#MIPS

Accelerating MIPS: Making RAG Retrieval Faster and More Efficient

Analyzing the computational bottleneck of Maximum Inner Product Search (MIPS) in RAG: when candidate vectors reach millions and dimensions reach thousands, exhaustive search is costly; approximate search and other acceleration methods can significantly improve retrieval efficiency with controlled error, enhancing RAG end-to-end latency and throughput.