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--- |
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base_model: bigcode/tiny_starcoder_py |
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library_name: transformers |
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model_name: tiny-starcoder-ft |
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tags: |
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- generated_from_trainer |
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- smol-course |
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- module_1 |
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- code_generation |
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- trl |
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- sft |
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licence: license |
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--- |
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# Model Card for tiny-starcoder-ft |
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This model is a fine-tuned version of [bigcode/tiny_starcoder_py](https://huggingface.co/bigcode/tiny_starcoder_py) using a samples from [iamtarun/python_code_instructions_18k_alpaca](https://huggingface.co/datasets/iamtarun/python_code_instructions_18k_alpaca) dataset. |
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It has been trained using [TRL](https://github.com/huggingface/trl). |
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## Quick start |
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```python |
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model_name = "sky-2002/tiny-starcoder-ft" |
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model = AutoModelForCausalLM.from_pretrained( |
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pretrained_model_name_or_path=model_name |
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).to(device) |
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tokenizer = AutoTokenizer.from_pretrained(pretrained_model_name_or_path=model_name) |
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prompt = "Write python code to calculate sum of a list" |
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# Format with template |
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messages = [{"role": "user", "content": prompt}] |
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formatted_prompt = tokenizer.apply_chat_template(messages, tokenize=False) |
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inputs = tokenizer(formatted_prompt, return_tensors="pt").to(device) |
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outputs = model.generate(**inputs, max_new_tokens=100) |
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print(tokenizer.decode(outputs[0], skip_special_tokens=True)) |
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``` |
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## Training procedure |
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This model was trained with SFT. |
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### Framework versions |
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- TRL: 0.12.1 |
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- Transformers: 4.46.3 |
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- Pytorch: 2.5.1 |
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- Datasets: 3.1.0 |
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- Tokenizers: 0.20.3 |
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## Citations |
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Cite TRL as: |
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```bibtex |
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@misc{vonwerra2022trl, |
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title = {{TRL: Transformer Reinforcement Learning}}, |
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author = {Leandro von Werra and Younes Belkada and Lewis Tunstall and Edward Beeching and Tristan Thrush and Nathan Lambert and Shengyi Huang and Kashif Rasul and Quentin Gallouédec}, |
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year = 2020, |
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journal = {GitHub repository}, |
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publisher = {GitHub}, |
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howpublished = {\url{https://github.com/huggingface/trl}} |
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} |
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``` |