RAG Foundations: Ingestion & Indexing: sections and modules
Vector Stores & Index Operations
Run CRUD and persistence operations through LangChain's common vector store interface.
- Lessons
- 7 lessons
- By
- Sourav Banerjee
- Prerequisites
- None
Lessons
Start modulePractise and Check
- Deliverable
- Living index: stand up pgvector with Docker, ingest the M11 corpus, then change, add and delete source files and show that the record manager re-indexes only what changed.
- Assessment
- Answer the five Interview questions without notes, then run the lab.
- Interview probe
- Larkspur cut the annual refund window from 30 days to 14 and the nightly sync ran. A week later the assistant still tells some customers "30 days". The new chunk is in the index. What happened, and how do you fix it?
- Common mistakes
- Minting a fresh UUID for every chunk on each ingestion run
- Relying on a tenant metadata filter for access control
- Running
fullcleanup when the loader returned only some files
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