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GenAI – You Are Facing High Latency In RAG Pipeline What Are The Steps You Will Follow To Solve This ?
GenAI – How To Solve Latency In RAG Pipeline ? Table Of Contents: Break Down the Pipeline Components Measure and Profile Latency per Component Query Embedding Generation Time Vector Retrieval / Vector Database Time Reranking (if used) Time LLM Inference Time Prompt Construction Time Network / System-Level Issues Time Parallelize Where Possible Tools & Techniques (1) Breakdown The Pipeline Component (2) Measure And Profile Latency Per Component. (3) Query Input Component Solution: (4) Query Preprocessing & Embedding Component (5) Vector Search Component (6) Vector Search Component (7) Prompt Construction Component (8) LLM Inference Component (9) Post Processing Component (10) Caching/Storage
