Qdrant-client

Change Log

Features 📢

* 753 - update `fastembed` to 0.3.6

Bug Fixes 🪲

* 748 - fix `modifier.None` conversion by joein
* 750 - fix parametrized payload indices conversion by joein

Deprecations ⏳

* 742 - deprecate `rest` property in `QdrantRemote` in favour of `http` by hh-space-invader
* 740 - deprecate async grpc fixtures in `QdrantClient` in favour of `AsyncQdrantClient` by hh-space-invader


Thanks to everyone, who've contributed to this release!
hh-space-invader joein

Change Log

Features 📢

* 541 - added init_options property to recreate qdrant client instances from an existing one by Anush008
* 686 - add bm42 and bm25 models support for `add` and `query` methods by joein
* 706 - add retry mechanism to `migrate` by hh-space-invader
* 678 - add info endpoint by joein
* 690 - add query points group api by agourlay coszio
* 703 - add distribution based score fusion by coszio
* 705 - add random sampling mechanism by coszio
* 707 - extend struct interfaces to support raw string via types.Document by joein

Bug Fixes 🪲

* 697 - fix conversion of datetime objects to grpc by joein
* 715 - fix in-place modification of queries in `query_points` by joein
* 717 - unlock pyright, fix type hints by hh-space-invader
* 721 - add missing timeouts to count, scroll and retrieve methods by hh-space-invader joein
* 730 - make upload_points method in AsyncQdrantClient synchronous by hh-space-invader


Thanks to everyone, who've contributed to this release!
agourlay coszio Anush008 generall hh-space-invader joein

Change log

Bug fixes 🐞

* https://github.com/qdrant/qdrant-client/pull/674 - fix gRPC sparse vector params conversion
* https://github.com/qdrant/qdrant-client/pull/682 - fix gRPC conversion in `query_points` for flat structures
* https://github.com/qdrant/qdrant-client/pull/682 - fix gRPC conversion during named multivectors upload

Change Log

Features :tiger:

* Universal query API - [[Docs](https://qdrant.tech/documentation/concepts/search/#query-api)]
* Support search, recommendations, discovery, ordering by payload in a single request
* Perform [hybrid search](https://qdrant.tech/documentation/concepts/hybrid-queries/#hybrid-search) by merging results from different queries with fusion
* Build [multi-stage](https://qdrant.tech/documentation/concepts/hybrid-queries/#multi-stage-queries) queries with re-scoring to achieve better performance

* Support for multivectors - [[Docs](https://qdrant.tech/documentation/concepts/vectors/#multivectors)]
* Use late interaction (such as ColBERT) models natively in Qdrant
* Store dynamic number of vectors per point with shared payload

* Support for `float16` datatype for dense vectors - [[Docs](https://qdrant.tech/documentation/concepts/vectors/#datatypes)]

* Support for `float16` and `uint8` datatype for sparse vectors index - [[Docs](https://qdrant.tech/documentation/concepts/vectors/#datatypes)]

* Support for Inverse Document Frequency (IDF) in sparse vectros - [[Docs](https://qdrant.tech/documentation/concepts/indexing/#idf-modifier)]
* Provides an option to automatically account for IDF in sparse vectors search
* Unlocks the ability to stream updates for BM25 and [BM42](https://qdrant.tech/articles/bm42) embeddings


Bug Fixes :mosquito:

* Fix exclusion of ids in discovery api
* Fix StartFrom conversion

Thanks to everyone, who've contributed to this release!
agourlay coszio tellet-q generall joein

Changelog

Features 🪄
- 612 Add gpu support for fastembed and possibility to set onnx providers by joein
- 623 Replace black with ruff by generall

Fixes 🪛
- 627 Save and return copies of data in local mode by joein
- 637 Allow string `RecommendStrategy` with grpc by coszio
- 640 Fix integer index grpc conversion by joein
- 646 Fix boolean filters when using pydantic<2.6 by joein

Thanks to everyone who contributed to the current release: generall coszio joein

Changelog

Fixes 🪛

- 617 - fix local mode geo box for antimeridian crossing
- 619 - fix incorrect display of QdrantClient's docstring

Thanks to everyone who contributed to the current release: agourlay Anush008