Quick Query Example

This example demonstrates the basic compile-and-ask workflow.

import asyncio
from vectorless import Engine

async def main():
    # 1. Create engine
    engine = Engine(
        api_key="sk-...",
        model="gpt-4o",
    )

    # 2. Compile a document
    result = await engine.compile(path="./report.pdf")
    doc_id = result.doc_id
    print(f"Compiled document: {doc_id}")

    # 3. Simple keyword query
    response = await engine.ask("revenue", doc_ids=[doc_id])
    print(f"Result: {response.single().content[:200]}")

    # 4. Complex reasoning query
    response = await engine.ask(
        "What are the main factors affecting performance?",
        doc_ids=[doc_id],
    )
    print(f"Confidence: {response.single().confidence:.2f}")
    print(f"Result: {response.single().content[:200]}")

    # 5. Cleanup
    await engine.remove_document(doc_id)

asyncio.run(main())