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 Component
(11) Logging/Monitoring Component
