- Add noqa comments for E402 errors (imports after sys.path modifications)
- Remove unused variable assignment in colqwen_rag.py
- Use importlib.util.find_spec for dependency checks instead of unused imports
- Fix import ordering in test_colqwen_reproduction.py
- Add ColQwenRAG class with easy-to-use CLI for multimodal PDF retrieval
- Support for both ColQwen2 and ColPali models with automatic device selection
- MPS optimization for Apple Silicon with memory-efficient loading
- Complete pipeline: PDF→images→embeddings→HNSW index→search
- Multi-vector indexing for fine-grained document matching
- Comprehensive user guide and reproduction test script
- Resolves#119: ColQwen Doc and Support Management
Features:
- python -m apps.colqwen_rag build --pdfs ./pdfs/ --index my_index
- python -m apps.colqwen_rag search my_index "query text"
- python -m apps.colqwen_rag ask my_index --interactive
- Automatic CPU fallback for memory constraints
- Robust error handling and progress tracking
