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farsi_lastname_classifier_4
RawMean/farsi_lastname_classifier_4
farsi_lastname_classifier_4 is a text classification model from RawMean. Use it when you need a label for a piece of text. It is set up for transformers. The card lists the license as mit.
should probably proofread and complete it, then remove this comment. --
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At a glance
- Task
- Text Classification
- Library
- transformers
- License
- mit
- Model type
- deberta-v2
- Access
- Public
- Created
- Nov 15, 2022
- Updated
- Nov 15, 2022
- SHA
- acc490f7
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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. -->
farsi_lastname_classifier_4
This model is a fine-tuned version of microsoft/deberta-v3-small on the None dataset. It achieves the following results on the evaluation set:
- Loss: 0.2337
- Accuracy: 0.96
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: 0.0001
- train_batch_size: 128
- eval_batch_size: 256
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: cosine
- lr_scheduler_warmup_ratio: 0.1
- num_epochs: 15
- mixed_precision_training: Native AMP
Training results
| Training Loss | Epoch | Step | Validation Loss | Accuracy |
|---|---|---|---|---|
| No log | 1.0 | 12 | 0.5673 | 0.836 |
| No log | 2.0 | 24 | 0.4052 | 0.868 |
| No log | 3.0 | 36 | 0.2211 | 0.932 |
| No log | 4.0 | 48 | 0.2488 | 0.926 |
| No log | 5.0 | 60 | 0.1490 | 0.954 |
| No log | 6.0 | 72 | 0.1464 | 0.968 |
| No log | 7.0 | 84 | 0.1923 | 0.954 |
| No log | 8.0 | 96 | 0.2070 | 0.96 |
| No log | 9.0 | 108 | 0.2055 | 0.962 |
| No log | 10.0 | 120 | 0.2436 | 0.942 |
| No log | 11.0 | 132 | 0.2173 | 0.96 |
| No log | 12.0 | 144 | 0.2342 | 0.956 |
| No log | 13.0 | 156 | 0.2337 | 0.962 |
| No log | 14.0 | 168 | 0.2332 | 0.96 |
| No log | 15.0 | 180 | 0.2337 | 0.96 |
Framework versions
- Transformers 4.24.0
- Pytorch 1.12.1+cu113
- Datasets 2.6.1
- Tokenizers 0.13.2
- Task
- Text Classification
- Library
- transformers
- Type
- deberta-v2
- License
- mit
- Created
- Nov 15, 2022
- Updated
- Nov 15, 2022