Performance Optimization for Edge RAG

Overview

Optimize retrieval and inference performance for production RAG systems on edge infrastructure.

Optimization Strategies

Techniques

Retrieval Optimization

Index compression
Caching strategies
Query optimization
Batch retrieval

Inference Optimization

Model quantization
Pruning
Distillation
Batching

Resource Management

Memory optimization
CPU efficiency
Disk I/O reduction
Network optimization

See also: Architecture