To prevent an auto-coding model from generating excessive imports by enforcing dependency analysis, implementing lint-based import checks, using prompt constraints, and applying redundancy pruning in real time.
Here is the code snippet you can refer to:
In the above code we are using the following key points:
- AST-Based Import Cleaning: Removes unused or excessive imports dynamically.
- Structured Prompting for Import Constraints: Guides the AI model to limit unnecessary dependencies.
- Post-Processing Cleanup: Ensures only relevant imports remain.
- Temperature Optimization (0.5): Balances creativity with logical consistency.
- Best Practices Enforcement: Promotes clean and efficient code generation.
Hence, preventing excessive imports in an auto-coding model requires structured prompting, dependency analysis, AST-based pruning, and redundancy elimination to maintain clean and efficient real-time pair programming.