Layoutlmv3InvoiceCzechV0123Test
This model is a fine-tuned version of TomasFAV/Layoutlmv3InvoiceCzechV012 on an unknown dataset. It achieves the following results on the evaluation set:
- Loss: 0.0422
- Precision: 0.9203
- Recall: 0.9374
- F1: 0.9288
- Accuracy: 0.9928
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: 1e-05
- train_batch_size: 8
- eval_batch_size: 1
- seed: 42
- optimizer: Use OptimizerNames.ADAMW_TORCH_FUSED with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
- lr_scheduler_type: linear
- lr_scheduler_warmup_steps: 0.1
- num_epochs: 20
- mixed_precision_training: Native AMP
Training results
| Training Loss | Epoch | Step | Validation Loss | Precision | Recall | F1 | Accuracy |
|---|---|---|---|---|---|---|---|
| No log | 1.0 | 23 | 0.0638 | 0.8128 | 0.8376 | 0.825 | 0.9834 |
| No log | 2.0 | 46 | 0.0494 | 0.8666 | 0.8680 | 0.8673 | 0.9874 |
| No log | 3.0 | 69 | 0.0400 | 0.8876 | 0.8951 | 0.8913 | 0.9905 |
| No log | 4.0 | 92 | 0.0338 | 0.9048 | 0.9323 | 0.9183 | 0.9926 |
| No log | 5.0 | 115 | 0.0362 | 0.9021 | 0.9357 | 0.9186 | 0.9924 |
| No log | 6.0 | 138 | 0.0365 | 0.9150 | 0.9103 | 0.9126 | 0.9922 |
| No log | 7.0 | 161 | 0.0382 | 0.9026 | 0.9408 | 0.9213 | 0.9923 |
| No log | 8.0 | 184 | 0.0404 | 0.9003 | 0.9171 | 0.9086 | 0.9922 |
| No log | 9.0 | 207 | 0.0375 | 0.9121 | 0.9306 | 0.9213 | 0.9925 |
| No log | 10.0 | 230 | 0.0439 | 0.9115 | 0.9239 | 0.9176 | 0.9921 |
| No log | 11.0 | 253 | 0.0399 | 0.8961 | 0.9340 | 0.9147 | 0.9918 |
| No log | 12.0 | 276 | 0.0424 | 0.9153 | 0.9323 | 0.9237 | 0.9926 |
| No log | 13.0 | 299 | 0.0429 | 0.9091 | 0.9137 | 0.9114 | 0.9922 |
| No log | 14.0 | 322 | 0.0434 | 0.9274 | 0.9289 | 0.9281 | 0.9925 |
| No log | 15.0 | 345 | 0.0433 | 0.9193 | 0.9255 | 0.9224 | 0.9925 |
| No log | 16.0 | 368 | 0.0440 | 0.9174 | 0.9205 | 0.9189 | 0.9923 |
| No log | 17.0 | 391 | 0.0422 | 0.9203 | 0.9374 | 0.9288 | 0.9928 |
| No log | 18.0 | 414 | 0.0429 | 0.9138 | 0.9323 | 0.9229 | 0.9925 |
| No log | 19.0 | 437 | 0.0434 | 0.9164 | 0.9272 | 0.9218 | 0.9925 |
| No log | 20.0 | 460 | 0.0430 | 0.9133 | 0.9272 | 0.9202 | 0.9924 |
Framework versions
- Transformers 5.0.0
- Pytorch 2.10.0+cu128
- Datasets 4.0.0
- Tokenizers 0.22.2
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Model tree for TomasFAV/Layoutlmv3InvoiceCzechV0123
Base model
microsoft/layoutlmv3-base Finetuned
TomasFAV/Layoutlmv3InvoiceCzechV012