| --- |
| license: mit |
| tags: |
| - pytorch |
| - gpt2 |
| model-index: |
| - name: sinhala-gpt2 |
| results: [] |
| widget: |
| - text: මහ |
| - text: සංවිධ |
| - text: දුර්ලභ |
| - text: තනිවීලා |
| - text: ඔබ |
| |
| |
| |
| |
| |
| language: |
| - si |
| --- |
| |
| # sinhala-gpt2 |
|
|
| This particular model has undergone fine-tuning based on the [gpt2](https://huggingface.co/gpt2) architecture, utilizing a dataset of Sinhala NEWS from various sources. |
|
|
| ## Training procedure |
| The model was trained for 12+ hours on Kaggle GPUs. |
|
|
| ## Usage Details |
|
|
| ```python |
| from transformers import AutoTokenizer, AutoModelForCausalLM,pipeline |
| |
| tokenizer = AutoTokenizer.from_pretrained("Ransaka/sinhala-gpt2") |
| model = AutoModelForCausalLM.from_pretrained("Ransaka/sinhala-gpt2") |
| generator("දුර") |
| ``` |
| or using git |
| ```bash |
| git lfs install |
| git clone https://huggingface.co/Ransaka/sinhala-gpt2 |
| ``` |
|
|
| ### Training hyperparameters |
|
|
| The following hyperparameters were used during training: |
| - learning_rate: 2e-05 |
| - train_batch_size: 16 |
| - eval_batch_size: 16 |
| - 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 | |
| |:-------------:|:-----:|:-----:|:---------------:| |
| | 2.0233 | 1.0 | 15323 | 2.3348 | |
| | 1.6938 | 2.0 | 30646 | 1.8377 | |
| | 1.4938 | 3.0 | 45969 | 1.6498 | |
|
|
|
|
| ### Framework versions |
|
|
| - Transformers 4.26.1 |
| - Pytorch 1.13.0 |
| - Datasets 2.1.0 |
| - Tokenizers 0.13.2 |
