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# 2024-01-09_one_stage_subgraphs_weighted_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: 1.1363
- Accuracy: 0.78
- Exit 0 Accuracy: 0.1575
- Exit 1 Accuracy: 0.2375
- Exit 2 Accuracy: 0.3475
- Exit 3 Accuracy: 0.27
- Exit 4 Accuracy: 0.3275
- Exit 5 Accuracy: 0.51
- Exit 6 Accuracy: 0.6075
- Exit 7 Accuracy: 0.7225
- Exit 8 Accuracy: 0.7575
- Exit 9 Accuracy: 0.76
- Exit 10 Accuracy: 0.735
- Exit 11 Accuracy: 0.7625
- Exit 12 Accuracy: 0.785
- Exit 13 Accuracy: 0.7775

## 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   | 2.6689          | 0.185    | 0.0625          | 0.09            | 0.06            | 0.085           | 0.0625          | 0.0625          | 0.0625          | 0.0625          | 0.0625          | 0.0625          | 0.0625           | 0.0625           | 0.1075           | 0.0725           |
| No log        | 1.98  | 33   | 2.4891          | 0.2725   | 0.0875          | 0.1175          | 0.0625          | 0.0625          | 0.0625          | 0.0625          | 0.0625          | 0.0625          | 0.0625          | 0.0625          | 0.0625           | 0.0625           | 0.065            | 0.15             |
| No log        | 3.0   | 50   | 2.2773          | 0.3425   | 0.1075          | 0.125           | 0.09            | 0.1125          | 0.0625          | 0.0625          | 0.0625          | 0.065           | 0.0625          | 0.0625          | 0.0625           | 0.0625           | 0.0925           | 0.2375           |
| No log        | 3.96  | 66   | 2.0666          | 0.4      | 0.1             | 0.1175          | 0.0925          | 0.115           | 0.0625          | 0.0775          | 0.0625          | 0.065           | 0.0625          | 0.0625          | 0.0625           | 0.0625           | 0.065            | 0.305            |
| No log        | 4.98  | 83   | 1.8597          | 0.485    | 0.12            | 0.12            | 0.0775          | 0.1225          | 0.0625          | 0.085           | 0.065           | 0.1125          | 0.0625          | 0.0625          | 0.0625           | 0.0625           | 0.0975           | 0.3275           |
| No log        | 6.0   | 100  | 1.5470          | 0.5875   | 0.1225          | 0.135           | 0.1075          | 0.12            | 0.0625          | 0.0625          | 0.095           | 0.18            | 0.0825          | 0.0625          | 0.0625           | 0.0625           | 0.125            | 0.4425           |
| No log        | 6.96  | 116  | 1.3384          | 0.6575   | 0.13            | 0.145           | 0.115           | 0.0825          | 0.065           | 0.0725          | 0.0925          | 0.19            | 0.1725          | 0.0625          | 0.0625           | 0.0625           | 0.12             | 0.5825           |
| No log        | 7.98  | 133  | 1.1479          | 0.7125   | 0.1225          | 0.1475          | 0.11            | 0.135           | 0.0725          | 0.0925          | 0.12            | 0.2425          | 0.265           | 0.0625          | 0.0625           | 0.0625           | 0.12             | 0.63             |
| No log        | 9.0   | 150  | 1.0184          | 0.745    | 0.1175          | 0.16            | 0.1575          | 0.1425          | 0.0775          | 0.095           | 0.1525          | 0.315           | 0.3775          | 0.0625          | 0.0625           | 0.0625           | 0.1225           | 0.68             |
| No log        | 9.96  | 166  | 0.9324          | 0.7725   | 0.1225          | 0.1625          | 0.1425          | 0.13            | 0.095           | 0.1225          | 0.18            | 0.31            | 0.465           | 0.0625          | 0.0625           | 0.0625           | 0.1225           | 0.7225           |
| No log        | 10.98 | 183  | 0.9027          | 0.755    | 0.125           | 0.165           | 0.1775          | 0.135           | 0.0975          | 0.125           | 0.24            | 0.405           | 0.515           | 0.0625          | 0.0625           | 0.0625           | 0.145            | 0.7325           |
| No log        | 12.0  | 200  | 0.8841          | 0.7725   | 0.1225          | 0.1725          | 0.2             | 0.1425          | 0.095           | 0.115           | 0.3075          | 0.4525          | 0.5375          | 0.0625          | 0.0625           | 0.0625           | 0.2325           | 0.7525           |
| No log        | 12.96 | 216  | 0.8951          | 0.7625   | 0.125           | 0.1725          | 0.2325          | 0.0625          | 0.115           | 0.12            | 0.3675          | 0.505           | 0.5425          | 0.0625          | 0.0625           | 0.085            | 0.2975           | 0.76             |
| No log        | 13.98 | 233  | 0.9242          | 0.75     | 0.135           | 0.1825          | 0.1825          | 0.12            | 0.1675          | 0.13            | 0.3325          | 0.485           | 0.6225          | 0.0625          | 0.0625           | 0.0975           | 0.425            | 0.75             |
| No log        | 15.0  | 250  | 0.8407          | 0.7775   | 0.13            | 0.185           | 0.165           | 0.11            | 0.1075          | 0.1275          | 0.3575          | 0.51            | 0.62            | 0.0625          | 0.0625           | 0.0975           | 0.455            | 0.7875           |
| No log        | 15.96 | 266  | 1.0176          | 0.7325   | 0.165           | 0.19            | 0.1475          | 0.0925          | 0.2             | 0.1075          | 0.445           | 0.4625          | 0.6225          | 0.0625          | 0.0625           | 0.1375           | 0.5              | 0.7375           |
| No log        | 16.98 | 283  | 0.9081          | 0.7825   | 0.15            | 0.19            | 0.17            | 0.095           | 0.21            | 0.125           | 0.455           | 0.5225          | 0.645           | 0.135           | 0.0925           | 0.2125           | 0.6275           | 0.79             |
| No log        | 18.0  | 300  | 0.9397          | 0.7775   | 0.1425          | 0.1975          | 0.235           | 0.1125          | 0.195           | 0.1775          | 0.4225          | 0.56            | 0.665           | 0.1175          | 0.0625           | 0.195            | 0.665            | 0.785            |
| No log        | 18.96 | 316  | 1.0205          | 0.765    | 0.1375          | 0.205           | 0.155           | 0.1             | 0.245           | 0.2225          | 0.4825          | 0.6275          | 0.6925          | 0.2175          | 0.37             | 0.17             | 0.71             | 0.7675           |
| No log        | 19.98 | 333  | 0.9132          | 0.7975   | 0.1425          | 0.2             | 0.2525          | 0.1225          | 0.2775          | 0.3125          | 0.5375          | 0.6275          | 0.695           | 0.2175          | 0.305            | 0.2775           | 0.755            | 0.7975           |
| No log        | 21.0  | 350  | 0.9610          | 0.78     | 0.1525          | 0.1975          | 0.2             | 0.1675          | 0.265           | 0.3225          | 0.5275          | 0.62            | 0.69            | 0.3975          | 0.285            | 0.435            | 0.7425           | 0.78             |
| No log        | 21.96 | 366  | 0.9429          | 0.785    | 0.155           | 0.1975          | 0.2325          | 0.1425          | 0.2675          | 0.36            | 0.4975          | 0.645           | 0.7175          | 0.54            | 0.3725           | 0.55             | 0.775            | 0.78             |
| No log        | 22.98 | 383  | 0.9549          | 0.795    | 0.1525          | 0.205           | 0.2625          | 0.16            | 0.29            | 0.3375          | 0.535           | 0.6525          | 0.72            | 0.5025          | 0.3675           | 0.635            | 0.765            | 0.795            |
| No log        | 24.0  | 400  | 0.9764          | 0.7775   | 0.155           | 0.205           | 0.235           | 0.19            | 0.275           | 0.39            | 0.515           | 0.655           | 0.725           | 0.625           | 0.4275           | 0.615            | 0.7725           | 0.7825           |
| No log        | 24.96 | 416  | 0.9804          | 0.7775   | 0.16            | 0.2025          | 0.32            | 0.16            | 0.2725          | 0.4125          | 0.5225          | 0.6425          | 0.7325          | 0.6375          | 0.4425           | 0.685            | 0.7775           | 0.7825           |
| No log        | 25.98 | 433  | 0.9886          | 0.775    | 0.165           | 0.2075          | 0.3025          | 0.17            | 0.355           | 0.4875          | 0.5325          | 0.665           | 0.7325          | 0.6925          | 0.52             | 0.6175           | 0.7775           | 0.7775           |
| No log        | 27.0  | 450  | 0.9906          | 0.7775   | 0.145           | 0.21            | 0.28            | 0.2075          | 0.33            | 0.4225          | 0.52            | 0.6675          | 0.7375          | 0.705           | 0.59             | 0.6675           | 0.7725           | 0.775            |
| No log        | 27.96 | 466  | 1.0077          | 0.7875   | 0.1475          | 0.21            | 0.2625          | 0.23            | 0.3525          | 0.445           | 0.515           | 0.665           | 0.74            | 0.695           | 0.5975           | 0.6625           | 0.78             | 0.785            |
| No log        | 28.98 | 483  | 1.0239          | 0.7775   | 0.1625          | 0.2075          | 0.3325          | 0.2075          | 0.35            | 0.455           | 0.55            | 0.6725          | 0.7425          | 0.72            | 0.6275           | 0.6925           | 0.7725           | 0.7825           |
| 0.4097        | 30.0  | 500  | 1.0323          | 0.785    | 0.16            | 0.21            | 0.375           | 0.3             | 0.365           | 0.49            | 0.555           | 0.68            | 0.7425          | 0.73            | 0.5575           | 0.705            | 0.7825           | 0.785            |
| 0.4097        | 30.96 | 516  | 1.0327          | 0.785    | 0.1525          | 0.2175          | 0.2975          | 0.205           | 0.3425          | 0.4625          | 0.55            | 0.68            | 0.74            | 0.7275          | 0.6              | 0.6925           | 0.785            | 0.7875           |
| 0.4097        | 31.98 | 533  | 1.0470          | 0.775    | 0.1575          | 0.22            | 0.3275          | 0.2575          | 0.36            | 0.51            | 0.56            | 0.695           | 0.7375          | 0.7275          | 0.5925           | 0.6725           | 0.785            | 0.775            |
| 0.4097        | 33.0  | 550  | 1.0538          | 0.785    | 0.17            | 0.2225          | 0.335           | 0.2775          | 0.375           | 0.5075          | 0.5575          | 0.69            | 0.7425          | 0.73            | 0.5725           | 0.7125           | 0.785            | 0.78             |
| 0.4097        | 33.96 | 566  | 1.0645          | 0.7775   | 0.155           | 0.22            | 0.3225          | 0.2425          | 0.3425          | 0.4675          | 0.555           | 0.7025          | 0.745           | 0.725           | 0.56             | 0.7175           | 0.7775           | 0.78             |
| 0.4097        | 34.98 | 583  | 1.0745          | 0.7825   | 0.155           | 0.23            | 0.305           | 0.2625          | 0.3725          | 0.4575          | 0.5625          | 0.7025          | 0.7375          | 0.7325          | 0.6275           | 0.735            | 0.7775           | 0.7775           |
| 0.4097        | 36.0  | 600  | 1.1022          | 0.7775   | 0.155           | 0.2275          | 0.305           | 0.245           | 0.3675          | 0.4775          | 0.5725          | 0.7025          | 0.7375          | 0.735           | 0.6425           | 0.7425           | 0.775            | 0.78             |
| 0.4097        | 36.96 | 616  | 1.1185          | 0.7675   | 0.1575          | 0.23            | 0.3175          | 0.2825          | 0.3575          | 0.48            | 0.575           | 0.7             | 0.74            | 0.7325          | 0.6425           | 0.7475           | 0.775            | 0.7725           |
| 0.4097        | 37.98 | 633  | 1.1017          | 0.7775   | 0.1575          | 0.23            | 0.31            | 0.2575          | 0.3575          | 0.4875          | 0.58            | 0.6975          | 0.75            | 0.735           | 0.6475           | 0.76             | 0.7775           | 0.775            |
| 0.4097        | 39.0  | 650  | 1.1036          | 0.7775   | 0.16            | 0.2325          | 0.3225          | 0.265           | 0.3375          | 0.49            | 0.5775          | 0.695           | 0.7425          | 0.72            | 0.6825           | 0.7375           | 0.7825           | 0.7775           |
| 0.4097        | 39.96 | 666  | 1.1200          | 0.775    | 0.165           | 0.2325          | 0.345           | 0.255           | 0.3325          | 0.4875          | 0.5875          | 0.7             | 0.7375          | 0.7175          | 0.6875           | 0.7425           | 0.7725           | 0.7775           |
| 0.4097        | 40.98 | 683  | 1.1207          | 0.775    | 0.165           | 0.23            | 0.3375          | 0.2575          | 0.3125          | 0.4975          | 0.5875          | 0.705           | 0.75            | 0.7275          | 0.6925           | 0.7525           | 0.7775           | 0.775            |
| 0.4097        | 42.0  | 700  | 1.1443          | 0.7725   | 0.165           | 0.2375          | 0.3475          | 0.245           | 0.3175          | 0.4925          | 0.5875          | 0.705           | 0.7525          | 0.72            | 0.675            | 0.7475           | 0.7675           | 0.77             |
| 0.4097        | 42.96 | 716  | 1.1497          | 0.7675   | 0.165           | 0.235           | 0.3575          | 0.2475          | 0.3325          | 0.51            | 0.585           | 0.7             | 0.7575          | 0.7275          | 0.695            | 0.7625           | 0.77             | 0.76             |
| 0.4097        | 43.98 | 733  | 1.1605          | 0.7625   | 0.17            | 0.2375          | 0.355           | 0.2675          | 0.3375          | 0.505           | 0.5875          | 0.7075          | 0.75            | 0.73            | 0.6975           | 0.7525           | 0.77             | 0.7625           |
| 0.4097        | 45.0  | 750  | 1.1612          | 0.7675   | 0.165           | 0.2375          | 0.345           | 0.2775          | 0.3225          | 0.5             | 0.6             | 0.705           | 0.755           | 0.7425          | 0.7025           | 0.755            | 0.775            | 0.77             |
| 0.4097        | 45.96 | 766  | 1.1632          | 0.7725   | 0.16            | 0.24            | 0.34            | 0.2625          | 0.3175          | 0.5             | 0.6             | 0.705           | 0.7575          | 0.7425          | 0.7225           | 0.7675           | 0.77             | 0.7725           |
| 0.4097        | 46.98 | 783  | 1.1555          | 0.7725   | 0.16            | 0.24            | 0.34            | 0.2725          | 0.3175          | 0.505           | 0.6             | 0.71            | 0.7525          | 0.7525          | 0.7175           | 0.76             | 0.7775           | 0.7775           |
| 0.4097        | 48.0  | 800  | 1.1437          | 0.775    | 0.155           | 0.2375          | 0.3325          | 0.2725          | 0.3175          | 0.4925          | 0.6             | 0.715           | 0.7575          | 0.7475          | 0.715            | 0.765            | 0.7825           | 0.7825           |
| 0.4097        | 48.96 | 816  | 1.1423          | 0.7775   | 0.155           | 0.2375          | 0.3325          | 0.2625          | 0.3175          | 0.5             | 0.6             | 0.715           | 0.76            | 0.75            | 0.7225           | 0.76             | 0.7775           | 0.7775           |
| 0.4097        | 49.98 | 833  | 1.1504          | 0.775    | 0.16            | 0.24            | 0.345           | 0.2625          | 0.32            | 0.505           | 0.6025          | 0.7175          | 0.75            | 0.75            | 0.7275           | 0.765            | 0.775            | 0.775            |
| 0.4097        | 51.0  | 850  | 1.1660          | 0.77     | 0.1575          | 0.24            | 0.3475          | 0.27            | 0.3175          | 0.5             | 0.605           | 0.715           | 0.755           | 0.7475          | 0.7325           | 0.7625           | 0.775            | 0.77             |
| 0.4097        | 51.96 | 866  | 1.1543          | 0.7775   | 0.16            | 0.2375          | 0.3425          | 0.27            | 0.325           | 0.5025          | 0.6075          | 0.72            | 0.76            | 0.7475          | 0.735            | 0.76             | 0.7825           | 0.775            |
| 0.4097        | 52.98 | 883  | 1.1363          | 0.7825   | 0.155           | 0.2375          | 0.3425          | 0.2875          | 0.325           | 0.505           | 0.605           | 0.7175          | 0.755           | 0.755           | 0.73             | 0.7625           | 0.7825           | 0.78             |
| 0.4097        | 54.0  | 900  | 1.1357          | 0.78     | 0.1575          | 0.2375          | 0.3425          | 0.275           | 0.3275          | 0.51            | 0.6075          | 0.7225          | 0.7575          | 0.755           | 0.735            | 0.7625           | 0.785            | 0.7775           |
| 0.4097        | 54.96 | 916  | 1.1354          | 0.78     | 0.1575          | 0.2375          | 0.3425          | 0.2725          | 0.33            | 0.51            | 0.6075          | 0.725           | 0.755           | 0.755           | 0.7375           | 0.7625           | 0.7875           | 0.78             |
| 0.4097        | 55.98 | 933  | 1.1356          | 0.78     | 0.1575          | 0.2375          | 0.3425          | 0.2725          | 0.3275          | 0.51            | 0.6075          | 0.725           | 0.7575          | 0.76            | 0.7375           | 0.7625           | 0.7875           | 0.78             |
| 0.4097        | 57.0  | 950  | 1.1362          | 0.7825   | 0.1575          | 0.2375          | 0.3475          | 0.27            | 0.3275          | 0.51            | 0.6075          | 0.7225          | 0.7575          | 0.76            | 0.735            | 0.7625           | 0.785            | 0.7775           |
| 0.4097        | 57.6  | 960  | 1.1363          | 0.78     | 0.1575          | 0.2375          | 0.3475          | 0.27            | 0.3275          | 0.51            | 0.6075          | 0.7225          | 0.7575          | 0.76            | 0.735            | 0.7625           | 0.785            | 0.7775           |


### 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": "2024-01-09_one_stage_subgraphs_weighted_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