chroma-integration

为开发与生产环境搭建并运行 Chroma 本地向量数据库。

SKILL.md

--- frontmatter

name: chroma-integration
description: Chroma local vector database setup and operations for development and production
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Chroma Integration Skill

Capabilities

•Set up Chroma (ephemeral, persistent, client-server)
•Create and manage collections
•Implement document ingestion with embeddings
•Configure metadata filtering
•Set up multi-tenant collections
•Implement where and where_document filters

Target Processes

•vector-database-setup
•rag-pipeline-implementation

Implementation Details

Deployment Modes

•Ephemeral: In-memory for testing
•Persistent: Local file-based storage
•Client-Server: Chroma server deployment

Core Operations

•Collection creation with embedding functions
•Add/update/delete documents
•Query with filters
•Metadata management

Configuration Options

•Embedding function selection
•Persistence directory
•Distance metric (l2, ip, cosine)
•Collection metadata
•Server configuration

Best Practices

•Use persistent mode for development
•Deploy server mode for production
•Design metadata schema upfront
•Implement proper ID strategies

Dependencies

•chromadb
•langchain-chroma