User Guides# User guides provide helpful resources for using RedisVL and its different components. User Guides Getting Started with RedisVL Define an IndexSchema Sample Dataset Preparation Create a SearchIndex Inspect with the rvl CLI Load Data to SearchIndex Creating VectorQuery Objects Using an Asynchronous Redis Client Updating a schema Check Index Stats Cleanup Querying with RedisVL Hybrid Queries Combining Filters Non-vector Queries Count Queries Range Queries Advanced Query Modifiers Semantic Caching for LLMs Initializing SemanticCache Basic Cache Usage Customize the Distance Threshhold Utilize TTL Simple Performance Testing Cache Access Controls, Tags & Filters Caching Embeddings Setup Initializing the EmbeddingsCache Basic Usage Advanced Usage Async Support Real-World Example Performance Benchmark Common Use Cases for Embedding Caching Cleanup Summary Vectorizers Creating Text Embeddings Search with Provider Embeddings Selecting your float data type Hash vs JSON Storage Hash or JSON – how to choose? Cleanup Working with nested data in JSON Full JSON Path support As an example: Cleanup Rerankers Simple Reranking LLM Message History Managing multiple users and conversations Semantic message history Conversation control Semantic Routing Define the Routes Initialize the SemanticRouter Simple routing Update the routing config Router serialization Add route references Get route references Delete route references Clean up the router
