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--- |
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license: apache-2.0 |
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model_type: qwen |
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datasets: |
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- CodeAid/CouplingDetectionData |
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language: |
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- en |
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base_model: |
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- Qwen/Qwen2.5-14B-Instruct |
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pipeline_tag: text-generation |
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library_name: transformers |
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tags: |
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- llms |
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- code |
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- Java |
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- code-smells |
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- transformers |
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--- |
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# CodeAid Coupling Smells Detection Model (Qwen2.5-14B-Instruct Fine-Tuned) |
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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. |
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## 🧠 Model Purpose |
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The model identifies **coupling-related code smells** such as: |
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- **Feature Envy** |
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- **Inappropriate Intimacy** |
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- **Message Chains** |
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- **Excessive Dependencies** |
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It analyzes Java classes and their dependencies to detect architectural or design issues that increase coupling and reduce maintainability. |
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## 🔧 Technical Details |
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- **Base Model**: Qwen2.5-14B-Instruct |
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- **Fine-Tuning Method**: QLoRA with LoRA adapters merged |
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- **Format**: `safetensors` (merged) |
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- **Task Type**: Text generation (instruction-based) |
