51 lines
1.9 KiB
Markdown
51 lines
1.9 KiB
Markdown
|
---
|
|||
|
|
license: apache-2.0
|
|||
|
|
tags:
|
|||
|
|
- unsloth
|
|||
|
|
- trl
|
|||
|
|
- sft
|
|||
|
|
- code
|
|||
|
|
- reasoning
|
|||
|
|
datasets:
|
|||
|
|
- nvidia/OpenCodeReasoning
|
|||
|
|
language:
|
|||
|
|
- en
|
|||
|
|
base_model:
|
|||
|
|
- Qwen/Qwen3-0.6B
|
|||
|
|
pipeline_tag: text-generation
|
|||
|
|
library_name: transformers
|
|||
|
|
---
|
|||
|
|
|
|||
|
|
# Qwen3-0.6B-Code-Expert
|
|||
|
|
|
|||
|
|
This project performs full fine-tuning on the **Qwen3-0.6B** language model to enhance its code reasoning and generation capabilities. Training was conducted exclusively on the `nvidia/OpenCodeReasoning` dataset, and the model was optimized using the bfloat16 (bf16) data type.
|
|||
|
|
|
|||
|
|
## Training Procedure
|
|||
|
|
|
|||
|
|
1. **Dataset Preparation**
|
|||
|
|
|
|||
|
|
* `nvidia/OpenCodeReasoning` dataset was used.
|
|||
|
|
* Each example consists of code snippets paired with detailed step-by-step reasoning in Chain-of-Thought (CoT) style.
|
|||
|
|
|
|||
|
|
2. **Model Loading and Configuration**
|
|||
|
|
|
|||
|
|
* Qwen3-0.6B base model weights were loaded via the `unsloth` library in bf16 precision.
|
|||
|
|
* Full fine-tuning (`full_finetuning=True`) was applied to all layers for optimal adaptation to code reasoning.
|
|||
|
|
|
|||
|
|
3. **Supervised Fine-Tuning**
|
|||
|
|
|
|||
|
|
* Employed the Hugging Face TRL library with the Supervised Fine-Tuning (SFT) approach.
|
|||
|
|
* The model was trained to generate correct code solutions along with the corresponding reasoning chains.
|
|||
|
|
|
|||
|
|
## Purpose and Outcome
|
|||
|
|
|
|||
|
|
* The model’s capacity for understanding, reasoning about, and generating code was significantly improved through specialized, single-dataset training in bf16 precision.
|
|||
|
|
* Outputs include both intermediate reasoning steps and final code solutions, enabling transparent and interpretable code generation.
|
|||
|
|
|
|||
|
|
## License
|
|||
|
|
|
|||
|
|
This project is licensed under the Apache License 2.0. See the [LICENSE](./LICENSE) file for details.
|
|||
|
|
|
|||
|
|
## Support
|
|||
|
|
|
|||
|
|
<a href="https://www.buymeacoffee.com/suayptalha" target="_blank"><img src="https://cdn.buymeacoffee.com/buttons/v2/default-yellow.png" alt="Buy Me A Coffee" style="height: 60px !important;width: 217px !important;" ></a>
|