milvus-integration
Milvus distributed vector database configuration for large-scale RAG applications
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技能内容
Milvus Integration Skill
Capabilities
- Set up Milvus (Lite, Standalone, Cluster)
- Design collection schemas with dynamic fields
- Configure index types (IVF, HNSW, etc.)
- Implement partition strategies
- Set up GPU acceleration
- Handle large-scale data operations
Target Processes
- vector-database-setup
- rag-pipeline-implementation
Implementation Details
Deployment Modes
- Milvus Lite: Embedded for development
- Standalone: Single-node deployment
- Cluster: Distributed deployment with K8s
Core Operations
- Collection and schema management
- Index creation and configuration
- Insert/delete/query operations
- Partition management
- Bulk import
Configuration Options
- Index type selection (IVF_FLAT, IVF_SQ8, HNSW)
- Metric type (L2, IP, COSINE)
- Index parameters (nlist, nprobe, M, efConstruction)
- Partition key configuration
- Resource group assignment
Best Practices
- Choose index type based on scale
- Use partitions for data isolation
- Configure proper nprobe for recall
- Monitor query latency and throughput
Dependencies
- pymilvus
- langchain-milvus
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原文件路径
library/specializations/ai-agents-conversational/skills/milvus-integration/SKILL.md