| --- |
| license: apache-2.0 |
| model_type: qwen |
| datasets: |
| - CodeAid/CouplingDetectionData |
| language: |
| - en |
| base_model: |
| - Qwen/Qwen2.5-14B-Instruct |
| pipeline_tag: text-generation |
| library_name: transformers |
| tags: |
| - llms |
| - code |
| - Java |
| - code-smells |
| - transformers |
| --- |
| |
| # CodeAid Coupling Smells Detection Model (Qwen2.5-14B-Instruct Fine-Tuned) |
|
|
| This model is a fine-tuned version of [Qwen2.5-14B-Instruct](https://huggingface.co/Qwen/Qwen2.5-14B-Instruct), specialized for detecting **coupling smells** in Java code. It was developed as part of the CodeAid project to assist developers in identifying code quality issues directly in their IDE. |
|
|
| ## 🧠 Model Purpose |
|
|
| The model identifies **coupling-related code smells** such as: |
|
|
| - **Feature Envy** |
| - **Inappropriate Intimacy** |
| - **Message Chains** |
| - **Excessive Dependencies** |
|
|
| It analyzes Java classes and their dependencies to detect architectural or design issues that increase coupling and reduce maintainability. |
|
|
| ## 🔧 Technical Details |
|
|
| - **Base Model**: Qwen2.5-14B-Instruct |
| - **Fine-Tuning Method**: QLoRA with LoRA adapters merged |
| - **Format**: `safetensors` (merged) |
| - **Task Type**: Text generation (instruction-based) |
