CodeAid Coupling Smells Detection Model (Qwen2.5-14B-Instruct Fine-Tuned)

This model is a fine-tuned version of 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.

๐Ÿง  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.

๐Ÿ”ง 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)
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