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layoutlmv3-finetuned_invoices
hmart824/layoutlmv3-finetuned_invoices
layoutlmv3-finetuned_invoices is a machine learning model from hmart824. Use it for the machine learning task on the model card, and read the license before you ship it in a product. The card lists the license as cc-by-nc-sa-4.0.
should probably proofread and complete it, then remove this comment. --
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At a glance
- License
- cc-by-nc-sa-4.0
- Model type
- layoutlmv3
- Access
- Public
- Created
- Aug 15, 2024
- Updated
- Aug 15, 2024
- SHA
- 560c71a6
Base models
Model card
From the Hugging Face model README
<!-- This model card has been generated automatically according to the information the Trainer had access to. You
should probably proofread and complete it, then remove this comment. -->
layoutlmv3-finetuned_invoices
This model is a fine-tuned version of microsoft/layoutlmv3-base on the None dataset. It achieves the following results on the evaluation set:
- Loss: 0.4540
- Precision: 0.9444
- Recall: 0.9375
- F1: 0.9373
- Accuracy: 0.9375
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: 4
- eval_batch_size: 4
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 3
Training results
| Training Loss | Epoch | Step | Validation Loss | Precision | Recall | F1 | Accuracy |
|---|---|---|---|---|---|---|---|
| No log | 1.0 | 4 | 0.7153 | 0.7857 | 0.625 | 0.5636 | 0.625 |
| No log | 2.0 | 8 | 0.4540 | 0.9444 | 0.9375 | 0.9373 | 0.9375 |
| 0.8876 | 3.0 | 12 | 0.3604 | 0.9444 | 0.9375 | 0.9373 | 0.9375 |
Framework versions
- Transformers 4.44.0
- Pytorch 2.3.1+cu121
- Datasets 2.21.0
- Tokenizers 0.19.1
- Type
- layoutlmv3
- License
- cc-by-nc-sa-4.0
- Created
- Aug 15, 2024
- Updated
- Aug 15, 2024