Retrieval

ragrails retrieve "How long do refunds take?" \
  --vector-db qdrant \
  --collection support \
  --url http://localhost:6333 \
  --provider voyage \
  --model voyage-3 \
  --top-k 10

Query  : How long do refunds take?
Results: 10

[1] score=0.8700 chunk_id=refund-policy-0 id=refund-policy-0
    title: Refund policy
    text : Customers can request a refund within 30 days...

ragrails retrieve "How long do refunds take?" \
  --vector-db qdrant --collection support --url http://localhost:6333 \
  --provider voyage --model voyage-3 \
  --top-k 20 \
  --rerank \
  --reranker voyage \
  --reranker-model rerank-2-lite \
  --rerank-top-k 5