cyberneticlibrary

Build RAG vector search capability

rag_vector_skillskillsetup L30
ljyuan1234-byte/web_wearcj
What it does

Generate embeddings and persist vectors in local Chroma database

Best for

When you need embeddings persisted in a local vector DB without managing schema.

Inputs
  • · [object Object]
  • · [object Object]
Outputs
  • · [object Object]
Requires
  • · Chroma persistent client
  • · Qwen API wrapper
Preconditions

Chroma initialized; Qwen API accessible; processed chunks valid

Failure modes
  • · Invalid input params
  • · Embedding retry exhausted
  • · Chroma write error
  • · Backup fails
Trust signals
  • · Configurable batch size
  • · Retry support on embedding
  • · Optional post-insert backup