SDK Quickstart

pip install "ragrails[store-qdrant]"
export VOYAGE_API_KEY="..."
export OPENAI_API_KEY="..."
docker run -p 6333:6333 qdrant/qdrant

pip install "ragrails[url,store-qdrant]"
ragrails setup-url --browser chromium

from ragrails import RagRails

rag = RagRails(
    collection="support",
    vector_store={"provider": "qdrant", "url": "http://localhost:6333"},
    embedding={"provider": "voyage", "model": "voyage-3"},
    llm={"provider": "openai", "model": "gpt-4o-mini"},
)

ingested = rag.ingest(
    markdown=(
        "# Refund policy\n\n"
        "Customers can request a refund within 30 days of purchase. "
        "Refunds are returned to the original payment method within 5 business days."
    ),
)

print({
    "sources": ingested.sources,
    "chunks": ingested.chunks,
    "embedded": ingested.embedded,
    "stored": ingested.stored,
    "failed": ingested.failed,
})

result = rag.query("How long do I have to request a refund?", retrieval={"top_k": 5})

for chunk in result.items:
    print(chunk.score, chunk.text[:200])

result = rag.chat("How long do I have to request a refund?", history=[])
print(result.answer)
history = result.history

You can request a refund within 30 days of purchase.