Python

pip install vectorless

import os
from vectorless import Vectorless

vl = Vectorless(
    api_url=os.environ["VECTORLESS_API_URL"],
    api_key=os.environ["VECTORLESS_API_KEY"],
)

doc = vl.documents.ingest(source="./report.pdf")

result = vl.ask(
    document=doc.id,
    question="Summarize the risk factors.",
    strategy="treewalk",
)

print(result.answer)
for c in result.citations:
    print(" › ".join(c.path), c.snippet)

import asyncio
from vectorless import AsyncVectorless

async def main():
    vl = AsyncVectorless()
    doc = await vl.documents.ingest(source="./report.pdf")
    result = await vl.ask(
        document=doc.id,
        question="Walk me through the methodology.",
        strategy="treewalk",
    )
    print(result.answer)

asyncio.run(main())