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Releases: tensorchord/pgvecto.rs

v0.4.0-alpha.2

23 Sep 03:31
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Full Changelog: v0.4.0-alpha.1...v0.4.0-alpha.2

v0.4.0-alpha.1

05 Sep 08:36
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fix: set correct svecf32 header while creating SVecf32Output (#590)

Signed-off-by: usamoi <usamoi@outlook.com>

v0.3.0

20 Jun 05:53
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chore: remove prefilter, stand-alone-test and default feature (#505)

* chore: remove prefilter, stand-alone-test and default feature

Signed-off-by: usamoi <usamoi@outlook.com>

* fix: simplify hnsw entry

Signed-off-by: usamoi <usamoi@outlook.com>

---------

Signed-off-by: usamoi <usamoi@outlook.com>

v0.3.0-alpha.2

01 Jun 00:01
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v0.3.0-alpha.1

20 Mar 12:52
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v0.3.0-alpha.1 Pre-release
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alpha release for 0.3.0

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Full Changelog: v0.2.1...v0.3.0-alpha.1

v0.2.1

04 Mar 14:48
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Improvements

  • NULL Support: NULL can now be safely inserted into vector columns without error. They will be skipped during pgvecto.rs index creation, but exist in the table. A query on a vector column will never return a result containing a NULL.
  • Signal Handler Fix: Now we use SIGQUIT instead of SIGHUP to trigger a peaceful exit, since SIGHUP is defined as configure reload by Postgres.
  • Upgrade Script Refine: Due to some symbol renaming, the upgrade path from v0.1.10 to v0.2.0 is broken. Users can now upgrade directly to v0.2.1 if they are currently using v0.1.10.

v0.0.0-nightly

26 Feb 05:45
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DO NOT use this version. Internal use only.

v0.2.1-alpha.2

21 Feb 10:03
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v0.2.1-alpha.2 Pre-release
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DO NOT use this version. Internal use only.

v0.2.1-alpha.1

21 Feb 07:35
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v0.2.1-alpha.1 Pre-release
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DO NOT use this version. Internal use only.

v0.2.0

02 Feb 05:16
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New features:

  • VBASE Mode Integration: pgvecto.rs integrates the cutting-edge VBASE method from OSDI 2023 and set it as default, substantially refining vector search efficiency within PostgreSQL. This enhancement not only accelerates the standard search process but also ensures accurate results, even when complex filters and join operations are applied.

  • FP16 Support: Users can now store their embeddings in PostgreSQL using half the float32 size, significantly improving latency. Our experiments indicate that this optimization has a negligible impact on final recall less than 1%.

  • Asynchronous Indexing: Insertion operations are now non-blocking, ensuring a smoother, more efficient data insertion and indexing process.

  • Doubled Query Performance: pgvecto.rs 0.2 boasts a query performance that is twice as fast as that of 0.1, marking a significant leap forward in our system's efficiency.

  • Enhanced Visibility into Internal Status: The new pg_vector_index_stat v offers users a transparent view into the indexing internals of pgvecto.rs. This feature allows for real-time monitoring of index construction, configuration adjustments, and detailed statistical analysis, fostering a more intuitive and controlled environment.

Breaking Changes:

  • Schema Modification for Installation: pgvecto.rs has shifted its installation location from the public schema to the vectors schema. This change necessitates updates in schema references within your queries and scripts.

  • Default Search Mode Update: The default search mode has been updated to VBASE. To revert to the basic search mode, users must manually execute the command SET vectors.search_mode = basic;. This change ensures that users benefit from the enhanced performance and accuracy of VBASE by default.

  • Revised prefilter Option: The semantics of the prefilter option have been redefined. The prefilter option now specifically controls whether deleted points are skipped from the search process. Meanwhile, the filter scenarios previously handled by this option are now adeptly managed by the VBASE mode, which offers superior accuracy and performance.

  • Index Compatibility and Reindexing Requirement: Indexes created with versions prior to 0.2 are not compatible with the 0.2 update. Users upgrading from earlier versions must reindex their data to ensure compatibility and to take full advantage of the new features and improvements introduced in pgvecto.rs 0.2.

Improvements

We've improved pgvecto.rs's reliability in this major release by adding more tests, improving error messages for easier troubleshooting, and refactoring the code for increased stability and smoother performance.