
<!-- This model card has been generated automatically according to the information the Trainer had access to. You
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# 2024-01-03_one_stage_subgraphs_weighted_entropyreg_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: 0.8569
- Accuracy: 0.77
- Exit 0 Accuracy: 0.125
- Exit 1 Accuracy: 0.2425
- Exit 2 Accuracy: 0.0625
- Exit 3 Accuracy: 0.1925
- Exit 4 Accuracy: 0.21
- Exit 5 Accuracy: 0.4575
- Exit 6 Accuracy: 0.52
- Exit 7 Accuracy: 0.6425
- Exit 8 Accuracy: 0.2675
- Exit 9 Accuracy: 0.1225
- Exit 10 Accuracy: 0.1975
- Exit 11 Accuracy: 0.62
- Exit 12 Accuracy: 0.7725

## 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: 8
- eval_batch_size: 4
- seed: 42
- gradient_accumulation_steps: 24
- total_train_batch_size: 192
- 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  | 4    | 2.7502          | 0.1075   | 0.0675          | 0.0625          | 0.0625          | 0.0625          | 0.055           | 0.0625          | 0.0625          | 0.0625          | 0.0625          | 0.0625          | 0.0625           | 0.0625           | 0.0575           |
| No log        | 1.96  | 8    | 2.6995          | 0.125    | 0.0775          | 0.0625          | 0.0625          | 0.0625          | 0.0625          | 0.0625          | 0.0625          | 0.0625          | 0.0625          | 0.0625          | 0.0625           | 0.0625           | 0.0625           |
| No log        | 2.96  | 12   | 2.6382          | 0.195    | 0.0725          | 0.0625          | 0.0625          | 0.0625          | 0.0625          | 0.0625          | 0.0625          | 0.0625          | 0.0625          | 0.0625          | 0.0625           | 0.0625           | 0.0625           |
| No log        | 3.96  | 16   | 2.5730          | 0.2225   | 0.0825          | 0.0625          | 0.0625          | 0.0625          | 0.0625          | 0.0625          | 0.0625          | 0.0625          | 0.0625          | 0.0625          | 0.0625           | 0.0625           | 0.09             |
| No log        | 4.96  | 20   | 2.4847          | 0.2575   | 0.0875          | 0.0625          | 0.0625          | 0.0625          | 0.0625          | 0.0625          | 0.0625          | 0.0625          | 0.0625          | 0.0625          | 0.0625           | 0.0625           | 0.125            |
| No log        | 5.96  | 24   | 2.3856          | 0.2875   | 0.085           | 0.065           | 0.0625          | 0.0625          | 0.0625          | 0.0625          | 0.065           | 0.0625          | 0.0625          | 0.0625          | 0.0625           | 0.0625           | 0.145            |
| No log        | 6.96  | 28   | 2.3006          | 0.3225   | 0.0875          | 0.0675          | 0.0625          | 0.0625          | 0.0625          | 0.0725          | 0.065           | 0.0625          | 0.0625          | 0.0625          | 0.0625           | 0.0625           | 0.16             |
| No log        | 7.96  | 32   | 2.1834          | 0.35     | 0.09            | 0.07            | 0.0625          | 0.0625          | 0.0625          | 0.0875          | 0.065           | 0.0625          | 0.0625          | 0.0625          | 0.0625           | 0.0625           | 0.1725           |
| No log        | 8.96  | 36   | 2.1047          | 0.3725   | 0.095           | 0.08            | 0.0625          | 0.0625          | 0.065           | 0.115           | 0.065           | 0.0625          | 0.0625          | 0.0625          | 0.0625           | 0.0625           | 0.1975           |
| No log        | 9.96  | 40   | 1.9996          | 0.41     | 0.1             | 0.09            | 0.0625          | 0.0625          | 0.065           | 0.1275          | 0.075           | 0.0625          | 0.0625          | 0.0625          | 0.0625           | 0.0625           | 0.245            |
| No log        | 10.96 | 44   | 1.8974          | 0.455    | 0.1025          | 0.095           | 0.0625          | 0.0625          | 0.075           | 0.13            | 0.0775          | 0.0625          | 0.0625          | 0.0625          | 0.0625           | 0.0625           | 0.2925           |
| No log        | 11.96 | 48   | 1.7907          | 0.525    | 0.105           | 0.095           | 0.0625          | 0.0625          | 0.07            | 0.165           | 0.0875          | 0.075           | 0.0625          | 0.0625          | 0.0625           | 0.0625           | 0.3425           |
| No log        | 12.96 | 52   | 1.6902          | 0.5675   | 0.105           | 0.0925          | 0.0625          | 0.0625          | 0.07            | 0.185           | 0.0975          | 0.09            | 0.0625          | 0.0625          | 0.0625           | 0.0625           | 0.3425           |
| No log        | 13.96 | 56   | 1.5688          | 0.6      | 0.1025          | 0.095           | 0.0625          | 0.0625          | 0.0825          | 0.195           | 0.135           | 0.115           | 0.0625          | 0.0625          | 0.0625           | 0.0625           | 0.4125           |
| No log        | 14.96 | 60   | 1.4716          | 0.62     | 0.1025          | 0.0925          | 0.0625          | 0.0625          | 0.08            | 0.23            | 0.1525          | 0.155           | 0.0625          | 0.0625          | 0.0625           | 0.0625           | 0.4525           |
| No log        | 15.96 | 64   | 1.3818          | 0.6575   | 0.105           | 0.1             | 0.0625          | 0.0625          | 0.0825          | 0.24            | 0.16            | 0.1825          | 0.0625          | 0.0625          | 0.0625           | 0.0625           | 0.48             |
| No log        | 16.96 | 68   | 1.3021          | 0.6775   | 0.1075          | 0.0975          | 0.0625          | 0.0625          | 0.09            | 0.28            | 0.1725          | 0.205           | 0.0625          | 0.0625          | 0.0625           | 0.0625           | 0.5225           |
| No log        | 17.96 | 72   | 1.2411          | 0.6875   | 0.1075          | 0.09            | 0.0625          | 0.0625          | 0.095           | 0.2975          | 0.1975          | 0.21            | 0.0625          | 0.0625          | 0.0625           | 0.0625           | 0.5625           |
| No log        | 18.96 | 76   | 1.2023          | 0.685    | 0.1075          | 0.095           | 0.0625          | 0.0625          | 0.1025          | 0.31            | 0.2125          | 0.265           | 0.0625          | 0.0625          | 0.0725           | 0.0625           | 0.585            |
| No log        | 19.96 | 80   | 1.1377          | 0.715    | 0.105           | 0.095           | 0.0625          | 0.065           | 0.105           | 0.3325          | 0.22            | 0.3375          | 0.0625          | 0.0625          | 0.085            | 0.0625           | 0.6              |
| No log        | 20.96 | 84   | 1.0985          | 0.74     | 0.105           | 0.0975          | 0.0625          | 0.07            | 0.105           | 0.335           | 0.23            | 0.34            | 0.065           | 0.0625          | 0.0825           | 0.0625           | 0.6075           |
| No log        | 21.96 | 88   | 1.0616          | 0.7325   | 0.1075          | 0.1025          | 0.0625          | 0.075           | 0.1075          | 0.35            | 0.25            | 0.375           | 0.065           | 0.0625          | 0.085            | 0.0625           | 0.6225           |
| No log        | 22.96 | 92   | 1.0423          | 0.72     | 0.105           | 0.1             | 0.0625          | 0.0775          | 0.115           | 0.345           | 0.275           | 0.3825          | 0.065           | 0.0625          | 0.09             | 0.0625           | 0.64             |
| No log        | 23.96 | 96   | 0.9987          | 0.745    | 0.1075          | 0.1025          | 0.0625          | 0.0775          | 0.115           | 0.34            | 0.2975          | 0.4075          | 0.065           | 0.0625          | 0.085            | 0.0625           | 0.6525           |
| No log        | 24.96 | 100  | 0.9617          | 0.7575   | 0.1075          | 0.12            | 0.0625          | 0.085           | 0.1225          | 0.3275          | 0.345           | 0.43            | 0.0675          | 0.0625          | 0.0725           | 0.0625           | 0.68             |
| No log        | 25.96 | 104  | 0.9811          | 0.7275   | 0.105           | 0.1175          | 0.0625          | 0.095           | 0.13            | 0.3425          | 0.36            | 0.44            | 0.07            | 0.0625          | 0.0675           | 0.0625           | 0.6625           |
| No log        | 26.96 | 108  | 0.9387          | 0.7425   | 0.1125          | 0.1225          | 0.0625          | 0.0975          | 0.13            | 0.3525          | 0.37            | 0.4825          | 0.0725          | 0.0625          | 0.0725           | 0.0625           | 0.6875           |
| No log        | 27.96 | 112  | 0.9197          | 0.7475   | 0.1125          | 0.1175          | 0.0625          | 0.1             | 0.1275          | 0.35            | 0.375           | 0.495           | 0.0725          | 0.07            | 0.0675           | 0.0625           | 0.7125           |
| No log        | 28.96 | 116  | 0.9037          | 0.7675   | 0.11            | 0.12            | 0.0625          | 0.1             | 0.1325          | 0.35            | 0.3975          | 0.5025          | 0.08            | 0.0625          | 0.065            | 0.065            | 0.7225           |
| No log        | 29.96 | 120  | 0.8910          | 0.7575   | 0.1075          | 0.1175          | 0.0625          | 0.105           | 0.14            | 0.3625          | 0.4075          | 0.535           | 0.0775          | 0.0725          | 0.0875           | 0.07             | 0.7225           |
| No log        | 30.96 | 124  | 0.8866          | 0.76     | 0.1125          | 0.1225          | 0.0625          | 0.115           | 0.1475          | 0.36            | 0.4425          | 0.5425          | 0.0825          | 0.0725          | 0.085            | 0.0825           | 0.7325           |
| No log        | 31.96 | 128  | 0.8825          | 0.75     | 0.1075          | 0.13            | 0.0625          | 0.12            | 0.1525          | 0.3675          | 0.4375          | 0.555           | 0.0825          | 0.0625          | 0.095            | 0.1              | 0.73             |
| No log        | 32.96 | 132  | 0.8799          | 0.745    | 0.1075          | 0.1325          | 0.0625          | 0.1225          | 0.1575          | 0.3675          | 0.4475          | 0.555           | 0.0825          | 0.0625          | 0.095            | 0.115            | 0.74             |
| No log        | 33.96 | 136  | 0.8526          | 0.755    | 0.1075          | 0.1375          | 0.0625          | 0.1225          | 0.16            | 0.385           | 0.44            | 0.5775          | 0.0875          | 0.0625          | 0.095            | 0.165            | 0.75             |
| No log        | 34.96 | 140  | 0.8428          | 0.7675   | 0.11            | 0.135           | 0.0625          | 0.125           | 0.1675          | 0.3975          | 0.4375          | 0.585           | 0.0925          | 0.0625          | 0.0925           | 0.2525           | 0.7475           |
| No log        | 35.96 | 144  | 0.8355          | 0.765    | 0.115           | 0.1425          | 0.0625          | 0.13            | 0.175           | 0.4075          | 0.4575          | 0.585           | 0.1             | 0.0625          | 0.0925           | 0.305            | 0.755            |
| No log        | 36.96 | 148  | 0.8220          | 0.775    | 0.1175          | 0.1625          | 0.0625          | 0.13            | 0.1775          | 0.415           | 0.4725          | 0.59            | 0.095           | 0.0625          | 0.09             | 0.3525           | 0.7575           |
| No log        | 37.96 | 152  | 0.8547          | 0.76     | 0.12            | 0.185           | 0.0625          | 0.1425          | 0.185           | 0.4275          | 0.475           | 0.585           | 0.095           | 0.0625          | 0.14             | 0.375            | 0.7525           |
| No log        | 38.96 | 156  | 0.8421          | 0.77     | 0.125           | 0.1925          | 0.0625          | 0.145           | 0.18            | 0.43            | 0.4825          | 0.595           | 0.0975          | 0.0625          | 0.195            | 0.385            | 0.7575           |
| No log        | 39.96 | 160  | 0.8317          | 0.7675   | 0.12            | 0.21            | 0.0625          | 0.15            | 0.1875          | 0.4375          | 0.4825          | 0.6             | 0.1125          | 0.0625          | 0.1925           | 0.4075           | 0.755            |
| No log        | 40.96 | 164  | 0.8497          | 0.7625   | 0.1175          | 0.21            | 0.0625          | 0.15            | 0.19            | 0.4375          | 0.4875          | 0.61            | 0.1225          | 0.0625          | 0.1625           | 0.4275           | 0.76             |
| No log        | 41.96 | 168  | 0.8372          | 0.7725   | 0.1175          | 0.215           | 0.0625          | 0.1525          | 0.1875          | 0.4425          | 0.495           | 0.615           | 0.1325          | 0.0625          | 0.1525           | 0.4925           | 0.7675           |
| No log        | 42.96 | 172  | 0.8561          | 0.7725   | 0.12            | 0.215           | 0.0625          | 0.1525          | 0.195           | 0.455           | 0.495           | 0.6175          | 0.1375          | 0.0625          | 0.155            | 0.52             | 0.7675           |
| No log        | 43.96 | 176  | 0.8352          | 0.7775   | 0.12            | 0.2175          | 0.0625          | 0.1575          | 0.1925          | 0.4425          | 0.495           | 0.615           | 0.1425          | 0.065           | 0.1375           | 0.53             | 0.775            |
| No log        | 44.96 | 180  | 0.8401          | 0.7775   | 0.1225          | 0.23            | 0.0625          | 0.16            | 0.2             | 0.45            | 0.5             | 0.625           | 0.1625          | 0.065           | 0.1475           | 0.55             | 0.775            |
| No log        | 45.96 | 184  | 0.8479          | 0.7725   | 0.1225          | 0.2275          | 0.0625          | 0.1675          | 0.205           | 0.4525          | 0.5025          | 0.635           | 0.185           | 0.0675          | 0.155            | 0.58             | 0.77             |
| No log        | 46.96 | 188  | 0.8435          | 0.775    | 0.12            | 0.23            | 0.0625          | 0.17            | 0.19            | 0.445           | 0.505           | 0.64            | 0.19            | 0.065           | 0.1625           | 0.58             | 0.78             |
| No log        | 47.96 | 192  | 0.8594          | 0.77     | 0.115           | 0.2325          | 0.0625          | 0.175           | 0.19            | 0.4525          | 0.51            | 0.64            | 0.215           | 0.085           | 0.1625           | 0.585            | 0.7675           |
| No log        | 48.96 | 196  | 0.8651          | 0.7675   | 0.12            | 0.23            | 0.0625          | 0.1725          | 0.195           | 0.4575          | 0.5125          | 0.645           | 0.215           | 0.0875          | 0.1625           | 0.5875           | 0.7625           |
| No log        | 49.96 | 200  | 0.8560          | 0.7675   | 0.125           | 0.2325          | 0.0625          | 0.175           | 0.195           | 0.4575          | 0.5125          | 0.6425          | 0.2075          | 0.105           | 0.16             | 0.5925           | 0.7725           |
| No log        | 50.96 | 204  | 0.8514          | 0.7725   | 0.12            | 0.2375          | 0.0625          | 0.175           | 0.1975          | 0.4575          | 0.5175          | 0.6425          | 0.2225          | 0.1175          | 0.155            | 0.59             | 0.78             |
| No log        | 51.96 | 208  | 0.8507          | 0.7725   | 0.125           | 0.2325          | 0.0625          | 0.175           | 0.2             | 0.455           | 0.52            | 0.64            | 0.2175          | 0.12            | 0.1675           | 0.6              | 0.775            |
| No log        | 52.96 | 212  | 0.8547          | 0.7625   | 0.1225          | 0.2375          | 0.0625          | 0.185           | 0.2025          | 0.4575          | 0.5175          | 0.64            | 0.235           | 0.12            | 0.1775           | 0.6075           | 0.7725           |
| No log        | 53.96 | 216  | 0.8589          | 0.77     | 0.125           | 0.2375          | 0.0625          | 0.185           | 0.2025          | 0.4625          | 0.52            | 0.645           | 0.2425          | 0.12            | 0.17             | 0.6075           | 0.7675           |
| No log        | 54.96 | 220  | 0.8630          | 0.77     | 0.125           | 0.2375          | 0.0625          | 0.1925          | 0.205           | 0.46            | 0.5225          | 0.6425          | 0.2575          | 0.1225          | 0.18             | 0.61             | 0.765            |
| No log        | 55.96 | 224  | 0.8626          | 0.77     | 0.125           | 0.24            | 0.0625          | 0.1925          | 0.2075          | 0.4575          | 0.5225          | 0.6425          | 0.25            | 0.1225          | 0.1975           | 0.615            | 0.775            |
| No log        | 56.96 | 228  | 0.8599          | 0.78     | 0.1275          | 0.2375          | 0.0625          | 0.1925          | 0.21            | 0.46            | 0.52            | 0.6425          | 0.25            | 0.1225          | 0.1925           | 0.6175           | 0.775            |
| No log        | 57.96 | 232  | 0.8584          | 0.775    | 0.1275          | 0.24            | 0.0625          | 0.19            | 0.21            | 0.4575          | 0.52            | 0.6425          | 0.26            | 0.1225          | 0.1925           | 0.62             | 0.775            |
| No log        | 58.96 | 236  | 0.8571          | 0.7725   | 0.125           | 0.24            | 0.0625          | 0.1925          | 0.21            | 0.4575          | 0.52            | 0.645           | 0.2675          | 0.1225          | 0.1975           | 0.62             | 0.7725           |
| No log        | 59.96 | 240  | 0.8569          | 0.77     | 0.125           | 0.2425          | 0.0625          | 0.1925          | 0.21            | 0.4575          | 0.52            | 0.6425          | 0.2675          | 0.1225          | 0.1975           | 0.62             | 0.7725           |


### Framework versions

- Transformers 4.26.1
- Pytorch 1.13.1.post200
- Datasets 2.9.0
- Tokenizers 0.13.2

{"license": "cc-by-nc-sa-4.0", "tags": ["generated_from_trainer"], "metrics": ["accuracy"], "model-index": [{"name": "2024-01-03_one_stage_subgraphs_weighted_entropyreg_vision_enc_all_ramp", "results": []}]}
transformers pytorch layoutlmv3 text-classification generated_from_trainer license:cc-by-nc-sa-4.0 autotrain_compatible endpoints_compatible region:us