Context Window Enhancement

This code implements a context enrichment window technique for document retrieval in a vector database. It enhances the standard retrieval process by adding surrounding context to each retrieved chunk, improving the coherence and completeness of the returned information.

Traditional vector search often returns isolated chunks of text, which may lack necessary context for full understanding. This approach aims to provide a more comprehensive view of the retrieved information by including neighboring text chunks.