Milvus

This release enhances gRPC configuration and adds support for warmup parameters in FieldSchema. It also fixes critical bugs related to database context handling in SearchIteratorV2.

This release focuses on bug fixes, performance optimizations for search results, and improved gRPC error diagnostics. It also removes the dependency on grpcio-testing.

This release introduces support for semantic-highlighter and async list_persistent_segments, alongside numerous bug fixes addressing data type handling, memory usage, and database context management.

This release introduces a new benchmarking framework and Function SDK support, alongside numerous bug fixes related to boolean serialization, JSON parsing, and iterator handling.

PyMilvus 2.6.5 introduces significant enhancements to AsyncMilvusClient, adds highlighter support for search, and fixes several bugs related to index creation and data handling. This release also includes a breaking change renaming 'Stage' to 'Volume'.

This release introduces a breaking change by renaming 'Stage' to 'Volume' to improve clarity and consistency within the library.

This release introduces support for the TIMESTAMPTZ data type and significantly enhances BulkWriter capabilities for STRUCT and Geometry types. Numerous bug fixes address issues in connection handling, MilvusClient argument passing, and async operations.

This release introduces enhancements for primary key insertion with autoID, support for serialized JSON inserts, and geometry support in the bulk writer. It also includes a fix for GCP stage configuration.

This release introduces major features including support for Array of Structs and Geometry data types, alongside manual L0 compaction control. A critical breaking change mandates JSON serialization for string data during insertion.

This release introduces support for the geo data type in core operations and includes several minor bug fixes and documentation improvements related to connection types and bulk import.

PyMilvus v2.6.2 introduces support for grouping by JSON fields and fixes several issues related to partial upsert operations. It also includes enhancements for OSS bucket connections.

This patch release (v2.6.1) introduces new features like enhanced bulk import capabilities and stage management support, alongside several bug fixes and performance enhancements like adding unixmsec to RPC calls.

This release introduces support for stageManager/stageFileManager and enhances bulkImport functionality. It also resolves a bug related to returning primary keys during upsert operations.

This release introduces comprehensive asynchronous client support via `AsyncMilvusClient` and significantly expands the API surface of `MilvusClient` with numerous database, partition, index, and search management features. The long-deprecated `Milvus` class has been removed.

This minor release primarily addresses a bug where functions were unnecessarily copied during CollectionSchema initialization.

This patch release focuses on stability, fixing issues related to hybrid search parameters, connection reuse during concurrent MilvusClient initialization, and alias configuration cleanup upon connection failure.

This release focuses on performance optimizations, bug fixes related to compaction and data handling, and general code quality improvements based on linting updates.

This release focuses on bug fixes related to schema alteration, upsert requests, and connection handling, alongside enhancements for analyzer configuration.

This patch release (v2.5.10) addresses two specific bugs related to collection loading with resource groups and alias collision handling in MilvusClient.

This patch release focuses on several bug fixes, including ensuring request-id propagation, correcting schema timestamp handling, and fixing parameter passing issues in collection loading methods.

This release introduces support for running analyzers and configuring multi-analyzer parameters, alongside a minor fix for module spelling.

This release introduces new features like weighted reranker support and enhanced bulk import capabilities, alongside several bug fixes related to batch insertion, parameter validation, and deprecated type removal.

This release focuses on stability, addressing several bugs related to index creation and database name handling. It also removes an unnecessary internal utility.

This release introduces schema update time verification for cache usage in insert/upsert operations and enhances the search iterator v2 with external filter support. Numerous bug fixes address issues in BulkWriter, connection handling, and API parameter types.

This release introduces several enhancements focused on schema caching for improved performance in insert, upsert, get, and delete operations, alongside various bug fixes including one for BulkWriter and gRPC thread management.

This release simplifies search parameter structures, adds recall support to milvus_client, and fixes several bugs related to iterators and search parameter handling.

This release introduces several new management operations like partition and index management, adds database operation examples, and fixes bugs related to Hits field names and iterator mismatches during alias alteration. The release also enhances publishing security via trusted publisher adoption.