           | 0.7475          | 0.74             | 0.7425           | 0.7375           | 0.7425           |
| 1.6198        | 52.98 | 883  | 1.7398          | 0.7475   | 0.0625          | 0.05            | 0.08            | 0.12            | 0.1025          | 0.365           | 0.665           | 0.7225          | 0.725           | 0.7325          | 0.74             | 0.7425           | 0.7475           | 0.7475           |
| 1.6198        | 54.0  | 900  | 1.7368          | 0.75     | 0.0625          | 0.05            | 0.08            | 0.12            | 0.105           | 0.375           | 0.6625          | 0.7225          | 0.7225          | 0.735           | 0.745            | 0.7425           | 0.745            | 0.7525           |
| 1.6198        | 54.96 | 916  | 1.7665          | 0.745    | 0.0625          | 0.05            | 0.08            | 0.12            | 0.105           | 0.3725          | 0.6625          | 0.7175          | 0.7225          | 0.735           | 0.745            | 0.74             | 0.7425           | 0.745            |
| 1.6198        | 55.98 | 933  | 1.7775          | 0.7475   | 0.0625          | 0.05            | 0.08            | 0.12            | 0.105           | 0.375           | 0.665           | 0.7225          | 0.7225          | 0.735           | 0.7375           | 0.74             | 0.74             | 0.7475           |
| 1.6198        | 57.0  | 950  | 1.7698          | 0.7425   | 0.0625          | 0.05            | 0.08            | 0.12            | 0.1075          | 0.3775          | 0.6625          | 0.72            | 0.7175          | 0.7325          | 0.7425           | 0.7425           | 0.7425           | 0.7425           |
| 1.6198        | 57.6  | 960  | 1.7684          | 0.7425   | 0.0625          | 0.05            | 0.08            | 0.12            | 0.1075          | 0.38            | 0.6625          | 0.7225          | 0.7175          | 0.735           | 0.7425           | 0.7425           | 0.7425           | 0.7425           |


### 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": "2024-01-11_one_stage_subgraphs_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