Change Log

Bug Fixes 🐌

• #810 - fix distance matrix api in local mode with the default vector by @joein
• #812 - fix plain prefetch conversion to grpc by @joein
• #812 - fix query batch points offset in local mode by @joein
• #813 - raise an error on attempt to insert a non-existing named vector in local mode by @hh-space-invader
• #817 - fix DBSF rescoring on empty response in local mode by @joein
• #816 - fix resolving prefetch in local mode by @joein

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

Change Log

Features 🪶

• #759 - Facets API by @coszio
• #767 - Distance matrix API by @agourlay
• #804 - add mmap geo index by @joein

Bug Fixes 🦟

• #797 - fix query embeddings for sparse models by @hh-space-invader
• #800 - fix async grpc info call by @joein
• #802 - add local_files_only to sparse embeddings by @joein

Thanks to everyone, who've contributed to this release!

@agourlay @coszio @hh-space-invader @generall @joein

Change Log

Bug Fixes 🦟

• #787 - fix update vectors in local mode by @joein
• #785 - fix creating shard key in async grpc client by @joein @VanaMartin
• #790 - fix conversion of sharding method in collection params by @joein
• #782 - replace np.NINF with np.inf in local mode for numpy v2.x by @icfly2
• #791 - fix cluster collection info by making resharding operations field optional by @joein

Thanks to everyone, who've contributed to this release!
@VanaMartin @icfly2 @joein

Change Log

Bug Fixes 🪰

• #763 - handle tuple conversion in grpc by @hh-space-invader
• #772 - fix nested prefetch in local mode by @paul2302 @hh-space-invader
• #773 - fix rest get_collection call for a collection with grpc-built payload indices, make parametrized integer index params optional by @joein
• #775 - fix with_vectors in local mode when retrieving by default vector name by @joein

Thanks to everyone, who've contributed to this release!
@paul2302 @hh-space-invader @joein

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 🐞

• #674 - fix gRPC sparse vector params conversion
• #682 - fix gRPC conversion in query_points for flat structures
• #682 - fix gRPC conversion during named multivectors upload

Change Log

Features 🐯

• Universal query API - [Docs]

  • Support search, recommendations, discovery, ordering by payload in a single request
  • Perform hybrid search by merging results from different queries with fusion
  • Build multi-stage queries with re-scoring to achieve better performance

• Support for multivectors - [Docs]

  • 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]

• Support for float16 and uint8 datatype for sparse vectors index - [Docs]

• Support for Inverse Document Frequency (IDF) in sparse vectros - [Docs]

  • Provides an option to automatically account for IDF in sparse vectors search
  • Unlocks the ability to stream updates for BM25 and BM42 embeddings

Bug Fixes 🦟

• 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