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