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# EElayoutlmv3_jordyvl_rvl_cdip_100_examples_per_class_2023-10-02_lte_txt_visual_conc_enc_all

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: 1.6250
- Accuracy: 0.7025
- Exit 0 Accuracy: 0.065
- Exit 1 Accuracy: 0.48
- Exit 2 Accuracy: 0.57
- Exit 3 Accuracy: 0.6425
- Exit 4 Accuracy: 0.6875
- Exit 5 Accuracy: 0.71
- Exit 6 Accuracy: 0.715
- Exit 7 Accuracy: 0.705
- Exit 8 Accuracy: 0.71
- Exit 9 Accuracy: 0.7075
- Exit 10 Accuracy: 0.7075
- Exit 11 Accuracy: 0.705
- Exit 12 Accuracy: 0.7075

## 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   | 2.6844          | 0.1425   | 0.0725          | 0.0875          | 0.0625          | 0.0625          | 0.0625          | 0.07            | 0.115           | 0.065           | 0.0625          | 0.0625          | 0.0625           | 0.0625           | 0.105            |
| No log        | 1.98  | 33   | 2.5092          | 0.2425   | 0.0625          | 0.075           | 0.065           | 0.0625          | 0.065           | 0.17            | 0.13            | 0.1325          | 0.0625          | 0.0625          | 0.0625           | 0.0625           | 0.0875           |
| No log        | 3.0   | 50   | 2.3693          | 0.2975   | 0.0575          | 0.125           | 0.105           | 0.1125          | 0.1075          | 0.1825          | 0.1825          | 0.1825          | 0.085           | 0.0675          | 0.0625           | 0.085            | 0.12             |
| No log        | 3.96  | 66   | 2.1547          | 0.39     | 0.065           | 0.1725          | 0.12            | 0.1325          | 0.1175          | 0.2925          | 0.2525          | 0.2725          | 0.095           | 0.0625          | 0.065            | 0.09             | 0.145            |
| No log        | 4.98  | 83   | 1.9916          | 0.45     | 0.0625          | 0.2375          | 0.125           | 0.1425          | 0.115           | 0.3075          | 0.2825          | 0.31            | 0.125           | 0.08            | 0.0825           | 0.1225           | 0.17             |
| No log        | 6.0   | 100  | 1.8193          | 0.475    | 0.0625          | 0.2725          | 0.1975          | 0.1625          | 0.17            | 0.405           | 0.355           | 0.3775          | 0.155           | 0.105           | 0.1375           | 0.1225           | 0.25             |
| No log        | 6.96  | 116  | 1.6391          | 0.5675   | 0.06            | 0.2825          | 0.2575          | 0.2175          | 0.2325          | 0.435           | 0.42            | 0.4125          | 0.2275          | 0.1175          | 0.165            | 0.125            | 0.2225           |
| No log        | 7.98  | 133  | 1.5333          | 0.5975   | 0.0575          | 0.2575          | 0.3             | 0.3025          | 0.34            | 0.445           | 0.435           | 0.495           | 0.3425          | 0.26            | 0.1825           | 0.1325           | 0.25             |
| No log        | 9.0   | 150  | 1.4413          | 0.5975   | 0.06            | 0.245           | 0.3075          | 0.345           | 0.395           | 0.4675          | 0.455           | 0.5075          | 0.4375          | 0.3325          | 0.2025           | 0.1375           | 0.305            |
| No log        | 9.96  | 166  | 1.3251          | 0.62     | 0.06            | 0.3025          | 0.335           | 0.3575          | 0.4525          | 0.51            | 0.5275          | 0.55            | 0.5125          | 0.4725          | 0.2575           | 0.1875           | 0.375            |
| No log        | 10.98 | 183  | 1.2767          | 0.6275   | 0.07            | 0.3375          | 0.345           | 0.41            | 0.48            | 0.5025          | 0.5125          | 0.565           | 0.565           | 0.555           | 0.3875           | 0.2075           | 0.3625           |
| No log        | 12.0  | 200  | 1.1751          | 0.675    | 0.07            | 0.3425          | 0.3425          | 0.44            | 0.48            | 0.5275          | 0.5525          | 0.5925          | 0.5575          | 0.575           | 0.47             | 0.26             | 0.4475           |
| No log        | 12.96 | 216  | 1.2128          | 0.65     | 0.0675          | 0.3375          | 0.3675          | 0.4225          | 0.5125          | 0.505           | 0.5325          | 0.5925          | 0.5825          | 0.6125          | 0.525            | 0.34             | 0.48             |
| No log        | 13.98 | 233  | 1.1501          | 0.6825   | 0.07            | 0.35            | 0.4             | 0.485           | 0.5475          | 0.5425          | 0.5475          | 0.5975          | 0.6125          | 0.6325          | 0.5925           | 0.4425           | 0.56             |
| No log        | 15.0  | 250  | 1.1550          | 0.67     | 0.0675          | 0.3625          | 0.425           | 0.505           | 0.545           | 0.5575          | 0.5875          | 0.625           | 0.6             | 0.6375          | 0.5975           | 0.4875           | 0.5675           |
| No log        | 15.96 | 266  | 1.1341          | 0.6825   | 0.0675          | 0.375           | 0.445           | 0.515           | 0.5575          | 0.5775          | 0.61            | 0.65            | 0.605           | 0.635           | 0.6225           | 0.54             | 0.6075           |
| No log        | 16.98 | 283  | 1.1208          | 0.7025   | 0.0625          | 0.385           | 0.4325          | 0.5275          | 0.5825          | 0.61            | 0.6275          | 0.6475          | 0.635           | 0.6275          | 0.62             | 0.5525           | 0.6425           |
| No log        | 18.0  | 300  | 1.1508          | 0.6975   | 0.065           | 0.3875          | 0.4225          | 0.525           | 0.5875          | 0.595           | 0.6225          | 0.65            | 0.6425          | 0.6225          | 0.64             | 0.58             | 0.665            |
| No log        | 18.96 | 316  | 1.1723          | 0.7      | 0.0625          | 0.3925          | 0.4475          | 0.5525          | 0.585           | 0.615           | 0.6475          | 0.6625          | 0.655           | 0.6425          | 0.65             | 0.5975           | 0.65             |
| No log        | 19.98 | 333  | 1.1968          | 0.6875   | 0.0675          | 0.3875          | 0.465           | 0.555           | 0.61            | 0.6225          | 0.6325          | 0.65            | 0.65            | 0.645           | 0.66             | 0.6325           | 0.6725           |
| No log        | 21.0  | 350  | 1.2006          | 0.7      | 0.0675          | 0.405           | 0.4725          | 0.5625          | 0.62            | 0.6225          | 0.655           | 0.67            | 0.66            | 0.6675          | 0.69             | 0.6575           | 0.6925           |
| No log        | 21.96 | 366  | 1.2073          | 0.6925   | 0.0675          | 0.4175          | 0.485           | 0.56            | 0.62            | 0.625           | 0.6425          | 0.6775          | 0.6625          | 0.6825          | 0.6975           | 0.705            | 0.695            |
| No log        | 22.98 | 383  | 1.2901          | 0.6875   | 0.07            | 0.4125          | 0.4875          | 0.56            | 0.6325          | 0.6425          | 0.665           | 0.6725          | 0.6825          | 0.69            | 0.69             | 0.705            | 0.695            |
| No log        | 24.0  | 400  | 1.3072          | 0.69     | 0.0625          | 0.42            | 0.475           | 0.5675          | 0.635           | 0.645           | 0.665           | 0.68            | 0.68            | 0.6725          | 0.68             | 0.69             | 0.69             |
| No log        | 24.96 | 416  | 1.3590          | 0.6875   | 0.0625          | 0.4375          | 0.4875          | 0.5675          | 0.635           | 0.65            | 0.6725          | 0.6825          | 0.6825          | 0.6925          | 0.69             | 0.6975           | 0.695            |
| No log        | 25.98 | 433  | 1.4236          | 0.6825   | 0.065           | 0.435           | 0.4825          | 0.565           | 0.63            | 0.6325          | 0.67            | 0.67            | 0.67            | 0.6675          | 0.6775           | 0.6875           | 0.685            |
| No log        | 27.0  | 450  | 1.3880          | 0.6925   | 0.065           | 0.4325          | 0.5             | 0.59            | 0.645           | 0.65            | 0.6775          | 0.6775          | 0.6825          | 0.6875          | 0.68             | 0.685            | 0.695            |
| No log        | 27.96 | 466  | 1.3898          | 0.705    | 0.0625          | 0.4325          | 0.5075          | 0.6             | 0.655           | 0.685           | 0.68            | 0.6975          | 0.7             | 0.6925          | 0.685            | 0.705            | 0.7125           |
| No log        | 28.98 | 483  | 1.3835          | 0.7075   | 0.0625          | 0.4325          | 0.5025          | 0.5925          | 0.6675          | 0.67            | 0.69            | 0.7025          | 0.7             | 0.705           | 0.6975           | 0.7025           | 0.71             |
| 12.403        | 30.0  | 500  | 1.4914          | 0.6825   | 0.0625          | 0.4425          | 0.5175          | 0.6125          | 0.6675          | 0.6925          | 0.685           | 0.6875          | 0.685           | 0.6825          | 0.68             | 0.6825           | 0.69             |
| 12.403        | 30.96 | 516  | 1.4158          | 0.705    | 0.065           | 0.44            | 0.52            | 0.615           | 0.6725          | 0.685           | 0.7075          | 0.7             | 0.695           | 0.6925          | 0.6875           | 0.69             | 0.71             |
| 12.403        | 31.98 | 533  | 1.4566          | 0.7075   | 0.065           | 0.445           | 0.5275          | 0.6             | 0.665           | 0.66            | 0.6925          | 0.695           | 0.695           | 0.7025          | 0.7025           | 0.695            | 0.705            |
| 12.403        | 33.0  | 550  | 1.4925          | 0.6825   | 0.0625          | 0.45            | 0.5225          | 0.605           | 0.6775          | 0.6675          | 0.7025          | 0.6975          | 0.6975          | 0.6975          | 0.7025           | 0.6975           | 0.705            |
| 12.403        | 33.96 | 566  | 1.4863          | 0.6975   | 0.0675          | 0.4375          | 0.5325          | 0.61            | 0.6775          | 0.6775          | 0.6975          | 0.695           | 0.6975          | 0.69            | 0.6975           | 0.695            | 0.7075           |
| 12.403        | 34.98 | 583  | 1.4770          | 0.7075   | 0.0675          | 0.4625          | 0.525           | 0.625           | 0.6725          | 0.6775          | 0.695           | 0.6875          | 0.69            | 0.6925          | 0.695            | 0.705            | 0.7025           |
| 12.403        | 36.0  | 600  | 1.5347          | 0.6875   | 0.065           | 0.44            | 0.54            | 0.6175          | 0.6775          | 0.68            | 0.695           | 0.69            | 0.69            | 0.695           | 0.6875           | 0.6925           | 0.6975           |
| 12.403        | 36.96 | 616  | 1.5124          | 0.7025   | 0.065           | 0.445           | 0.5325          | 0.62            | 0.675           | 0.68            | 0.6975          | 0.7             | 0.6975          | 0.695           | 0.6975           | 0.7              | 0.71             |
| 12.403        | 37.98 | 633  | 1.5120          | 0.7075   | 0.065           | 0.4525          | 0.5375          | 0.6025          | 0.67            | 0.6925          | 0.6975          | 0.7025          | 0.695           | 0.6925          | 0.6975           | 0.6975           | 0.7075           |
| 12.403        | 39.0  | 650  | 1.5235          | 0.705    | 0.065           | 0.4575          | 0.5325          | 0.6175          | 0.675           | 0.6925          | 0.705           | 0.7             | 0.695           | 0.695           | 0.7              | 0.7025           | 0.72             |
| 12.403        | 39.96 | 666  | 1.5712          | 0.6875   | 0.065           | 0.46            | 0.5425          | 0.635           | 0.675           | 0.7             | 0.7025          | 0.7025          | 0.7             | 0.6975          | 0.6925           | 0.6925           | 0.6975           |
| 12.403        | 40.98 | 683  | 1.5346          | 0.705    | 0.065           | 0.455           | 0.545           | 0.6275          | 0.675           | 0.6975          | 0.6975          | 0.695           | 0.695           | 0.7025          | 0.7025           | 0.7025           | 0.71             |
| 12.403        | 42.0  | 700  | 1.5656          | 0.7025   | 0.065           | 0.47            | 0.55            | 0.635           | 0.6725          | 0.7             | 0.7075          | 0.7025          | 0.7025          | 0.7             | 0.7              | 0.6975           | 0.71             |
| 12.403        | 42.96 | 716  | 1.5712          | 0.695    | 0.065           | 0.465           | 0.5575          | 0.63            | 0.685           | 0.695           | 0.705           | 0.71            | 0.705           | 0.71            | 0.7025           | 0.705            | 0.7              |
| 12.403        | 43.98 | 733  | 1.5481          | 0.7075   | 0.0675          | 0.4675          | 0.545           | 0.63            | 0.6825          | 0.705           | 0.705           | 0.705           | 0.705           | 0.7             | 0.7025           | 0.705            | 0.715            |
| 12.403        | 45.0  | 750  | 1.5867          | 0.705    | 0.065           | 0.4625          | 0.5525          | 0.6325          | 0.68            | 0.6975          | 0.705           | 0.7025          | 0.7075          | 0.7025          | 0.6975           | 0.705            | 0.7075           |
| 12.403        | 45.96 | 766  | 1.5766          | 0.7075   | 0.0675          | 0.475           | 0.55            | 0.63            | 0.685           | 0.705           | 0.7025          | 0.7075          | 0.705           | 0.705           | 0.705            | 0.705            | 0.705            |
| 12.403        | 46.98 | 783  | 1.5702          | 0.71     | 0.065           | 0.475           | 0.5725          | 0.6475          | 0.6925          | 0.71            | 0.705           | 0.71            | 0.705           | 0.7025          | 0.7075           | 0.71             | 0.7225           |
| 12.403        | 48.0  | 800  | 1.5957          | 0.705    | 0.065           | 0.47            | 0.5575          | 0.6325          | 0.6875          | 0.715           | 0.71            | 0.7075          | 0.71            | 0.7025          | 0.7075           | 0.7025           | 0.7125           |
| 12.403        | 48.96 | 816  | 1.6135          | 0.705    | 0.065           | 0.4725          | 0.555           | 0.64            | 0.68            | 0.7             | 0.7075          | 0.71            | 0.705           | 0.7             | 0.6975           | 0.705            | 0.7125           |
| 12.403        | 49.98 | 833  | 1.5976          | 0.7075   | 0.065           | 0.4775          | 0.575           | 0.65            | 0.695           | 0.7025          | 0.7075          | 0.7075          | 0.7075          | 0.7075          | 0.7075           | 0.705            | 0.7125           |
| 12.403        | 51.0  | 850  | 1.5968          | 0.7175   | 0.065           | 0.4725          | 0.5675          | 0.6425          | 0.6875          | 0.7075          | 0.71            | 0.7125          | 0.7075          | 0.71            | 0.71             | 0.71             | 0.715            |
| 12.403        | 51.96 | 866  | 1.6005          | 0.705    | 0.065           | 0.475           | 0.565           | 0.6375          | 0.685           | 0.705           | 0.715           | 0.71            | 0.7025          | 0.7075          | 0.7075           | 0.705            | 0.715            |
| 12.403        | 52.98 | 883  | 1.6061          | 0.7125   | 0.065           | 0.48            | 0.57            | 0.6425          | 0.6925          | 0.71            | 0.715           | 0.71            | 0.705           | 0.71            | 0.7075           | 0.7075           | 0.7175           |
| 12.403        | 54.0  | 900  | 1.6100          | 0.7025   | 0.065           | 0.48            | 0.5675          | 0.6425          | 0.69            | 0.7075          | 0.7125          | 0.7075          | 0.705           | 0.7025          | 0.705            | 0.7025           | 0.7075           |
| 12.403        | 54.96 | 916  | 1.6125          | 0.705    | 0.065           | 0.48            | 0.57            | 0.6475          | 0.69            | 0.71            | 0.71            | 0.7075          | 0.705           | 0.705           | 0.7025           | 0.7025           | 0.71             |
| 12.403        | 55.98 | 933  | 1.6285          | 0.7      | 0.065           | 0.4825          | 0.57            | 0.6425          | 0.6875          | 0.705           | 0.71            | 0.705           | 0.7025          | 0.705           | 0.705            | 0.7              | 0.7025           |
| 12.403        | 57.0  | 950  | 1.6270          | 0.7025   | 0.065           | 0.48            | 0.57            | 0.6425          | 0.69            | 0.71            | 0.7175          | 0.705           | 0.71            | 0.7075          | 0.705            | 0.7025           | 0.7025           |
| 12.403        | 57.6  | 960  | 1.6250          | 0.7025   | 0.065           | 0.48            | 0.57            | 0.6425          | 0.6875          | 0.71            | 0.715           | 0.705           | 0.71            | 0.7075          | 0.7075           | 0.705            | 0.7075           |


### 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": "EElayoutlmv3_jordyvl_rvl_cdip_100_examples_per_class_2023-10-02_lte_txt_visual_conc_enc_all", "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