filtered-search

What problem does it solve?

This Skill enables precise vector search by applying scalar field filters, allowing you to constrain results based on metadata such as category, price, date, or tags.

Core Features & Use Cases

• Attribute filtering: Combine text similarity with exact matches on indexed fields to narrow results.
• Faceted search workflows: Support category hierarchies and multi-field constraints for e-commerce or knowledge-base applications.
• Efficient filtering strategy guidance: Pre-filter before vector search to improve latency and relevance in large datasets.

Quick Start

To start, configure a filtered search on your Milvus collection, then run a query like "wireless headphones" with category="Electronics" and price<= 100 to retrieve top matches.