v1.6.1

Changelog

Features

• Proper support for Async client - #319

  • Now all methods of regular qdrant client are available in async version.
  • All method names, parameters and return types are preserved.
  • Both gRPC and REST version are available.

• Improvements of fastembed integration:

  • Support the latest v0.1.x version of fastembed: https://github.com/qdrant/fastembed/releases/tag/0.1.0
  • Support for encoding of iterators in add API, useful for lazy reading of large dataset
  • Support for data-level parallelism of the encoding operations

Fixes

• #337 - fix: convert score to float in local mode for pydantic

---

Async Qdrant client usage example:

from qdrant_client import AsyncQdrantClient, models
import numpy as np
import asyncio

async def main():
    client = AsyncQdrantClient(url="http://localhost:6333")

    res = await client.search(
        collection_name="my_collection",
        query_vector=np.random.rand(10).tolist(),  # type: ignore
        limit=10,
    )

    print(res)

asyncio.run(main())