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chore(deps): update dependency pymilvus to v2.6.16 #13

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renovatebot wants to merge 1 commit from renovate/pymilvus-2.x into main

renovatebot commented

2025-06-23 17:02:55 +02:00

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This PR contains the following updates:

Package	Type	Update	Change
pymilvus		minor	`==2.5.0` -> `==2.6.16`
pymilvus	project.dependencies	minor	`==2.5.0` -> `==2.6.16`

Release Notes

milvus-io/pymilvus (pymilvus)

`v2.6.16`: PyMilvus v2.6.16 Release Notes

Compare Source

What's Changed

Features and enhancements

Add element-level search support (source #3208; 2.6 #3491).
Add dump_messages support for data salvage (source #3573; 2.6 #3574).
Add role and user description support in auth APIs (sources #3601 and #3602; 2.6 #3609).
Improve volume upload interaction, including concurrency and progress behavior (source #3619; 2.6 #3628).

Bug fixes

Harden sync and async connection recovery by protecting reconnect channel swaps and validating channel reclamation (sources #3542, #3564, and #3579; 2.6 #3566, #3571, and #3582).
Preserve connection timeout settings during recovery (source #3610; 2.6 #3614).
Map only connection-setup RPC failures to CONNECT_FAILED (source #3589; 2.6 #3591).
Reject boolean values in sparse vector validation and improve the related error message (source #3624; 2.6 #3625).

Type handling and client internals

Continue the logical type model migration across array helpers, row insert and extraction, field-data result and nested decoders, vector predicates, and vector-array dtype facts (sources #3518, #3501, #3536, #3537, #3554, #3604, and #3606; 2.6 #3549, #3551, #3553, #3556, #3558, #3607, and #3612).
Remove the dead V1 row extractor (source #3561; 2.6 #3563).

Documentation and tests

Update async client examples (source #3597; 2.6 #3598).
Classify maintained test suites (source #3592; 2.6 #3596).

Full Changelog: https://github.com/milvus-io/pymilvus/compare/v2.6.15...v2.6.16

`v2.6.15`: PyMilvus v2.6.15 Release Notes

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What's Changed

Add get_replicate_info() to MilvusClient and AsyncMilvusClient for reading replication checkpoint state. #3509 by @bigsheeper, backported in #3515.
Move Search logical-type handling to the shared type registry. #3482, backported in #3498.
Add the internal TypeCapability contract for shared type-specific operation bindings. #3531, backported in #3532.
Use the logical type registry in batch insert and upsert paths. #3517, backported in #3540.
Migrate development, CI, TestPyPI, and release workflows to uv. #3512 by @zhuwenxing, backported in #3530.
Use the package-local Hatchling version source for SCM-derived versions. #3528 by @zhuwenxing, backported in #3535.

Full Changelog: https://github.com/milvus-io/pymilvus/compare/v2.6.14...v2.6.15

`v2.6.14`: PyMilvus v2.6.14 Release Notes

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What's Changed

refactor: consolidate duplicated array element type mapping (#3401) by @pymilvus-bot in https://github.com/milvus-io/pymilvus/pull/3478
feat(client): add internal data type metadata registry (#3475) by @pymilvus-bot in https://github.com/milvus-io/pymilvus/pull/3480
feat: [2.6] add FieldOp helpers for array partial update operators by @weiliu1031 in https://github.com/milvus-io/pymilvus/pull/3492
fix(client): reject oversized compaction target sizes (#3494) by @pymilvus-bot in https://github.com/milvus-io/pymilvus/pull/3495

Full Changelog: https://github.com/milvus-io/pymilvus/compare/v2.6.13...v2.6.14

`v2.6.13`: PyMilvus v2.6.13 Release Notes

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What's Changed

[Backport 2.6] refactor: simplify Union[float] type hints to float (#3419) by @pymilvus-bot in https://github.com/milvus-io/pymilvus/pull/3422
[Backport 2.6] fix: validate params type in IndexParam to handle None and reject invalid types (#3420) by @pymilvus-bot in https://github.com/milvus-io/pymilvus/pull/3423
[Backport 2.6] fix: return consistency_level as name string from describe_collection (#3409) by @pymilvus-bot in https://github.com/milvus-io/pymilvus/pull/3425
[Backport 2.6] fix: accept filter= as alias for expr= in AnnSearchRequest (#3410) by @pymilvus-bot in https://github.com/milvus-io/pymilvus/pull/3426
[Backport 2.6] fix: validate collection_name type in search, hybrid_search, and flush (#3429) by @pymilvus-bot in https://github.com/milvus-io/pymilvus/pull/3431
[Backport 2.6] fix: MilvusClient hangs on unreachable URI when timeout=None (#3428) by @pymilvus-bot in https://github.com/milvus-io/pymilvus/pull/3434
[Backport 2.6] enhance: Add target_size and target_size_unit in compact API by @pymilvus-bot in https://github.com/milvus-io/pymilvus/pull/3440
[Backport 2.6] fix: add DB-Name header to get import progress REST API requests (#3415) by @pymilvus-bot in https://github.com/milvus-io/pymilvus/pull/3443
[Backport 2.6] fix: add DB-Name header to bulk_import and list_import_jobs (#3442) by @pymilvus-bot in https://github.com/milvus-io/pymilvus/pull/3447
[Backport 2.6] fix: restore consistency_level int in CollectionSchema.dict(), add name alias (#3441) by @pymilvus-bot in https://github.com/milvus-io/pymilvus/pull/3448
[Backport 2.6] feat: add get replicate configuration client API (#3446) by @pymilvus-bot in https://github.com/milvus-io/pymilvus/pull/3449
[Backport 2.6] feat: Configure Codecov project coverage as an explicit 90% gate (#3451) by @pymilvus-bot in https://github.com/milvus-io/pymilvus/pull/3452
[Backport 2.6] fix: pin GUARANTEE_TIMESTAMP from probe call in SearchIteratorV2 by @pymilvus-bot in https://github.com/milvus-io/pymilvus/pull/3454
[Backport 2.6] feat(volume): external volume and describe_volume by @lentitude2tk in https://github.com/milvus-io/pymilvus/pull/3455
[Backport 2.6] chore: remove legacy Sphinx docs source (#3457) by @pymilvus-bot in https://github.com/milvus-io/pymilvus/pull/3458
[Backport 2.6] chore: remove unused gRPC handler get path (#3460) by @pymilvus-bot in https://github.com/milvus-io/pymilvus/pull/3462
feat: add projectId and regionId support for cloud import interfaces by @lentitude2tk in https://github.com/milvus-io/pymilvus/pull/3464
[Backport 2.6] refactor: remove gRPC handler _get_info helpers by @pymilvus-bot in https://github.com/milvus-io/pymilvus/pull/3463
[Backport 2.6] feat: add ORM API deprecation warnings (#3467) by @pymilvus-bot in https://github.com/milvus-io/pymilvus/pull/3468

Full Changelog: https://github.com/milvus-io/pymilvus/compare/v2.6.12...v2.6.13

`v2.6.12`: PyMilvus v2.6.12 Release Notes

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What's Changed

Bug Fixes

fix: default to port 443 for https:// URIs in MilvusClient (#3372, #3374) by @pymilvus-bot — reported by @XuanYang-cn in #3369
fix: remove duplicate timeout kwarg in Collection.__init__ (#3371, #3378) by @pymilvus-bot — reported by @greenned in #3370
fix: ensure page_retain_order is passed to search params (#3366, #3383) by @pymilvus-bot — reported by @alwayslove2013 in #2804
fix: handle empty result set with ARRAY field in query deserialization (#3389, #3396) by @pymilvus-bot — reported by @karsten-reversefashion in #3386
fix: infer_dtype_bydata returns UNKNOWN for list of strings instead of ARRAY (#3390, #3397) by @pymilvus-bot — reported by @ShirohaUmi in #2896
fix: rewrite _version_helper.py to use only public setuptools_scm API (#3359, #3379) by @XuanYang-cn

Improvements

refactor: remove dead code and redundant exception handling in async_grpc_handler (#3365, #3377) by @pymilvus-bot
refactor: replace redundant raise-from-self with bare raise (#3367, #3381) by @pymilvus-bot
refactor: fix return type annotations and bare raise in connections.py (#3373, #3382) by @pymilvus-bot
refactor: remove dead fake_register_link method from GrpcHandler (#3391, #3395) by @pymilvus-bot

CI

ci: bump actions/checkout to v6 and actions/setup-python to v6 (#3400, #3403) by @pymilvus-bot

Full Changelog: https://github.com/milvus-io/pymilvus/compare/v2.6.11...v2.6.12

`v2.6.11`: PyMilvus v2.6.11 Release Notes

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What's Changed

Bug Fixes

fix: pass address to GrpcHandler in ConnectionManager strategies — fixed Milvus Lite local path broken since 2.6.10 (#3321, #3323) by @XuanYang-cn
fix: prevent "Cannot invoke RPC on closed channel" after connection recovery (#3326, #3345) by @pymilvus-bot
fix: correct parameter name typos in QueryIterator causing partition filter bypass (#3324, #3330) by
@pymilvus-bot
fix: handle None response in search to prevent AttributeError (#3331, #3332) by @pymilvus-bot
fix: resolve bytes vector type misidentification in search path (#3334) by @zhuwenxing
fix: guard MilvusClient._get_connection against None handler (#3337, #3338) by @pymilvus-bot
fix: handle None credentials in connections.connect() (#3343, #3353) by @pymilvus-bot
fix: use explicit length check for numpy array compatibility in search (#3342, #3352) by @pymilvus-bot
fix: clarify wrong-port guidance for UNIMPLEMENTED errors (#3315, #3322) by @pymilvus-bot
fix: display human-readable state and level in SegmentInfo repr (#3336, #3355) by @pymilvus-bot
fix: pin setuptools_scm<9 to prevent _types import breakage (#3348) by @pymilvus-bot

Features & Enhancements

feat: support Python 3.14 (#3306, #3318) by @XuanYang-cn

Improvements

refactor: extract _get_dim helper to deduplicate dimension lookup (#3344, #3350)
refactor: remove redundant raise ex from ex try/except blocks (#3341, #3351)
refactor: consolidate duplicate common_pb2 import in prepare.py (#3346, #3354)
test: improve unit test coverage from 83.98% to 90% (#3313, #3320)
chore: remove obsolete release_event and nightly_ci workflows (#3358)

Full Changelog: https://github.com/milvus-io/pymilvus/compare/v2.6.10...v2.6.11

`v2.6.10`: PyMilvus v2.6.10 Release Notes

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What's Changed

New Features

feat: add global cluster client support (#3264)
feat: add ConnectionManager to replace connections singleton for MilvusClient (#3307)

Bug Fixes

fix: is_legal_ids() to accept negative int64 primary keys (#3281)
fix: avoid calling len() on scipy sparse matrix in entity_to_field_data (#3294)
fix: retry on REPLICATE_VIOLATION for global cluster region switch (#3298)
fix: support non-float vectors in struct array in search (#3299)
fix: enforce timeout for async operations when server is unreachable (#3304)
fix: add debounce to prevent concurrent topology refresh in global client (#3309)

Enhancements

enhance: general performance improvements across MilvusClient path (#3280)
enhance: remote bulk writer support virtual_style_endpoint (#3302)
enhance: update the milvus-proto commit (#3310)

Testing & CI

enhance: requires 90% patch unit test coverage for new PRs (#3297)
enhance: increase ORM unit test coverage to 90%+ per file (#3312)

Full Changelog: https://github.com/milvus-io/pymilvus/compare/v2.6.9...v2.6.10

`v2.6.9`: PyMilvus v2.6.9 Release Notes

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Bug Fixes

fix: pass context to describe_collection in SearchIteratorV2 (#3271) — Forward kwargs (including context carrying db_name) from SearchIteratorV2.__init__ to describe_collection, matching the existing QueryIterator pattern. Without this fix, SearchIteratorV2 always queries the default database, causing "can't find collection" errors for non-default databases.
fix: unpack _get_schema tuple return in _list_vector_indexes (#3275) — Fix tuple unpacking issue in _list_vector_indexes.

Enhancements

enhance: optimize gRPC keepalive defaults and support user-configurable grpc_options (#3258) — Improve gRPC keepalive defaults and allow users to configure gRPC channel options.
enhance: support warmup type params for FieldSchema (#3255) — Add warmup type parameter support in field schema definitions.

Tests

enhance: increase unit test coverage (#3233) — Comprehensive tests added for client/types.py, iterator utilities, orm/utility.py, request builder methods, client/abstract.py, decorators, and client/utils.py.

Full Changelog: https://github.com/milvus-io/pymilvus/compare/v2.6.8...v2.6.9

`v2.6.8`: PyMilvus v2.6.8 Release Notes

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🐛 Bug Fixes

Parse dbname from uri (#3247)

🔧 Enhancements

Remove the usage of grpcio-testing (#3225)
Exclude data generation time from benchmark (#3246)
Optimize search result performance (Hit class, HybridHits init) (#3248)
Add channel_state and debug_error_string to gRPC error diagnostics (#3249)

📝 Contributors

We would like to thank all contributors who made this release possible:

Full Changelog: https://github.com/milvus-io/pymilvus/compare/v2.6.7...v2.6.8

`v2.6.7`: PyMilvus v2.6.7 Release Notes

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🎉 New Features

Support semantic-highlighter (#3180)
Support async client list_persistent_segments (#3207)

🐛 Bug Fixes

Pass parameters as keyword arguments to avoid incompatible issue of minio-py 7.2.19 (#3171)
Float scalar datatype supports floating-point numbers (#3173)
struct_validator returns True instead of x to support empty arrays (#3183)
Use list join instead of += to operate bytes to prevent OOM (#3184)
Fix a bug of bulkwriter to support all-empty struct list (#3191)
Remove some old function calls after refactor schema cache (#3198)
Extend protobuf after flush vector cache (#3201)
Remove db_name from grpchandler to client (#3226)
Fix some usage after refactor dbname (#3229)
Fix usage of context (#3231)
Return error when use non-existence db (#3235)

🔧 Enhancements

Apply coding style to test file (#3221)
Increase UT coverage for search_result.py and entity_helper.py (#3223)
Change the authors name and email (#3204)

🔄 Refactoring

Introduce thread-safe GlobalSchemaCache for gRPC handlers (#3193)
Refactor collection ts cache (#3209)

📝 Contributors

We would like to thank all contributors who made this release possible:

Full Changelog: https://github.com/milvus-io/pymilvus/compare/v2.6.6...v2.6.7

`v2.6.6`: PyMilvus v2.6.6 Release Notes

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Features

1. Add comprehensive benchmarking framework (#3151)

2. Add Function SDK support (#3080)

Enhancements

1. Change highlight query keyword (#3143)

Bug Fixes

fix: Keep boolean serialization as uppercase for e2e compatibility (#3168)
fix: Preserve False boolean values in SCANN index parameters (#3165)
fix: Use json to parse deep recursive json when orjson failed (#3156)
fix: Fix search params in orm search iterator (#3162)
fix: Fix the negative index access issue when preloading float vectors (#3144)
fix: Miss to save ts for iterator checkpoint (#3149)
fix: Fix some typos and ignore emacs backup files (#3145)

What's Changed

[Backport 2.6] fix: Keep boolean serialization as uppercase for e2e compatibility (#3168) by @jac0626 in https://github.com/milvus-io/pymilvus/pull/3168
[Backport 2.6] fix: preserve False boolean values in SCANN index parameters (#3165) by @jac0626 in https://github.com/milvus-io/pymilvus/pull/3165
fix: [2.6] Fix search params in orm search iterator (#3162) by @cai-zhang in https://github.com/milvus-io/pymilvus/pull/3162
[Backport 2.6] fix:use json to prase deep recursive json when orjson failed (#3156) by @jac0626 in https://github.com/milvus-io/pymilvus/pull/3156
[Backport 2.6] feat(perf): Add comprehensive benchmarking framework (#3151) by @XuanYang-cn in https://github.com/milvus-io/pymilvus/pull/3151
fix: miss to save ts for iterator checkpoint (#3149) by @MrPresent-Han in https://github.com/milvus-io/pymilvus/pull/3149
[Backport 2.6] Propose fix some typos and ignore emacs backup files (#3145) by @jeis4wpi in https://github.com/milvus-io/pymilvus/pull/3145
[Backport 2.6] fix: Fix the negative index access issue when preloading float vectors. (#3144) by @maocatooo in https://github.com/milvus-io/pymilvus/pull/3144
[Backport 2.6] enhance: change highlight query keyword (#3143) by @aoiasd in https://github.com/milvus-io/pymilvus/pull/3143
[cp 2.6] function sdk (#3080) by @junjiejiangjjj in https://github.com/milvus-io/pymilvus/pull/3080

Full Changelog: https://github.com/milvus-io/pymilvus/compare/v2.6.5...2.6

`v2.6.5`: PyMilvus v2.6.5 Release Notes

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PyMilvus 2.6.5 Release Notes

Enhancements

1. Added comprehensive features to AsyncMilvusClient including: (#3108)

2. Enhanced error messages when AsyncMilvusClient fails to connect. (#3102)

Bug Fixes

fix: AsyncMilvusClient.search supports EmbeddingList (#3101)
fix: AsyncMilvusClient.create_index supports nested fields (#3100)
fix: Use deepcopy for struct_schema in add_field (#3105)
fix: Error when function or function_score fetch empty params (#3119)

What's Changed

Breaking change: Rename Stage to Volume by @lentitude2tk in https://github.com/milvus-io/pymilvus/pull/3091
Support timestamptz for bulkwriter by @yhmo in https://github.com/milvus-io/pymilvus/pull/3114
[Backport 2.6] fix: AsyncMilvusClient.create_index support nested fields (#3100) by @pymilvus-bot in https://github.com/milvus-io/pymilvus/pull/3121
[Backport 2.6] enhance: improve AsyncMilvusClient connection error message (#3102) by @pymilvus-bot in https://github.com/milvus-io/pymilvus/pull/3122
[Backport 2.6] fix: use deepcopy for struct_schema in add_field to prevent reuse issues (#3105) by @pymilvus-bot in https://github.com/milvus-io/pymilvus/pull/3123
[Backport 2.6] [enhance]: Add some missing features to AsyncMilvusClient and refactor common code (#3108) by @pymilvus-bot in https://github.com/milvus-io/pymilvus/pull/3124
[Backport 2.6] fix: error when function or function score fetch empty params (#3119) by @pymilvus-bot in https://github.com/milvus-io/pymilvus/pull/3125
feat: suppot search with highlighter in pymilvus (#3110) by @aoiasd in https://github.com/milvus-io/pymilvus/pull/3127
[cherry-pick]fix: AsyncMilvusClient.search support EmbeddingList (#3101) by @jac0626 in https://github.com/milvus-io/pymilvus/pull/3130

New Contributors

@pymilvus-bot made their first contribution in https://github.com/milvus-io/pymilvus/pull/3121

Full Changelog: https://github.com/milvus-io/pymilvus/compare/v2.6.4...v2.6.5

`v2.6.4`: PyMilvus v2.6.4 Release Notes

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Highlights

1. Support for TimestampTZ Data Type (Introduced in Milvus v2.6.6)

PyMilvus now supports the TIMESTAMPTZ data type, allowing you to store and query timestamps with time zone information.

from pymilvus import MilvusClient, DataType

client = MilvusClient(uri="http://localhost:19530")

##### 1. Define Schema with TimestampTZ
schema = MilvusClient.create_schema()
schema.add_field("id", DataType.INT64, is_primary=True)
schema.add_field("timestamp", DataType.TIMESTAMPTZ)
schema.add_field("vector", DataType.FLOAT_VECTOR, dim=128)

client.create_collection(collection_name="ts_collection", schema=schema)

##### 2. Insert Data (using ISO 8601 format strings with timezone)
data = [
    {"id": 1, "timestamp": "2025-01-01T12:00:00+00:00", "vector": [0.1] * 128},
    {"id": 2, "timestamp": "2025-01-02T08:30:00-05:00", "vector": [0.2] * 128}
]
client.insert(collection_name="ts_collection", data=data)

##### 3. Query Data
##### Query records by ID to retrieve timestamps
res = client.query(
    collection_name="ts_collection",
    filter="id in [1, 2]",
    output_fields=["id", "timestamp"]
)
print(res)

Change Log

Features & Enhancements

[TimestampTZ] Added support for TIMESTAMPTZ data type. (#3092)
[BulkWriter] Supported STRUCT field data type in BulkWriter. (#3068)
[BulkWriter] Supported Geometry data type in BulkWriter. (#3052)
[BulkWriter] Added support for specifying a local temporary path in RemoteBulkWriter. (#3077)
[STRUCT] Supported TypeParams definition in STRUCT fields. (#3055)
[MilvusClient] Migrated 6 APIs to MilvusClient: flush_all, get_flush_all_state, list_loaded_segments, list_persistent_segments, get_server_type, and get_compaction_plans. (#3096)
[Array] Supported numpy ndarray input for ARRAY fields in MilvusClient. (#3096)

Bug Fixes

[Import] Added db_name parameter to list_import_jobs() to correctly list jobs under a specific database. (#3088)
[Connection] Fixed a bug related to connection reset handling. (#3085)
[Connection] Fixed an issue with connection caching when retrieving collection schema. (#3072)
[STRUCT] Fixed a bug where querying STRUCT fields could incorrectly return an empty array. (#3074)
[MilvusClient] Fixed an issue where insert() did not pass **kwargs (e.g., timeout) to the underlying implementation. (#3096)
[Async] Fixed connection reuse issue by including event loop ID in connection alias. (#3096)
[Async] Fixed async flush() not waiting for segments to be flushed. (#3090)
[MilvusClient] Fixed key names in segment info retrieval. (#3096)
[Error Handling] Added detailed traceback to error handler for better debugging. (#3096)

Full Changelog: https://github.com/milvus-io/pymilvus/compare/v2.6.3...v2.6.4

`v2.6.3`: PyMilvus v2.6.3 Release Notes

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Highlights

1. Support for Array of Structs

PyMilvus now supports array of structs data types, allowing you to store and query complex nested data structures.

from pymilvus import MilvusClient, DataType

client = MilvusClient(uri="http://localhost:19530")

schema = client.create_schema(auto_id=False)
schema.add_field(field_name="id", datatype=DataType.INT64, is_primary=True)
schema.add_field(field_name="vector", datatype=DataType.FLOAT_VECTOR, dim=128)

struct_schema = MilvusClient.create_struct_field_schema()
struct_schema.add_field(field_name="name", datatype=DataType.VARCHAR, max_length=100)
struct_schema.add_field(field_name="age", datatype=DataType.INT64)
struct_schema.add_field(field_name="text", datatype=DataType.VARCHAR, max_length=65535)
struct_schema.add_field(field_name="emb", datatype=DataType.FLOAT_VECTOR, dim=128)
schema.add_field(
    field_name="user_info",
    datatype=DataType.ARRAY,
    element_type=DataType.STRUCT,
    struct_schema=struct_schema,
    max_capacity=1000,
)

client.create_collection(collection_name="users", schema=schema)

data = {
    "id": 1,
    "user_info": [
        {"name": "Alice", "age": 30, "text": "this is alice", "emb": [0.1] * 128},
        {"name": "Bob", "age": 20, "text": "this is bob", "emb": [0.2] * 128},
    ]
    "vector": [0.1] * 128
}

client.insert(collection_name="users", data=[data])

📖 Documentation Array of Structs, Compatible with Milvus 2.6.4+

2. Geometry Data Type Support

Query and search with geographic data using the new Geometry data type.

from pymilvus import MilvusClient, DataType

client = MilvusClient(uri="http://localhost:19530")

schema = MilvusClient.create_schema()
schema.add_field(field_name="id", datatype=DataType.INT64, is_primary=True)
schema.add_field(field_name="location", datatype=DataType.GEOMETRY, nullable=True)
schema.add_field(field_name="vector", datatype=DataType.FLOAT_VECTOR, dim=128)

client.create_collection(collection_name="geo_coll", schema=schema)

data = [
    {"id": 1, "location": "POINT(116.404 39.915)", "vector": [0.1] * 128},
    {"id": 2, "location": "POINT(-73.935 40.730)", "vector": [0.2] * 128}
]
client.insert(collection_name="locations", data=data)

results = client.query(
    collection_name="locations",
    filter=f'st_dwithin(location, "POINT(116.4 39.9)", 1000.0)',
    output_fields=["id", "location"]
)

📖 Documentation Geometry field, Compatible with Milvus 2.6.4+

3. Insert Primary Key with Auto ID Enabled

You can now insert custom primary keys even when auto_id is enabled, providing more flexibility in data management.

from pymilvus import MilvusClient, DataType

client = MilvusClient(uri="http://localhost:19530")

schema = MilvusClient.create_schema(auto_id=True)
schema.add_field(field_name="id", datatype=DataType.INT64, is_primary=True, auto_id=True)
schema.add_field(field_name="vector", datatype=DataType.FLOAT_VECTOR, dim=128)

client.create_collection(collection_name="my_collection", schema=schema, properties={"allow_insert_auto_id": "true"})

data = [
    {"id": 100, "vector": [0.1] * 128},
    {"id": 200, "vector": [0.2] * 128}
]
client.insert(collection_name="my_collection", data=data)

📖 Documentation Insert when AutoID is true, Compatible with Milvus 2.6.3+

4. L0 Compaction Support

Trigger L0 compaction manually to optimize storage and query performance.

from pymilvus import MilvusClient

client = MilvusClient(uri="http://localhost:19530")

client.compact(collection_name="my_collection", is_l0=True)

📖 Documentation Compact L0 segments, Compatible with Milvus 2.6.3+

5. ⚠️ Breaking Change: JSON Serialization for Strings

String values are now treated as JSON-serialized bytes. This is incompatible with previous versions.

Before (2.6.2 and earlier):

client.insert(collection_name="my_collection", data=[{"id": 1, "json_field": "a"}])

Now (2.6.3+):

import json

client.insert(collection_name="my_collection", data=[{"id": 1, "json_field": json.dumps("a")}])

Complete Change Log

Features

Struct Support: SDK implementation for struct data type with field-level mmap configuration (#3026, #3037)
Geo Data Type: Support for geographic data in insert, query, and search operations (#3043)
L0 Compaction: Force L0 compact support (#3011)
Function Scorer Ranker: Support using function scorer as ranker (#3010)
Replicate Configuration: UpdateReplicateConfiguration API support (#3003)

Enhancements

Async Client Improvements: Added retry mechanism and schema cache for AsyncMilvusClient (#3023)
Allow user to insert primary key when auto_id is enabled (#3007)
Update get_cost_from_status implementation (#3000)
Enhanced remote storage usage result info (#3014)
Remove annoying logs in MilvusClient (#3016)
Raise error when ranker has unknown type (#3021)
Support insert serialized JSON (#3031)
Cherry pick multiple PRs from master branch (#3048)

Bug Fixes

Fix hybrid_search to support EmbeddingList in request data (#3028)

Documentation

Add apiKey note for bulk_import (#2997)

New Features

Add APIs in MilvusClient

enhance: add describe and alter database in MilvusClient by @smellthemoon in https://github.com/milvus-io/pymilvus/pull/2433
enhance: support milvus-client iterator by @MrPresent-Han in https://github.com/milvus-io/pymilvus/pull/2461
enhance: Enable resource group api in milvus client by @weiliu1031 in https://github.com/milvus-io/pymilvus/pull/2513
enhance: add release_collection, drop_index, create_partition, drop_partition, load_partition and release_partition by @brcarry in https://github.com/milvus-io/pymilvus/pull/2525
enhance: enable describe_replica api in milvus client by @weiliu1031 in https://github.com/milvus-io/pymilvus/pull/2541
enhance: support recalls for milvus_client by @chasingegg in https://github.com/milvus-io/pymilvus/pull/2552
enhance: add use_database by @czs007 in https://github.com/milvus-io/pymilvus/pull/2491

Add AsyncMilvusClient

[FEAT] Asyncio support by @brcarry in https://github.com/milvus-io/pymilvus/pull/2411
Add async DDL funcs & DDL examples by @Shawnzheng011019 in https://github.com/milvus-io/pymilvus/pull/2852

Other features

enhance: support Int8Vector by @cydrain in https://github.com/milvus-io/pymilvus/pull/2611
feat: support recalls field in SearchResult by @chasingegg in https://github.com/milvus-io/pymilvus/pull/2390
enhance: Support Python3.13 and upgrade grpcio range by @XuanYang-cn in https://github.com/milvus-io/pymilvus/pull/2684
enhance: support run analyzer return detail token by @aoiasd in https://github.com/milvus-io/pymilvus/pull/2679
enhance: Add force_drop parameter to drop_role method for role deletion by @SimFG in https://github.com/milvus-io/pymilvus/pull/2705
enhance: add property func for AnalyzeToken by @aoiasd in https://github.com/milvus-io/pymilvus/pull/2704
enhance: grant/revoke v2 optional db and collection params by @shaoting-huang in https://github.com/milvus-io/pymilvus/pull/2386
extend unlimted offset for query iterator(#2418) by @MrPresent-Han in https://github.com/milvus-io/pymilvus/pull/2419
enhance: alterindex & altercollection supports altering properties by @JsDove in https://github.com/milvus-io/pymilvus/pull/2406
enhance: alterdatabase support delete property by @JsDove in https://github.com/milvus-io/pymilvus/pull/2435
enhance: support hints param by @chasingegg in https://github.com/milvus-io/pymilvus/pull/2408
enhance: create database support properties by @JsDove in https://github.com/milvus-io/pymilvus/pull/2448
enhance: Add db_name parameter at bulk_import by @counter2015 in https://github.com/milvus-io/pymilvus/pull/2446
enhance: add search iterator v2 by @PwzXxm in https://github.com/milvus-io/pymilvus/pull/2395
enhance: simplify the structure of search_params by @smellthemoon in https://github.com/milvus-io/pymilvus/pull/2507
enhance: Remove long deprecated Milvus class by @XuanYang-cn in https://github.com/milvus-io/pymilvus/pull/2544
enhance: Use new model pkg by @junjiejiangjjj in https://github.com/milvus-io/pymilvus/pull/2595
enhance: Add schema update time verification to insert and upsert to use cache by @JsDove in https://github.com/milvus-io/pymilvus/pull/2551
enhance: describecollection output add created_timestamp by @JsDove in https://github.com/milvus-io/pymilvus/pull/2618
feat: add external filter func for search iterator v2 by @PwzXxm in https://github.com/milvus-io/pymilvus/pull/2639
enhance: support run analyzer by @aoiasd in https://github.com/milvus-io/pymilvus/pull/2622
weighted reranker to allow skip score normalization by @zhengbuqian in https://github.com/milvus-io/pymilvus/pull/2708
enhance: Support AddCollectionField API by @congqixia in https://github.com/milvus-io/pymilvus/pull/2722
Add 1-Way and 2-Way TLS Support to Bulk Import Functions by @abd-770 in https://github.com/milvus-io/pymilvus/pull/2672
enhance: Use SearchResult in MilvusClient by @XuanYang-cn in https://github.com/milvus-io/pymilvus/pull/2735
Support rerank by @junjiejiangjjj in https://github.com/milvus-io/pymilvus/pull/2729
feat: suppoprt multi analyzer params by @aoiasd in https://github.com/milvus-io/pymilvus/pull/2747
Add funciton checker by @junjiejiangjjj in https://github.com/milvus-io/pymilvus/pull/2760
enhance: Support run analyzer by collection and field by @aoiasd in https://github.com/milvus-io/pymilvus/pull/2822
feat: support load collection/partition with priority(#2835) by @MrPresent-Han in https://github.com/milvus-io/pymilvus/pull/2836
enhance: optimize perf for large topk(#2848) by @MrPresent-Han in https://github.com/milvus-io/pymilvus/pull/2849
enhance: Add usage guide to manage MilvusClient by @XuanYang-cn in https://github.com/milvus-io/pymilvus/pull/2907

New Contributors

@jiangyinzuo made their first contribution in https://github.com/milvus-io/pymilvus/pull/2387
@zjjzyl made their first contribution in https://github.com/milvus-io/pymilvus/pull/2417
@Abhijnan-Bajpai made their first contribution in https://github.com/milvus-io/pymilvus/pull/2520
@counter2015 made their first contribution in https://github.com/milvus-io/pymilvus/pull/2446
@mihailyanchev made their first contribution in https://github.com/milvus-io/pymilvus/pull/2678
@proost made their first contribution in https://github.com/milvus-io/pymilvus/pull/2725
@abd-770 made their first contribution in https://github.com/milvus-io/pymilvus/pull/2672
@jperez999 made their first contribution in https://github.com/milvus-io/pymilvus/pull/2716
@foxspy made their first contribution in https://github.com/milvus-io/pymilvus/pull/2772
@michaelkl made their first contribution in https://github.com/milvus-io/pymilvus/pull/2806
@Shawnzheng011019 made their first contribution in https://github.com/milvus-io/pymilvus/pull/2852
@tedxu made their first contribution in https://github.com/milvus-io/pymilvus/pull/2873

Full Changelog: https://github.com/milvus-io/pymilvus/compare/v2.5.0...v2.6.0

`v2.5.18`: PyMilvus v2.5.18 Release Notes

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What's Changed

[cherry-pick] Breaking change: Rename Stage to Volume by @lentitude2tk in https://github.com/milvus-io/pymilvus/pull/3111

Full Changelog: https://github.com/milvus-io/pymilvus/compare/v2.5.17...v2.5.18

`v2.5.17`: PyMilvus v2.5.17 Release Notes

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What's Changed

enhance: allow user insert pk when autoid is enabled by @sunby in https://github.com/milvus-io/pymilvus/pull/3006
Support insert serialized json (#3024) by @sunby in https://github.com/milvus-io/pymilvus/pull/3032
fix: Bulk writer support geometry by @xiaocai2333 in https://github.com/milvus-io/pymilvus/pull/3053
GCP supports using stage by @lentitude2tk in https://github.com/milvus-io/pymilvus/pull/3063

Full Changelog: https://github.com/milvus-io/pymilvus/compare/v2.5.16...v2.5.17

`v2.5.16`: PyMilvus v2.5.16 Release Notes

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What's Changed

support geo data type for insert,query and search for pymilvus 2.5 by @Yinwei-Yu in https://github.com/milvus-io/pymilvus/pull/2943
fix: [25]Fix the existing version fmt by @XuanYang-cn in https://github.com/milvus-io/pymilvus/pull/2959
fix: [2.5]Passing unknown req.is_refresh to wait by @XuanYang-cn in https://github.com/milvus-io/pymilvus/pull/2965
[cherry-pick] support connectType if use oss-bucket by @lentitude2tk in https://github.com/milvus-io/pymilvus/pull/2989
[cherry-pick] bulk_import add apiKey note by @lentitude2tk in https://github.com/milvus-io/pymilvus/pull/2998

Full Changelog: https://github.com/milvus-io/pymilvus/compare/v2.5.15...v2.5.16

`v2.5.15`: PyMilvus v2.5.15 Release Notes

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What's Changed

Compatible with the default behavior of free on the cloud by @lentitude2tk in https://github.com/milvus-io/pymilvus/pull/2912
fix: Return new pk value for upsert when autoid=true by @yhmo in https://github.com/milvus-io/pymilvus/pull/2915
fix: Multiple cherry-picks from master by @XuanYang-cn in https://github.com/milvus-io/pymilvus/pull/2906
bulkImport add objectUrls/token paramster & add example use by @lentitude2tk in https://github.com/milvus-io/pymilvus/pull/2932
support stageManager & stageFileManager by @lentitude2tk in https://github.com/milvus-io/pymilvus/pull/2920

Full Changelog: https://github.com/milvus-io/pymilvus/compare/v2.5.14...v2.5.15

`v2.5.14`: PyMilvus 2.5.14 Release Notes

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What's Changed

fix: Aviod coping functions when init CollectionSchema by @XuanYang-cn in https://github.com/milvus-io/pymilvus/pull/2903

Full Changelog: https://github.com/milvus-io/pymilvus/compare/v2.5.13...v2.5.14

`v2.5.13`: PyMilvus 2.5.13 Release Notes

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What's Changed

fix: Fix hybrid search params check by @xiaocai2333 in https://github.com/milvus-io/pymilvus/pull/2890
fix: [25]Concurrent init MilvusClient don't reuse connections by @XuanYang-cn in https://github.com/milvus-io/pymilvus/pull/2897
fix: [25]Tidy alias configs when connect fails by @XuanYang-cn in https://github.com/milvus-io/pymilvus/pull/2899

Full Changelog: https://github.com/milvus-io/pymilvus/compare/v2.5.12...v2.5.13

`v2.5.12`: PyMilvus 2.5.12 Release Notes

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What's Changed

fix: [2.5]add retry in compact for compatibility with old Milvus server in order to reduce describecollection by @JsDove in https://github.com/milvus-io/pymilvus/pull/2842
enhance: optimize perf for search&&query under large topk(#2848) by @MrPresent-Han in https://github.com/milvus-io/pymilvus/pull/2855
fix: remove validation for collection_id in manual_compaction method by @JsDove in https://github.com/milvus-io/pymilvus/pull/2857
fix: update manual_compaction method parameter by @JsDove in https://github.com/milvus-io/pymilvus/pull/2859
enhance: [25]fix according to the latest ruff by @XuanYang-cn in https://github.com/milvus-io/pymilvus/pull/2861
fix: hybridExtraList miss iter method and dynamic fields value overrite fixed field value(#2848) by @MrPresent-Han in https://github.com/milvus-io/pymilvus/pull/2866
enhance: make query result mutable for only one time modification(#2848) by @MrPresent-Han in https://github.com/milvus-io/pymilvus/pull/2871
enhance: Cherry pick multiple prs by @XuanYang-cn in https://github.com/milvus-io/pymilvus/pull/2882

Full Changelog: https://github.com/milvus-io/pymilvus/compare/v2.5.11...V2.5.12

`v2.5.11`: PyMilvus 2.5.11 Release Notes

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What's Changed

fix:[2.5] wrong marshal field schema prarams case alter collection failed by @aoiasd in https://github.com/milvus-io/pymilvus/pull/2811
Add bulkinsert example for parquet file by @yhmo in https://github.com/milvus-io/pymilvus/pull/2813
fix: [2.5] Pass correct number of params of _prepare_row_upsert_request by @congqixia in https://github.com/milvus-io/pymilvus/pull/2819
enhance: Multiple Cherry picks from master by @XuanYang-cn in https://github.com/milvus-io/pymilvus/pull/2808
fix: [cp25]MilvusClient misusage of disconnect by @XuanYang-cn in https://github.com/milvus-io/pymilvus/pull/2817
enhance: [2.5] Support run analyzer by collection and field by @aoiasd in https://github.com/milvus-io/pymilvus/pull/2821
fix: await on remove async connections by @XuanYang-cn in https://github.com/milvus-io/pymilvus/pull/2829
fix: [cp25]remove calling of deregister_state_change_callback by @XuanYang-cn in https://github.com/milvus-io/pymilvus/pull/2834
enahnce:[2.5] dump analyzer params when init field schema by @aoiasd in https://github.com/milvus-io/pymilvus/pull/2845

Full Changelog: https://github.com/milvus-io/pymilvus/compare/v2.5.10...v2.5.11

`v2.5.10`: PyMilvus 2.5.10 Release Notes

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What's Changed

fix: load collection with resource group by @XuanYang-cn in https://github.com/milvus-io/pymilvus/pull/2801
fix: avoid collision on aliases in MilvusClient (#2716) by @XuanYang-cn in https://github.com/milvus-io/pymilvus/pull/2799

Full Changelog: https://github.com/milvus-io/pymilvus/compare/v2.5.9...v2.5.10

`v2.5.9`: PyMilvus 2.5.9 Release Notes

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What's Changed

fix: Pass request-id in metadata per API (#2766) by @XuanYang-cn in https://github.com/milvus-io/pymilvus/pull/2779
fix: Handle collection schema update timestamp (#2777) by @congqixia in https://github.com/milvus-io/pymilvus/pull/2778
fix: remove default replica_number in load_collection (#2782) by @XuanYang-cn in https://github.com/milvus-io/pymilvus/pull/2786
fix: Extend iterable instead of assign load_fields by @XuanYang-cn in https://github.com/milvus-io/pymilvus/pull/2788
fix: Missing kwargs in load_partition by @XuanYang-cn in https://github.com/milvus-io/pymilvus/pull/2792

Full Changelog: https://github.com/milvus-io/pymilvus/compare/v2.5.8...v2.5.9

`v2.5.8`: PyMilvus 2.5.8 Release Notes

Compare Source

What's Changed

feat: [2.5] support run analyzer by @aoiasd in https://github.com/milvus-io/pymilvus/pull/2748
feat:[2.5] suppoprt multi analyzer params (#2747) by @aoiasd in https://github.com/milvus-io/pymilvus/pull/2751
fix: Correct module misspell and patch for submodule by @XuanYang-cn in https://github.com/milvus-io/pymilvus/pull/2753

Full Changelog: https://github.com/milvus-io/pymilvus/compare/v2.5.7...v2.5.8

`v2.5.7`: PyMilvus 2.5.7 Release Notes

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What's Changed

enhance: Add force_drop parameter to drop_role method for role deletion by @SimFG in https://github.com/milvus-io/pymilvus/pull/2706
weighted reranker to allow skip score normalization by @zhengbuqian in https://github.com/milvus-io/pymilvus/pull/2709
fix: Retry batch insert will use changed entites if enabled Nul… by @XuanYang-cn in https://github.com/milvus-io/pymilvus/pull/2714
enhance: change flush default backoff (#2707) by @XuanYang-cn in https://github.com/milvus-io/pymilvus/pull/2717
Add options parameter for bulk_import interface by @yhmo in https://github.com/milvus-io/pymilvus/pull/2720
fix: Raise ParamError if index params wrong by @XuanYang-cn in https://github.com/milvus-io/pymilvus/pull/2719
enhance: Use hyphen instead of underscore in grpc header (#2730) by @congqixia in https://github.com/milvus-io/pymilvus/pull/2731
fix: Remove deprecated numpy.bool8 by @XuanYang-cn in https://github.com/milvus-io/pymilvus/pull/2737
fix: None return for validate by @XuanYang-cn in https://github.com/milvus-io/pymilvus/pull/2742
enhance: Use SearchResult in MilvusClient (#2735) by @XuanYang-cn in https://github.com/milvus-io/pymilvus/pull/2740
Add Optional CA Certificate Support to Bulk Import Functions (#2672) by @XuanYang-cn in https://github.com/milvus-io/pymilvus/pull/2739
fix: Omit empty index types by @XuanYang-cn in https://github.com/milvus-io/pymilvus/pull/2745

Full Changelog: https://github.com/milvus-io/pymilvus/compare/v2.5.6...v2.5.7

`v2.5.6`: PyMilvus 2.5.6 Release Notes

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What's Changed

fix: Remove field check in create_index (#2677) by @sunby in https://github.com/milvus-io/pymilvus/pull/2685
fix: Fix failure of create multiple indices for a field by @sunby in https://github.com/milvus-io/pymilvus/pull/2687
fix: Remove not useful SequenceIterator by @XuanYang-cn in https://github.com/milvus-io/pymilvus/pull/2700
fix: db_name overwritten by empty string (#2678) by @XuanYang-cn in https://github.com/milvus-io/pymilvus/pull/2702

Full Changelog: https://github.com/milvus-io/pymilvus/compare/v2.5.5...v2.5.6

`v2.5.5`: PyMilvus 2.5.5 Release Notes

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What's Changed

enhance: Add schema update time verification to insert and upsert to use cache by @JsDove in https://github.com/milvus-io/pymilvus/pull/2596
enhance: enable describe_replica api in milvus client (#2541) by @weiliu1031 in https://github.com/milvus-io/pymilvus/pull/2599
enhance: get and delete to use schema cache by @JsDove in https://github.com/milvus-io/pymilvus/pull/2607
feat: add external filter func for search iterator v2 by @PwzXxm in https://github.com/milvus-io/pymilvus/pull/2641
enhance: describecollection output add created_timestamp by @JsDove in https://github.com/milvus-io/pymilvus/pull/2619
add db_name parameter at bulk_import (#2446) by @XuanYang-cn in https://github.com/milvus-io/pymilvus/pull/2666
enhance: Multi-cp from master to 2.5.x by @XuanYang-cn in https://github.com/milvus-io/pymilvus/pull/2668

Bug Fixes

fix BulkWriter bug for Array type field by @yhmo in https://github.com/milvus-io/pymilvus/pull/2624
fix BulkWriter bug for nullable field by @yhmo in https://github.com/milvus-io/pymilvus/pull/2634
fix: Unify output of str(DataType) for different pythons (#2635) by @XuanYang-cn in https://github.com/milvus-io/pymilvus/pull/2637
grpc thread is not released each time connections.connect() is failed by @yhmo in https://github.com/milvus-io/pymilvus/pull/2649
fix: update properties parameter type in alter_collection_properties … by @elijahxb in https://github.com/milvus-io/pymilvus/pull/2590
fix bug for BulkWriter with nullable/default_value fields by @yhmo in https://github.com/milvus-io/pymilvus/pull/2653
fix: remove set batchsize to ef for param flat(#2626) by @MrPresent-Han in https://github.com/milvus-io/pymilvus/pull/2669
enhance: add examples for text match (#2383) by @XuanYang-cn in https://github.com/milvus-io/pymilvus/pull/2667
fix: Add and check timeout param in database api by @XuanYang-cn in https://github.com/milvus-io/pymilvus/pull/2665

New Contributors

@elijahxb made their first contribution in https://github.com/milvus-io/pymilvus/pull/2590

Full Changelog: https://github.com/milvus-io/pymilvus/compare/v2.5.4...v2.5.5

`v2.5.4`: PyMilvus 2.5.4 Release Notes

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What's Changed

enhance: simplify the structure of search_params(#2507)(#2537)(#2540) by @smellthemoon in https://github.com/milvus-io/pymilvus/pull/2550
enhance: use trusted publisher and remove deprecated by @XuanYang-cn in https://github.com/milvus-io/pymilvus/pull/2548
enhance: support recalls for milvus_client by @chasingegg in https://github.com/milvus-io/pymilvus/pull/2553
fix: use correct primary field name in Hits by @czs007 in https://github.com/milvus-io/pymilvus/pull/2560
fix: iterator mismatch when alter alias and database(#2555) by @MrPresent-Han in https://github.com/milvus-io/pymilvus/pull/2565
fix: use dummy call for search iterator v2 compatibility by @PwzXxm in https://github.com/milvus-io/pymilvus/pull/2570
fix typo(#2563) by @smellthemoon in https://github.com/milvus-io/pymilvus/pull/2564
fix: unset collection_name for search iterator_v1(#2555) by @MrPresent-Han in https://github.com/milvus-io/pymilvus/pull/2575
fix: should not modify users search_param, copy instead by @PwzXxm in https://github.com/milvus-io/pymilvus/pull/2578
enhance: Publishing releases with trusted publisher by @XuanYang-cn in https://github.com/milvus-io/pymilvus/pull/2581
fix: Cannot publish to too destinations in one action by @XuanYang-cn in https://github.com/milvus-io/pymilvus/pull/2584

Full Changelog: https://github.com/milvus-io/pymilvus/compare/v2.5.3...v2.5.4

`v2.5.3`: PyMilvus 2.5.3 Release Notes

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What's Changed

enhance: add search iterator v2 by @PwzXxm in https://github.com/milvus-io/pymilvus/pull/2524
enhance:refine search iter v2 warning by @PwzXxm in https://github.com/milvus-io/pymilvus/pull/2527
enhance: add release_collection, drop_index, create_partition, drop_partition, load_partition and release_partition by @brcarry in https://github.com/milvus-io/pymilvus/pull/2529
fix: fix search iter v2 limit compatibility by @PwzXxm in https://github.com/milvus-io/pymilvus/pull/2532
enhance: add example code for create_collection, drop_collection, load_collection, release_collection, create_index, drop_index, create_partition, drop_partition, load_partition and release_partition by @brcarry in https://github.com/milvus-io/pymilvus/pull/2535
enhance: add database operation example by @JsDove in https://github.com/milvus-io/pymilvus/pull/2517

Full Changelog: https://github.com/milvus-io/pymilvus/compare/v2.5.2...v2.5.3

`v2.5.2`: PyMilvus 2.5.2 Release Notes

Compare Source

What's Changed

fix: [2.5] await conn.describe_collection in async client's query by @brcarry in https://github.com/milvus-io/pymilvus/pull/2502
enhance: [2.5]add alter properties example by @JsDove in https://github.com/milvus-io/pymilvus/pull/2505
fix: grant ManualCompact api doesn't work (#2396) by @weiliu1031 in https://github.com/milvus-io/pymilvus/pull/2509
fix: [2.5] fix privilege typo by @shaoting-huang in https://github.com/milvus-io/pymilvus/pull/2512
enhance: Enable resource group api in milvus client (#2513) by @weiliu1031 in https://github.com/milvus-io/pymilvus/pull/2514

Full Changelog: https://github.com/milvus-io/pymilvus/compare/v2.5.1...v2.5.2

`v2.5.1`: PyMilvus 2.5.1 Release Notes

Compare Source

New Features

Support AsyncIO (EXPERIMENTAL)

feat: asyncio support by @brcarry in https://github.com/milvus-io/pymilvus/pull/2459

Introducing the native asyncio client in PyMilvus: AsyncMilvusClient. While only a subset of APIs is currently supported, this marks a significant step forward for PyMilvus. Enjoy exploring it!

import asyncio

from pymilvus import MilvusClient, AsyncMilvusClient, DataType

async def main():
    URI = "./milvus.db"
    async_client = AsyncMilvusClient(uri=URI)
    await async_client.create_collection("async_example", dimension=768)
    await async_client.drop_collection("async_example")
    await async_client.close()

if __name__ == "__main__":
    asyncio.run(main())

What's Changed

fix: Branch 2.5 action rules by @XuanYang-cn in https://github.com/milvus-io/pymilvus/pull/2384
enhance: [2.5] grant/revoke v2 optional db and collection params by @shaoting-huang in https://github.com/milvus-io/pymilvus/pull/2393
feat: [2.5] support recalls field in SearchResult by @chasingegg in https://github.com/milvus-io/pymilvus/pull/2391
fix: [2.5] fix list aliases rpc call and grant/revoke v2 by @shaoting-huang in https://github.com/milvus-io/pymilvus/pull/2405
extend unlimted offset for query iterator(#2418) by @MrPresent-Han in https://github.com/milvus-io/pymilvus/pull/2421
fix: [2.5]Add is_clustering params for get_compaction_plans in orm by @xiaocai2333 in https://github.com/milvus-io/pymilvus/pull/2430
enhance: [2.5] rbac privilege group and grant v2 examples by @shaoting-huang in https://github.com/milvus-io/pymilvus/pull/2427
enhance: alterindex & altercollection supports altering properties by @JsDove in https://github.com/milvus-io/pymilvus/pull/2432
enhance: [2.5]alterdatabase support delete property by @JsDove in https://github.com/milvus-io/pymilvus/pull/2437
fix: [25]Unify logger and correct logging settings (#2397) by @XuanYang-cn in https://github.com/milvus-io/pymilvus/pull/2401
enhance: refine query iterator cp(#2412) by @MrPresent-Han in https://github.com/milvus-io/pymilvus/pull/2441
enhance: [2.5] support hints param by @chasingegg in https://github.com/milvus-io/pymilvus/pull/2442
enhance: [2.5]Add example for milvus client about expression template by @xiaocai2333 in https://github.com/milvus-io/pymilvus/pull/2444
enhance: [2.5] createdatabase support properties by @JsDove in https://github.com/milvus-io/pymilvus/pull/2449
fix: [2.5]fix describe database return type by @JsDove in https://github.com/milvus-io/pymilvus/pull/2452
feat: [2.5] asyncio support by @brcarry in https://github.com/milvus-io/pymilvus/pull/2458
feature: support milvus-client iterator(#2465) by @MrPresent-Han in https://github.com/milvus-io/pymilvus/pull/2466
fix: [2.5] add authorization_interceptor and db_interceptor to async channel by @brcarry in https://github.com/milvus-io/pymilvus/pull/2473
enhance: add search_group_by example for milvus-client(#2481) by @MrPresent-Han in https://github.com/milvus-io/pymilvus/pull/2484
enhance: [2.5]add example for null and default_value by @smellthemoon in https://github.com/milvus-io/pymilvus/pull/2486
fix: [2.5] ensure create_index and load_collection are fully completed by @brcarry in https://github.com/milvus-io/pymilvus/pull/2478
fix: [2.5]Support hybrid search with expression template by @xiaocai2333 in https://github.com/milvus-io/pymilvus/pull/2489
enhance: add use_database by @czs007 in https://github.com/milvus-io/pymilvus/pull/2492
enhance: Sync milvus-proto to latest v2.5.0 by @XuanYang-cn in https://github.com/milvus-io/pymilvus/pull/2494
fix: [2.5] RuntimeWarning: coroutine 'Channel.close' was never awaited when closing async client by @brcarry in https://github.com/milvus-io/pymilvus/pull/2499

Full Changelog: https://github.com/milvus-io/pymilvus/compare/v2.5.0...v2.5.1

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This PR has been generated by Renovate Bot.

This PR contains the following updates: | Package | Type | Update | Change | |---|---|---|---| | [pymilvus](https://github.com/milvus-io/pymilvus) | | minor | `==2.5.0` -> `==2.6.16` | | [pymilvus](https://github.com/milvus-io/pymilvus) | project.dependencies | minor | `==2.5.0` -> `==2.6.16` | --- ### Release Notes <details> <summary>milvus-io/pymilvus (pymilvus)</summary> ### [`v2.6.16`](https://github.com/milvus-io/pymilvus/releases/tag/v2.6.16): PyMilvus v2.6.16 Release Notes [Compare Source](https://github.com/milvus-io/pymilvus/compare/v2.6.15...v2.6.16) ##### What's Changed ##### Features and enhancements - Add element-level search support (source [#3208](https://github.com/milvus-io/pymilvus/issues/3208); 2.6 [#3491](https://github.com/milvus-io/pymilvus/issues/3491)). - Add `dump_messages` support for data salvage (source [#3573](https://github.com/milvus-io/pymilvus/issues/3573); 2.6 [#3574](https://github.com/milvus-io/pymilvus/issues/3574)). - Add role and user description support in auth APIs (sources [#3601](https://github.com/milvus-io/pymilvus/issues/3601) and [#3602](https://github.com/milvus-io/pymilvus/issues/3602); 2.6 [#3609](https://github.com/milvus-io/pymilvus/issues/3609)). - Improve volume upload interaction, including concurrency and progress behavior (source [#3619](https://github.com/milvus-io/pymilvus/issues/3619); 2.6 [#3628](https://github.com/milvus-io/pymilvus/issues/3628)). ##### Bug fixes - Harden sync and async connection recovery by protecting reconnect channel swaps and validating channel reclamation (sources [#3542](https://github.com/milvus-io/pymilvus/issues/3542), [#3564](https://github.com/milvus-io/pymilvus/issues/3564), and [#3579](https://github.com/milvus-io/pymilvus/issues/3579); 2.6 [#3566](https://github.com/milvus-io/pymilvus/issues/3566), [#3571](https://github.com/milvus-io/pymilvus/issues/3571), and [#3582](https://github.com/milvus-io/pymilvus/issues/3582)). - Preserve connection timeout settings during recovery (source [#3610](https://github.com/milvus-io/pymilvus/issues/3610); 2.6 [#3614](https://github.com/milvus-io/pymilvus/issues/3614)). - Map only connection-setup RPC failures to `CONNECT_FAILED` (source [#3589](https://github.com/milvus-io/pymilvus/issues/3589); 2.6 [#3591](https://github.com/milvus-io/pymilvus/issues/3591)). - Reject boolean values in sparse vector validation and improve the related error message (source [#3624](https://github.com/milvus-io/pymilvus/issues/3624); 2.6 [#3625](https://github.com/milvus-io/pymilvus/issues/3625)). ##### Type handling and client internals - Continue the logical type model migration across array helpers, row insert and extraction, field-data result and nested decoders, vector predicates, and vector-array dtype facts (sources [#3518](https://github.com/milvus-io/pymilvus/issues/3518), [#3501](https://github.com/milvus-io/pymilvus/issues/3501), [#3536](https://github.com/milvus-io/pymilvus/issues/3536), [#3537](https://github.com/milvus-io/pymilvus/issues/3537), [#3554](https://github.com/milvus-io/pymilvus/issues/3554), [#3604](https://github.com/milvus-io/pymilvus/issues/3604), and [#3606](https://github.com/milvus-io/pymilvus/issues/3606); 2.6 [#3549](https://github.com/milvus-io/pymilvus/issues/3549), [#3551](https://github.com/milvus-io/pymilvus/issues/3551), [#3553](https://github.com/milvus-io/pymilvus/issues/3553), [#3556](https://github.com/milvus-io/pymilvus/issues/3556), [#3558](https://github.com/milvus-io/pymilvus/issues/3558), [#3607](https://github.com/milvus-io/pymilvus/issues/3607), and [#3612](https://github.com/milvus-io/pymilvus/issues/3612)). - Remove the dead V1 row extractor (source [#3561](https://github.com/milvus-io/pymilvus/issues/3561); 2.6 [#3563](https://github.com/milvus-io/pymilvus/issues/3563)). ##### Documentation and tests - Update async client examples (source [#3597](https://github.com/milvus-io/pymilvus/issues/3597); 2.6 [#3598](https://github.com/milvus-io/pymilvus/issues/3598)). - Classify maintained test suites (source [#3592](https://github.com/milvus-io/pymilvus/issues/3592); 2.6 [#3596](https://github.com/milvus-io/pymilvus/issues/3596)). **Full Changelog**: https://github.com/milvus-io/pymilvus/compare/v2.6.15...v2.6.16 ### [`v2.6.15`](https://github.com/milvus-io/pymilvus/releases/tag/v2.6.15): PyMilvus v2.6.15 Release Notes [Compare Source](https://github.com/milvus-io/pymilvus/compare/v2.6.14...v2.6.15) ##### What's Changed - Add `get_replicate_info()` to `MilvusClient` and `AsyncMilvusClient` for reading replication checkpoint state. [#3509](https://github.com/milvus-io/pymilvus/issues/3509) by [@bigsheeper](https://github.com/bigsheeper), backported in [#3515](https://github.com/milvus-io/pymilvus/issues/3515). - Move Search logical-type handling to the shared type registry. [#3482](https://github.com/milvus-io/pymilvus/issues/3482), backported in [#3498](https://github.com/milvus-io/pymilvus/issues/3498). - Add the internal `TypeCapability` contract for shared type-specific operation bindings. [#3531](https://github.com/milvus-io/pymilvus/issues/3531), backported in [#3532](https://github.com/milvus-io/pymilvus/issues/3532). - Use the logical type registry in batch insert and upsert paths. [#3517](https://github.com/milvus-io/pymilvus/issues/3517), backported in [#3540](https://github.com/milvus-io/pymilvus/issues/3540). - Migrate development, CI, TestPyPI, and release workflows to `uv`. [#3512](https://github.com/milvus-io/pymilvus/issues/3512) by [@zhuwenxing](https://github.com/zhuwenxing), backported in [#3530](https://github.com/milvus-io/pymilvus/issues/3530). - Use the package-local Hatchling version source for SCM-derived versions. [#3528](https://github.com/milvus-io/pymilvus/issues/3528) by [@zhuwenxing](https://github.com/zhuwenxing), backported in [#3535](https://github.com/milvus-io/pymilvus/issues/3535). **Full Changelog**: https://github.com/milvus-io/pymilvus/compare/v2.6.14...v2.6.15 ### [`v2.6.14`](https://github.com/milvus-io/pymilvus/releases/tag/v2.6.14): PyMilvus v2.6.14 Release Notes [Compare Source](https://github.com/milvus-io/pymilvus/compare/v2.6.13...v2.6.14) ##### What's Changed - refactor: consolidate duplicated array element type mapping ([#3401](https://github.com/milvus-io/pymilvus/issues/3401)) by [@pymilvus-bot](https://github.com/pymilvus-bot) in https://github.com/milvus-io/pymilvus/pull/3478 - feat(client): add internal data type metadata registry ([#3475](https://github.com/milvus-io/pymilvus/issues/3475)) by [@pymilvus-bot](https://github.com/pymilvus-bot) in https://github.com/milvus-io/pymilvus/pull/3480 - feat: \[2.6] add FieldOp helpers for array partial update operators by [@weiliu1031](https://github.com/weiliu1031) in https://github.com/milvus-io/pymilvus/pull/3492 - fix(client): reject oversized compaction target sizes ([#3494](https://github.com/milvus-io/pymilvus/issues/3494)) by [@pymilvus-bot](https://github.com/pymilvus-bot) in https://github.com/milvus-io/pymilvus/pull/3495 **Full Changelog**: https://github.com/milvus-io/pymilvus/compare/v2.6.13...v2.6.14 ### [`v2.6.13`](https://github.com/milvus-io/pymilvus/releases/tag/v2.6.13): PyMilvus v2.6.13 Release Notes [Compare Source](https://github.com/milvus-io/pymilvus/compare/v2.6.12...v2.6.13) ##### What's Changed - \[Backport 2.6] refactor: simplify Union\[float] type hints to float ([#3419](https://github.com/milvus-io/pymilvus/issues/3419)) by [@pymilvus-bot](https://github.com/pymilvus-bot) in https://github.com/milvus-io/pymilvus/pull/3422 - \[Backport 2.6] fix: validate params type in IndexParam to handle None and reject invalid types ([#3420](https://github.com/milvus-io/pymilvus/issues/3420)) by [@pymilvus-bot](https://github.com/pymilvus-bot) in https://github.com/milvus-io/pymilvus/pull/3423 - \[Backport 2.6] fix: return consistency\_level as name string from describe\_collection ([#3409](https://github.com/milvus-io/pymilvus/issues/3409)) by [@pymilvus-bot](https://github.com/pymilvus-bot) in https://github.com/milvus-io/pymilvus/pull/3425 - \[Backport 2.6] fix: accept filter= as alias for expr= in AnnSearchRequest ([#3410](https://github.com/milvus-io/pymilvus/issues/3410)) by [@pymilvus-bot](https://github.com/pymilvus-bot) in https://github.com/milvus-io/pymilvus/pull/3426 - \[Backport 2.6] fix: validate collection\_name type in search, hybrid\_search, and flush ([#3429](https://github.com/milvus-io/pymilvus/issues/3429)) by [@pymilvus-bot](https://github.com/pymilvus-bot) in https://github.com/milvus-io/pymilvus/pull/3431 - \[Backport 2.6] fix: MilvusClient hangs on unreachable URI when timeout=None ([#3428](https://github.com/milvus-io/pymilvus/issues/3428)) by [@pymilvus-bot](https://github.com/pymilvus-bot) in https://github.com/milvus-io/pymilvus/pull/3434 - \[Backport 2.6] enhance: Add target\_size and target\_size\_unit in compact API by [@pymilvus-bot](https://github.com/pymilvus-bot) in https://github.com/milvus-io/pymilvus/pull/3440 - \[Backport 2.6] fix: add DB-Name header to get import progress REST API requests ([#3415](https://github.com/milvus-io/pymilvus/issues/3415)) by [@pymilvus-bot](https://github.com/pymilvus-bot) in https://github.com/milvus-io/pymilvus/pull/3443 - \[Backport 2.6] fix: add DB-Name header to bulk\_import and list\_import\_jobs ([#3442](https://github.com/milvus-io/pymilvus/issues/3442)) by [@pymilvus-bot](https://github.com/pymilvus-bot) in https://github.com/milvus-io/pymilvus/pull/3447 - \[Backport 2.6] fix: restore consistency\_level int in CollectionSchema.dict(), add name alias ([#3441](https://github.com/milvus-io/pymilvus/issues/3441)) by [@pymilvus-bot](https://github.com/pymilvus-bot) in https://github.com/milvus-io/pymilvus/pull/3448 - \[Backport 2.6] feat: add get replicate configuration client API ([#3446](https://github.com/milvus-io/pymilvus/issues/3446)) by [@pymilvus-bot](https://github.com/pymilvus-bot) in https://github.com/milvus-io/pymilvus/pull/3449 - \[Backport 2.6] feat: Configure Codecov project coverage as an explicit 90% gate ([#3451](https://github.com/milvus-io/pymilvus/issues/3451)) by [@pymilvus-bot](https://github.com/pymilvus-bot) in https://github.com/milvus-io/pymilvus/pull/3452 - \[Backport 2.6] fix: pin GUARANTEE\_TIMESTAMP from probe call in SearchIteratorV2 by [@pymilvus-bot](https://github.com/pymilvus-bot) in https://github.com/milvus-io/pymilvus/pull/3454 - \[Backport 2.6] feat(volume): external volume and describe\_volume by [@lentitude2tk](https://github.com/lentitude2tk) in https://github.com/milvus-io/pymilvus/pull/3455 - \[Backport 2.6] chore: remove legacy Sphinx docs source ([#3457](https://github.com/milvus-io/pymilvus/issues/3457)) by [@pymilvus-bot](https://github.com/pymilvus-bot) in https://github.com/milvus-io/pymilvus/pull/3458 - \[Backport 2.6] chore: remove unused gRPC handler get path ([#3460](https://github.com/milvus-io/pymilvus/issues/3460)) by [@pymilvus-bot](https://github.com/pymilvus-bot) in https://github.com/milvus-io/pymilvus/pull/3462 - feat: add projectId and regionId support for cloud import interfaces by [@lentitude2tk](https://github.com/lentitude2tk) in https://github.com/milvus-io/pymilvus/pull/3464 - \[Backport 2.6] refactor: remove gRPC handler \_get\_info helpers by [@pymilvus-bot](https://github.com/pymilvus-bot) in https://github.com/milvus-io/pymilvus/pull/3463 - \[Backport 2.6] feat: add ORM API deprecation warnings ([#3467](https://github.com/milvus-io/pymilvus/issues/3467)) by [@pymilvus-bot](https://github.com/pymilvus-bot) in https://github.com/milvus-io/pymilvus/pull/3468 **Full Changelog**: https://github.com/milvus-io/pymilvus/compare/v2.6.12...v2.6.13 ### [`v2.6.12`](https://github.com/milvus-io/pymilvus/releases/tag/v2.6.12): PyMilvus v2.6.12 Release Notes [Compare Source](https://github.com/milvus-io/pymilvus/compare/v2.6.11...v2.6.12) #### What's Changed ##### Bug Fixes - **fix: default to port 443 for https:// URIs in MilvusClient** ([#3372](https://github.com/milvus-io/pymilvus/pull/3372), [#3374](https://github.com/milvus-io/pymilvus/pull/3374)) by [@pymilvus-bot](https://github.com/pymilvus-bot) — reported by [@XuanYang-cn](https://github.com/XuanYang-cn) in [#3369](https://github.com/milvus-io/pymilvus/issues/3369) - **fix: remove duplicate timeout kwarg in Collection.\_\_init\_\_** ([#3371](https://github.com/milvus-io/pymilvus/pull/3371), [#3378](https://github.com/milvus-io/pymilvus/pull/3378)) by [@pymilvus-bot](https://github.com/pymilvus-bot) — reported by [@greenned](https://github.com/greenned) in [#3370](https://github.com/milvus-io/pymilvus/issues/3370) - **fix: ensure page\_retain\_order is passed to search params** ([#3366](https://github.com/milvus-io/pymilvus/pull/3366), [#3383](https://github.com/milvus-io/pymilvus/pull/3383)) by [@pymilvus-bot](https://github.com/pymilvus-bot) — reported by [@alwayslove2013](https://github.com/alwayslove2013) in [#2804](https://github.com/milvus-io/pymilvus/issues/2804) - **fix: handle empty result set with ARRAY field in query deserialization** ([#3389](https://github.com/milvus-io/pymilvus/pull/3389), [#3396](https://github.com/milvus-io/pymilvus/pull/3396)) by [@pymilvus-bot](https://github.com/pymilvus-bot) — reported by [@karsten-reversefashion](https://github.com/karsten-reversefashion) in [#3386](https://github.com/milvus-io/pymilvus/issues/3386) - **fix: infer\_dtype\_bydata returns UNKNOWN for list of strings instead of ARRAY** ([#3390](https://github.com/milvus-io/pymilvus/pull/3390), [#3397](https://github.com/milvus-io/pymilvus/pull/3397)) by [@pymilvus-bot](https://github.com/pymilvus-bot) — reported by [@ShirohaUmi](https://github.com/ShirohaUmi) in [#2896](https://github.com/milvus-io/pymilvus/issues/2896) - **fix: rewrite \_version\_helper.py to use only public setuptools\_scm API** ([#3359](https://github.com/milvus-io/pymilvus/pull/3359), [#3379](https://github.com/milvus-io/pymilvus/pull/3379)) by [@XuanYang-cn](https://github.com/XuanYang-cn) ##### Improvements - refactor: remove dead code and redundant exception handling in async\_grpc\_handler ([#3365](https://github.com/milvus-io/pymilvus/pull/3365), [#3377](https://github.com/milvus-io/pymilvus/pull/3377)) by [@pymilvus-bot](https://github.com/pymilvus-bot) - refactor: replace redundant raise-from-self with bare raise ([#3367](https://github.com/milvus-io/pymilvus/pull/3367), [#3381](https://github.com/milvus-io/pymilvus/pull/3381)) by [@pymilvus-bot](https://github.com/pymilvus-bot) - refactor: fix return type annotations and bare raise in connections.py ([#3373](https://github.com/milvus-io/pymilvus/pull/3373), [#3382](https://github.com/milvus-io/pymilvus/pull/3382)) by [@pymilvus-bot](https://github.com/pymilvus-bot) - refactor: remove dead fake\_register\_link method from GrpcHandler ([#3391](https://github.com/milvus-io/pymilvus/pull/3391), [#3395](https://github.com/milvus-io/pymilvus/pull/3395)) by [@pymilvus-bot](https://github.com/pymilvus-bot) ##### CI - ci: bump actions/checkout to v6 and actions/setup-python to v6 ([#3400](https://github.com/milvus-io/pymilvus/pull/3400), [#3403](https://github.com/milvus-io/pymilvus/pull/3403)) by [@pymilvus-bot](https://github.com/pymilvus-bot) **Full Changelog**: https://github.com/milvus-io/pymilvus/compare/v2.6.11...v2.6.12 ### [`v2.6.11`](https://github.com/milvus-io/pymilvus/releases/tag/v2.6.11): PyMilvus v2.6.11 Release Notes [Compare Source](https://github.com/milvus-io/pymilvus/compare/v2.6.10...v2.6.11) ##### What's Changed ##### Bug Fixes - **fix: pass address to GrpcHandler in ConnectionManager strategies** — fixed Milvus Lite local path broken since 2.6.10 ([#3321](https://github.com/milvus-io/pymilvus/pull/3321), [#3323](https://github.com/milvus-io/pymilvus/pull/3323)) by [@XuanYang-cn](https://github.com/XuanYang-cn) - **fix: prevent "Cannot invoke RPC on closed channel" after connection recovery** ([#3326](https://github.com/milvus-io/pymilvus/pull/3326), [#3345](https://github.com/milvus-io/pymilvus/pull/3345)) by [@pymilvus-bot](https://github.com/pymilvus-bot) - **fix: correct parameter name typos in QueryIterator causing partition filter bypass** ([#3324](https://github.com/milvus-io/pymilvus/pull/3324), [#3330](https://github.com/milvus-io/pymilvus/pull/3330)) by [@pymilvus-bot](https://github.com/pymilvus-bot) - **fix: handle None response in search to prevent AttributeError** ([#3331](https://github.com/milvus-io/pymilvus/pull/3331), [#3332](https://github.com/milvus-io/pymilvus/pull/3332)) by [@pymilvus-bot](https://github.com/pymilvus-bot) - **fix: resolve bytes vector type misidentification in search path** ([#3334](https://github.com/milvus-io/pymilvus/pull/3334)) by [@zhuwenxing](https://github.com/zhuwenxing) - **fix: guard MilvusClient.\_get\_connection against None handler** ([#3337](https://github.com/milvus-io/pymilvus/pull/3337), [#3338](https://github.com/milvus-io/pymilvus/pull/3338)) by [@pymilvus-bot](https://github.com/pymilvus-bot) - **fix: handle None credentials in connections.connect()** ([#3343](https://github.com/milvus-io/pymilvus/pull/3343), [#3353](https://github.com/milvus-io/pymilvus/pull/3353)) by [@pymilvus-bot](https://github.com/pymilvus-bot) - **fix: use explicit length check for numpy array compatibility in search** ([#3342](https://github.com/milvus-io/pymilvus/pull/3342), [#3352](https://github.com/milvus-io/pymilvus/pull/3352)) by [@pymilvus-bot](https://github.com/pymilvus-bot) - **fix: clarify wrong-port guidance for UNIMPLEMENTED errors** ([#3315](https://github.com/milvus-io/pymilvus/pull/3315), [#3322](https://github.com/milvus-io/pymilvus/pull/3322)) by [@pymilvus-bot](https://github.com/pymilvus-bot) - **fix: display human-readable state and level in SegmentInfo repr** ([#3336](https://github.com/milvus-io/pymilvus/pull/3336), [#3355](https://github.com/milvus-io/pymilvus/pull/3355)) by [@pymilvus-bot](https://github.com/pymilvus-bot) - **fix: pin setuptools\_scm<9 to prevent \_types import breakage** ([#3348](https://github.com/milvus-io/pymilvus/pull/3348)) by [@pymilvus-bot](https://github.com/pymilvus-bot) ##### Features & Enhancements - **feat: support Python 3.14** ([#3306](https://github.com/milvus-io/pymilvus/pull/3306), [#3318](https://github.com/milvus-io/pymilvus/pull/3318)) by [@XuanYang-cn](https://github.com/XuanYang-cn) ##### Improvements - refactor: extract \_get\_dim helper to deduplicate dimension lookup ([#3344](https://github.com/milvus-io/pymilvus/pull/3344), [#3350](https://github.com/milvus-io/pymilvus/pull/3350)) - refactor: remove redundant `raise ex from ex` try/except blocks ([#3341](https://github.com/milvus-io/pymilvus/pull/3341), [#3351](https://github.com/milvus-io/pymilvus/pull/3351)) - refactor: consolidate duplicate common\_pb2 import in prepare.py ([#3346](https://github.com/milvus-io/pymilvus/pull/3346), [#3354](https://github.com/milvus-io/pymilvus/pull/3354)) - test: improve unit test coverage from 83.98% to 90% ([#3313](https://github.com/milvus-io/pymilvus/pull/3313), [#3320](https://github.com/milvus-io/pymilvus/pull/3320)) - chore: remove obsolete release\_event and nightly\_ci workflows ([#3358](https://github.com/milvus-io/pymilvus/pull/3358)) **Full Changelog**: https://github.com/milvus-io/pymilvus/compare/v2.6.10...v2.6.11 ### [`v2.6.10`](https://github.com/milvus-io/pymilvus/releases/tag/v2.6.10): PyMilvus v2.6.10 Release Notes [Compare Source](https://github.com/milvus-io/pymilvus/compare/v2.6.9...v2.6.10) ##### What's Changed ##### New Features - feat: add global cluster client support ([#3264](https://github.com/milvus-io/pymilvus/issues/3264)) - feat: add ConnectionManager to replace connections singleton for MilvusClient ([#3307](https://github.com/milvus-io/pymilvus/issues/3307)) ##### Bug Fixes - fix: is\_legal\_ids() to accept negative int64 primary keys ([#3281](https://github.com/milvus-io/pymilvus/issues/3281)) - fix: avoid calling len() on scipy sparse matrix in entity\_to\_field\_data ([#3294](https://github.com/milvus-io/pymilvus/issues/3294)) - fix: retry on REPLICATE\_VIOLATION for global cluster region switch ([#3298](https://github.com/milvus-io/pymilvus/issues/3298)) - fix: support non-float vectors in struct array in search ([#3299](https://github.com/milvus-io/pymilvus/issues/3299)) - fix: enforce timeout for async operations when server is unreachable ([#3304](https://github.com/milvus-io/pymilvus/issues/3304)) - fix: add debounce to prevent concurrent topology refresh in global client ([#3309](https://github.com/milvus-io/pymilvus/issues/3309)) ##### Enhancements - enhance: general performance improvements across MilvusClient path ([#3280](https://github.com/milvus-io/pymilvus/issues/3280)) - enhance: remote bulk writer support virtual\_style\_endpoint ([#3302](https://github.com/milvus-io/pymilvus/issues/3302)) - enhance: update the milvus-proto commit ([#3310](https://github.com/milvus-io/pymilvus/issues/3310)) ##### Testing & CI - enhance: requires 90% patch unit test coverage for new PRs ([#3297](https://github.com/milvus-io/pymilvus/issues/3297)) - enhance: increase ORM unit test coverage to 90%+ per file ([#3312](https://github.com/milvus-io/pymilvus/issues/3312)) **Full Changelog**: https://github.com/milvus-io/pymilvus/compare/v2.6.9...v2.6.10 ### [`v2.6.9`](https://github.com/milvus-io/pymilvus/releases/tag/v2.6.9): PyMilvus v2.6.9 Release Notes [Compare Source](https://github.com/milvus-io/pymilvus/compare/v2.6.8...v2.6.9) ##### Bug Fixes - **fix: pass context to `describe_collection` in `SearchIteratorV2`** ([#3271](https://github.com/milvus-io/pymilvus/pull/3271)) — Forward `kwargs` (including `context` carrying `db_name`) from `SearchIteratorV2.__init__` to `describe_collection`, matching the existing `QueryIterator` pattern. Without this fix, `SearchIteratorV2` always queries the `default` database, causing "can't find collection" errors for non-default databases. - **fix: unpack `_get_schema` tuple return in `_list_vector_indexes`** ([#3275](https://github.com/milvus-io/pymilvus/pull/3275)) — Fix tuple unpacking issue in `_list_vector_indexes`. ##### Enhancements - **enhance: optimize gRPC keepalive defaults and support user-configurable `grpc_options`** ([#3258](https://github.com/milvus-io/pymilvus/pull/3258)) — Improve gRPC keepalive defaults and allow users to configure gRPC channel options. - **enhance: support warmup type params for `FieldSchema`** ([#3255](https://github.com/milvus-io/pymilvus/pull/3255)) — Add warmup type parameter support in field schema definitions. ##### Tests - **enhance: increase unit test coverage** ([#3233](https://github.com/milvus-io/pymilvus/pull/3233)) — Comprehensive tests added for `client/types.py`, iterator utilities, `orm/utility.py`, request builder methods, `client/abstract.py`, decorators, and `client/utils.py`. **Full Changelog**: https://github.com/milvus-io/pymilvus/compare/v2.6.8...v2.6.9 ### [`v2.6.8`](https://github.com/milvus-io/pymilvus/releases/tag/v2.6.8): PyMilvus v2.6.8 Release Notes [Compare Source](https://github.com/milvus-io/pymilvus/compare/v2.6.7...v2.6.8) ##### 🐛 Bug Fixes - **Parse dbname from uri** ([#3247](https://github.com/milvus-io/pymilvus/pull/3247)) ##### 🔧 Enhancements - **Remove the usage of grpcio-testing** ([#3225](https://github.com/milvus-io/pymilvus/pull/3225)) - **Exclude data generation time from benchmark** ([#3246](https://github.com/milvus-io/pymilvus/pull/3246)) - **Optimize search result performance (Hit class, HybridHits init)** ([#3248](https://github.com/milvus-io/pymilvus/pull/3248)) - **Add channel\_state and debug\_error\_string to gRPC error diagnostics** ([#3249](https://github.com/milvus-io/pymilvus/pull/3249)) ##### 📝 Contributors We would like to thank all contributors who made this release possible: - [@XuanYang-cn](https://github.com/XuanYang-cn) - [@pymilvus-bot](https://github.com/pymilvus-bot) - [@zhuwenxing](https://github.com/zhuwenxing) - [@sijie-ni-0214](https://github.com/sijie-ni-0214) **Full Changelog**: https://github.com/milvus-io/pymilvus/compare/v2.6.7...v2.6.8 ### [`v2.6.7`](https://github.com/milvus-io/pymilvus/releases/tag/v2.6.7): PyMilvus v2.6.7 Release Notes [Compare Source](https://github.com/milvus-io/pymilvus/compare/v2.6.6...v2.6.7) ##### 🎉 New Features - **Support semantic-highlighter** ([#3180](https://github.com/milvus-io/pymilvus/pull/3180)) - **Support async client list\_persistent\_segments** ([#3207](https://github.com/milvus-io/pymilvus/pull/3207)) ##### 🐛 Bug Fixes - **Pass parameters as keyword arguments to avoid incompatible issue of minio-py 7.2.19** ([#3171](https://github.com/milvus-io/pymilvus/pull/3171)) - **Float scalar datatype supports floating-point numbers** ([#3173](https://github.com/milvus-io/pymilvus/pull/3173)) - **struct\_validator returns True instead of x to support empty arrays** ([#3183](https://github.com/milvus-io/pymilvus/pull/3183)) - **Use list join instead of += to operate bytes to prevent OOM** ([#3184](https://github.com/milvus-io/pymilvus/pull/3184)) - **Fix a bug of bulkwriter to support all-empty struct list** ([#3191](https://github.com/milvus-io/pymilvus/pull/3191)) - **Remove some old function calls after refactor schema cache** ([#3198](https://github.com/milvus-io/pymilvus/pull/3198)) - **Extend protobuf after flush vector cache** ([#3201](https://github.com/milvus-io/pymilvus/pull/3201)) - **Remove db\_name from grpchandler to client** ([#3226](https://github.com/milvus-io/pymilvus/pull/3226)) - **Fix some usage after refactor dbname** ([#3229](https://github.com/milvus-io/pymilvus/pull/3229)) - **Fix usage of context** ([#3231](https://github.com/milvus-io/pymilvus/pull/3231)) - **Return error when use non-existence db** ([#3235](https://github.com/milvus-io/pymilvus/pull/3235)) ##### 🔧 Enhancements - **Apply coding style to test file** ([#3221](https://github.com/milvus-io/pymilvus/pull/3221)) - **Increase UT coverage for search\_result.py and entity\_helper.py** ([#3223](https://github.com/milvus-io/pymilvus/pull/3223)) - **Change the authors name and email** ([#3204](https://github.com/milvus-io/pymilvus/pull/3204)) ##### 🔄 Refactoring - **Introduce thread-safe GlobalSchemaCache for gRPC handlers** ([#3193](https://github.com/milvus-io/pymilvus/pull/3193)) - **Refactor collection ts cache** ([#3209](https://github.com/milvus-io/pymilvus/pull/3209)) ##### 📝 Contributors We would like to thank all contributors who made this release possible: - [@yhmo](https://github.com/yhmo) - [@pymilvus-bot](https://github.com/pymilvus-bot) - [@junjiejiangjjj](https://github.com/junjiejiangjjj) - [@XuanYang-cn](https://github.com/XuanYang-cn) - [@jac0626](https://github.com/jac0626) **Full Changelog**: https://github.com/milvus-io/pymilvus/compare/v2.6.6...v2.6.7 ### [`v2.6.6`](https://github.com/milvus-io/pymilvus/releases/tag/v2.6.6): PyMilvus v2.6.6 Release Notes [Compare Source](https://github.com/milvus-io/pymilvus/compare/v2.6.5...v2.6.6) ##### Features **1. Add comprehensive benchmarking framework ([#3151](https://github.com/milvus-io/pymilvus/issues/3151))** **2. Add Function SDK support ([#3080](https://github.com/milvus-io/pymilvus/issues/3080))** ##### Enhancements **1. Change highlight query keyword ([#3143](https://github.com/milvus-io/pymilvus/issues/3143))** ##### Bug Fixes 1. **fix: Keep boolean serialization as uppercase for e2e compatibility** ([#3168](https://github.com/milvus-io/pymilvus/issues/3168)) 2. **fix: Preserve False boolean values in SCANN index parameters** ([#3165](https://github.com/milvus-io/pymilvus/issues/3165)) 3. **fix: Use json to parse deep recursive json when orjson failed** ([#3156](https://github.com/milvus-io/pymilvus/issues/3156)) 4. **fix: Fix search params in orm search iterator** ([#3162](https://github.com/milvus-io/pymilvus/issues/3162)) 5. **fix: Fix the negative index access issue when preloading float vectors** ([#3144](https://github.com/milvus-io/pymilvus/issues/3144)) 6. **fix: Miss to save ts for iterator checkpoint** ([#3149](https://github.com/milvus-io/pymilvus/issues/3149)) 7. **fix: Fix some typos and ignore emacs backup files** ([#3145](https://github.com/milvus-io/pymilvus/issues/3145)) ##### What's Changed - \[Backport 2.6] fix: Keep boolean serialization as uppercase for e2e compatibility ([#3168](https://github.com/milvus-io/pymilvus/issues/3168)) by [@jac0626](https://github.com/jac0626) in https://github.com/milvus-io/pymilvus/pull/3168 - \[Backport 2.6] fix: preserve False boolean values in SCANN index parameters ([#3165](https://github.com/milvus-io/pymilvus/issues/3165)) by [@jac0626](https://github.com/jac0626) in https://github.com/milvus-io/pymilvus/pull/3165 - fix: \[2.6] Fix search params in orm search iterator ([#3162](https://github.com/milvus-io/pymilvus/issues/3162)) by [@cai-zhang](https://github.com/cai-zhang) in https://github.com/milvus-io/pymilvus/pull/3162 - \[Backport 2.6] fix:use json to prase deep recursive json when orjson failed ([#3156](https://github.com/milvus-io/pymilvus/issues/3156)) by [@jac0626](https://github.com/jac0626) in https://github.com/milvus-io/pymilvus/pull/3156 - \[Backport 2.6] feat(perf): Add comprehensive benchmarking framework ([#3151](https://github.com/milvus-io/pymilvus/issues/3151)) by [@XuanYang-cn](https://github.com/XuanYang-cn) in https://github.com/milvus-io/pymilvus/pull/3151 - fix: miss to save ts for iterator checkpoint ([#3149](https://github.com/milvus-io/pymilvus/issues/3149)) by [@MrPresent-Han](https://github.com/MrPresent-Han) in https://github.com/milvus-io/pymilvus/pull/3149 - \[Backport 2.6] Propose fix some typos and ignore emacs backup files ([#3145](https://github.com/milvus-io/pymilvus/issues/3145)) by [@jeis4wpi](https://github.com/jeis4wpi) in https://github.com/milvus-io/pymilvus/pull/3145 - \[Backport 2.6] fix: Fix the negative index access issue when preloading float vectors. ([#3144](https://github.com/milvus-io/pymilvus/issues/3144)) by [@maocatooo](https://github.com/maocatooo) in https://github.com/milvus-io/pymilvus/pull/3144 - \[Backport 2.6] enhance: change highlight query keyword ([#3143](https://github.com/milvus-io/pymilvus/issues/3143)) by [@aoiasd](https://github.com/aoiasd) in https://github.com/milvus-io/pymilvus/pull/3143 - \[cp 2.6] function sdk ([#3080](https://github.com/milvus-io/pymilvus/issues/3080)) by [@junjiejiangjjj](https://github.com/junjiejiangjjj) in https://github.com/milvus-io/pymilvus/pull/3080 **Full Changelog**: https://github.com/milvus-io/pymilvus/compare/v2.6.5...2.6 ### [`v2.6.5`](https://github.com/milvus-io/pymilvus/releases/tag/v2.6.5): PyMilvus v2.6.5 Release Notes [Compare Source](https://github.com/milvus-io/pymilvus/compare/v2.6.4...v2.6.5) ##### PyMilvus 2.6.5 Release Notes ##### Enhancements **1. Added comprehensive features to `AsyncMilvusClient` including: ([#3108](https://github.com/milvus-io/pymilvus/issues/3108))** **2. Enhanced error messages when AsyncMilvusClient fails to connect. ([#3102](https://github.com/milvus-io/pymilvus/issues/3102))** ##### Bug Fixes 1. **fix: AsyncMilvusClient.search supports EmbeddingList** ([#3101](https://github.com/milvus-io/pymilvus/issues/3101)) 2. **fix: AsyncMilvusClient.create\_index supports nested fields** ([#3100](https://github.com/milvus-io/pymilvus/issues/3100)) 3. **fix: Use deepcopy for struct\_schema in add\_field** ([#3105](https://github.com/milvus-io/pymilvus/issues/3105)) 4. **fix: Error when function or function\_score fetch empty params** ([#3119](https://github.com/milvus-io/pymilvus/issues/3119)) ##### What's Changed - Breaking change: Rename Stage to Volume by [@lentitude2tk](https://github.com/lentitude2tk) in https://github.com/milvus-io/pymilvus/pull/3091 - Support timestamptz for bulkwriter by [@yhmo](https://github.com/yhmo) in https://github.com/milvus-io/pymilvus/pull/3114 - \[Backport 2.6] fix: AsyncMilvusClient.create\_index support nested fields ([#3100](https://github.com/milvus-io/pymilvus/issues/3100)) by [@pymilvus-bot](https://github.com/pymilvus-bot) in https://github.com/milvus-io/pymilvus/pull/3121 - \[Backport 2.6] enhance: improve AsyncMilvusClient connection error message ([#3102](https://github.com/milvus-io/pymilvus/issues/3102)) by [@pymilvus-bot](https://github.com/pymilvus-bot) in https://github.com/milvus-io/pymilvus/pull/3122 - \[Backport 2.6] fix: use deepcopy for struct\_schema in add\_field to prevent reuse issues ([#3105](https://github.com/milvus-io/pymilvus/issues/3105)) by [@pymilvus-bot](https://github.com/pymilvus-bot) in https://github.com/milvus-io/pymilvus/pull/3123 - \[Backport 2.6] \[enhance]: Add some missing features to AsyncMilvusClient and refactor common code ([#3108](https://github.com/milvus-io/pymilvus/issues/3108)) by [@pymilvus-bot](https://github.com/pymilvus-bot) in https://github.com/milvus-io/pymilvus/pull/3124 - \[Backport 2.6] fix: error when function or function score fetch empty params ([#3119](https://github.com/milvus-io/pymilvus/issues/3119)) by [@pymilvus-bot](https://github.com/pymilvus-bot) in https://github.com/milvus-io/pymilvus/pull/3125 - feat: suppot search with highlighter in pymilvus ([#3110](https://github.com/milvus-io/pymilvus/issues/3110)) by [@aoiasd](https://github.com/aoiasd) in https://github.com/milvus-io/pymilvus/pull/3127 - \[cherry-pick]fix: AsyncMilvusClient.search support EmbeddingList ([#3101](https://github.com/milvus-io/pymilvus/issues/3101)) by [@jac0626](https://github.com/jac0626) in https://github.com/milvus-io/pymilvus/pull/3130 ##### New Contributors - [@pymilvus-bot](https://github.com/pymilvus-bot) made their first contribution in https://github.com/milvus-io/pymilvus/pull/3121 **Full Changelog**: https://github.com/milvus-io/pymilvus/compare/v2.6.4...v2.6.5 ### [`v2.6.4`](https://github.com/milvus-io/pymilvus/releases/tag/v2.6.4): PyMilvus v2.6.4 Release Notes [Compare Source](https://github.com/milvus-io/pymilvus/compare/v2.6.3...v2.6.4) ##### Highlights ##### 1. Support for TimestampTZ Data Type (Introduced in Milvus v2.6.6) PyMilvus now supports the TIMESTAMPTZ data type, allowing you to store and query timestamps with time zone information. ```python from pymilvus import MilvusClient, DataType client = MilvusClient(uri="http://localhost:19530") ##### 1. Define Schema with TimestampTZ schema = MilvusClient.create_schema() schema.add_field("id", DataType.INT64, is_primary=True) schema.add_field("timestamp", DataType.TIMESTAMPTZ) schema.add_field("vector", DataType.FLOAT_VECTOR, dim=128) client.create_collection(collection_name="ts_collection", schema=schema) ##### 2. Insert Data (using ISO 8601 format strings with timezone) data = [ {"id": 1, "timestamp": "2025-01-01T12:00:00+00:00", "vector": [0.1] * 128}, {"id": 2, "timestamp": "2025-01-02T08:30:00-05:00", "vector": [0.2] * 128} ] client.insert(collection_name="ts_collection", data=data) ##### 3. Query Data ##### Query records by ID to retrieve timestamps res = client.query( collection_name="ts_collection", filter="id in [1, 2]", output_fields=["id", "timestamp"] ) print(res) ``` ##### Change Log ##### Features & Enhancements - \[TimestampTZ] Added support for TIMESTAMPTZ data type. ([#3092](https://github.com/milvus-io/pymilvus/issues/3092)) - \[BulkWriter] Supported STRUCT field data type in BulkWriter. ([#3068](https://github.com/milvus-io/pymilvus/issues/3068)) - \[BulkWriter] Supported Geometry data type in BulkWriter. ([#3052](https://github.com/milvus-io/pymilvus/issues/3052)) - \[BulkWriter] Added support for specifying a local temporary path in RemoteBulkWriter. ([#3077](https://github.com/milvus-io/pymilvus/issues/3077)) - \[STRUCT] Supported TypeParams definition in STRUCT fields. ([#3055](https://github.com/milvus-io/pymilvus/issues/3055)) - \[MilvusClient] Migrated 6 APIs to MilvusClient: flush\_all, get\_flush\_all\_state, list\_loaded\_segments, list\_persistent\_segments, get\_server\_type, and get\_compaction\_plans. ([#3096](https://github.com/milvus-io/pymilvus/issues/3096)) - \[Array] Supported numpy ndarray input for ARRAY fields in MilvusClient. ([#3096](https://github.com/milvus-io/pymilvus/issues/3096)) ##### Bug Fixes - \[Import] Added db\_name parameter to list\_import\_jobs() to correctly list jobs under a specific database. ([#3088](https://github.com/milvus-io/pymilvus/issues/3088)) - \[Connection] Fixed a bug related to connection reset handling. ([#3085](https://github.com/milvus-io/pymilvus/issues/3085)) - \[Connection] Fixed an issue with connection caching when retrieving collection schema. ([#3072](https://github.com/milvus-io/pymilvus/issues/3072)) - \[STRUCT] Fixed a bug where querying STRUCT fields could incorrectly return an empty array. ([#3074](https://github.com/milvus-io/pymilvus/issues/3074)) - \[MilvusClient] Fixed an issue where insert() did not pass \*\*kwargs (e.g., timeout) to the underlying implementation. ([#3096](https://github.com/milvus-io/pymilvus/issues/3096)) - \[Async] Fixed connection reuse issue by including event loop ID in connection alias. ([#3096](https://github.com/milvus-io/pymilvus/issues/3096)) - \[Async] Fixed async flush() not waiting for segments to be flushed. ([#3090](https://github.com/milvus-io/pymilvus/issues/3090)) - \[MilvusClient] Fixed key names in segment info retrieval. ([#3096](https://github.com/milvus-io/pymilvus/issues/3096)) - \[Error Handling] Added detailed traceback to error handler for better debugging. ([#3096](https://github.com/milvus-io/pymilvus/issues/3096)) **Full Changelog**: https://github.com/milvus-io/pymilvus/compare/v2.6.3...v2.6.4 ### [`v2.6.3`](https://github.com/milvus-io/pymilvus/releases/tag/v2.6.3): PyMilvus v2.6.3 Release Notes [Compare Source](https://github.com/milvus-io/pymilvus/compare/v2.6.2...v2.6.3) ##### Highlights ##### 1. Support for Array of Structs PyMilvus now supports array of structs data types, allowing you to store and query complex nested data structures. ```python from pymilvus import MilvusClient, DataType client = MilvusClient(uri="http://localhost:19530") schema = client.create_schema(auto_id=False) schema.add_field(field_name="id", datatype=DataType.INT64, is_primary=True) schema.add_field(field_name="vector", datatype=DataType.FLOAT_VECTOR, dim=128) struct_schema = MilvusClient.create_struct_field_schema() struct_schema.add_field(field_name="name", datatype=DataType.VARCHAR, max_length=100) struct_schema.add_field(field_name="age", datatype=DataType.INT64) struct_schema.add_field(field_name="text", datatype=DataType.VARCHAR, max_length=65535) struct_schema.add_field(field_name="emb", datatype=DataType.FLOAT_VECTOR, dim=128) schema.add_field( field_name="user_info", datatype=DataType.ARRAY, element_type=DataType.STRUCT, struct_schema=struct_schema, max_capacity=1000, ) client.create_collection(collection_name="users", schema=schema) data = { "id": 1, "user_info": [ {"name": "Alice", "age": 30, "text": "this is alice", "emb": [0.1] * 128}, {"name": "Bob", "age": 20, "text": "this is bob", "emb": [0.2] * 128}, ] "vector": [0.1] * 128 } client.insert(collection_name="users", data=[data]) ``` 📖 [Documentation Array of Structs](https://milvus.io/docs/array-of-structs.md#Array-of-Structs), Compatible with Milvus 2.6.4+ ##### 2. Geometry Data Type Support Query and search with geographic data using the new Geometry data type. ```python from pymilvus import MilvusClient, DataType client = MilvusClient(uri="http://localhost:19530") schema = MilvusClient.create_schema() schema.add_field(field_name="id", datatype=DataType.INT64, is_primary=True) schema.add_field(field_name="location", datatype=DataType.GEOMETRY, nullable=True) schema.add_field(field_name="vector", datatype=DataType.FLOAT_VECTOR, dim=128) client.create_collection(collection_name="geo_coll", schema=schema) data = [ {"id": 1, "location": "POINT(116.404 39.915)", "vector": [0.1] * 128}, {"id": 2, "location": "POINT(-73.935 40.730)", "vector": [0.2] * 128} ] client.insert(collection_name="locations", data=data) results = client.query( collection_name="locations", filter=f'st_dwithin(location, "POINT(116.4 39.9)", 1000.0)', output_fields=["id", "location"] ) ``` 📖 [Documentation Geometry field](https://milvus.io/docs/geometry-field.md), Compatible with Milvus 2.6.4+ ##### 3. Insert Primary Key with Auto ID Enabled You can now insert custom primary keys even when `auto_id` is enabled, providing more flexibility in data management. ```python from pymilvus import MilvusClient, DataType client = MilvusClient(uri="http://localhost:19530") schema = MilvusClient.create_schema(auto_id=True) schema.add_field(field_name="id", datatype=DataType.INT64, is_primary=True, auto_id=True) schema.add_field(field_name="vector", datatype=DataType.FLOAT_VECTOR, dim=128) client.create_collection(collection_name="my_collection", schema=schema, properties={"allow_insert_auto_id": "true"}) data = [ {"id": 100, "vector": [0.1] * 128}, {"id": 200, "vector": [0.2] * 128} ] client.insert(collection_name="my_collection", data=data) ``` 📖 [Documentation Insert when AutoID is true](https://milvus.io/docs/modify-collection.md#Example-5-Enable-allowinsertautoid), Compatible with Milvus 2.6.3+ ##### 4. L0 Compaction Support Trigger L0 compaction manually to optimize storage and query performance. ```python from pymilvus import MilvusClient client = MilvusClient(uri="http://localhost:19530") client.compact(collection_name="my_collection", is_l0=True) ``` 📖 [Documentation Compact L0 segments](https://milvus.io/docs/compact.md), Compatible with Milvus 2.6.3+ ##### 5. ⚠️ Breaking Change: JSON Serialization for Strings String values are now treated as JSON-serialized bytes. This is incompatible with previous versions. **Before (2.6.2 and earlier):** ```python client.insert(collection_name="my_collection", data=[{"id": 1, "json_field": "a"}]) ``` **Now (2.6.3+):** ```python import json client.insert(collection_name="my_collection", data=[{"id": 1, "json_field": json.dumps("a")}]) ``` ##### Complete Change Log ##### Features - **Struct Support**: SDK implementation for struct data type with field-level mmap configuration ([#3026](https://github.com/milvus-io/pymilvus/pull/3026), [#3037](https://github.com/milvus-io/pymilvus/pull/3037)) - **Geo Data Type**: Support for geographic data in insert, query, and search operations ([#3043](https://github.com/milvus-io/pymilvus/pull/3043)) - **L0 Compaction**: Force L0 compact support ([#3011](https://github.com/milvus-io/pymilvus/pull/3011)) - **Function Scorer Ranker**: Support using function scorer as ranker ([#3010](https://github.com/milvus-io/pymilvus/pull/3010)) - **Replicate Configuration**: UpdateReplicateConfiguration API support ([#3003](https://github.com/milvus-io/pymilvus/pull/3003)) ##### Enhancements - **Async Client Improvements**: Added retry mechanism and schema cache for AsyncMilvusClient ([#3023](https://github.com/milvus-io/pymilvus/pull/3023)) - Allow user to insert primary key when auto\_id is enabled ([#3007](https://github.com/milvus-io/pymilvus/pull/3007)) - Update get\_cost\_from\_status implementation ([#3000](https://github.com/milvus-io/pymilvus/pull/3000)) - Enhanced remote storage usage result info ([#3014](https://github.com/milvus-io/pymilvus/pull/3014)) - Remove annoying logs in MilvusClient ([#3016](https://github.com/milvus-io/pymilvus/pull/3016)) - Raise error when ranker has unknown type ([#3021](https://github.com/milvus-io/pymilvus/pull/3021)) - Support insert serialized JSON ([#3031](https://github.com/milvus-io/pymilvus/pull/3031)) - Cherry pick multiple PRs from master branch ([#3048](https://github.com/milvus-io/pymilvus/pull/3048)) ##### Bug Fixes - Fix hybrid\_search to support EmbeddingList in request data ([#3028](https://github.com/milvus-io/pymilvus/pull/3028)) ##### Documentation - Add apiKey note for bulk\_import ([#2997](https://github.com/milvus-io/pymilvus/pull/2997)) ##### Contributors Special thanks to all contributors who made this release possible: [@SpadeA-Tang](https://github.com/SpadeA-Tang), [@XuanYang-cn](https://github.com/XuanYang-cn), [@aoiasd](https://github.com/aoiasd), [@bigsheeper](https://github.com/bigsheeper), [@chasingegg](https://github.com/chasingegg), [@lentitude2tk](https://github.com/lentitude2tk), [@MrPresent-Han](https://github.com/MrPresent-Han), [@sunby](https://github.com/sunby), [@xiaocai2333](https://github.com/xiaocai2333), [@zhuwenxing](https://github.com/zhuwenxing) *** For more information, visit the [PyMilvus GitHub repository](https://github.com/milvus-io/pymilvus). **Full Changelog**: https://github.com/milvus-io/pymilvus/compare/v2.6.2...v2.6.3 ### [`v2.6.2`](https://github.com/milvus-io/pymilvus/releases/tag/v2.6.2): PyMilvus v2.6.2 Release Notes [Compare Source](https://github.com/milvus-io/pymilvus/compare/v2.6.1...v2.6.2) ##### What's Changed - fix: Refine partial upsert to preserve unspecified fields ([#2955](https://github.com/milvus-io/pymilvus/issues/2955)) by [@weiliu1031](https://github.com/weiliu1031) in https://github.com/milvus-io/pymilvus/pull/2970 - fix: Correct validation logic for partial upsert requests ([#2974](https://github.com/milvus-io/pymilvus/issues/2974)) by [@weiliu1031](https://github.com/weiliu1031) in https://github.com/milvus-io/pymilvus/pull/2977 - feat: support group by json field([#2884](https://github.com/milvus-io/pymilvus/issues/2884)) by [@MrPresent-Han](https://github.com/MrPresent-Han) in https://github.com/milvus-io/pymilvus/pull/2980 - enhance: \[2.6]Run actions when push to repo to enable cov compare by [@XuanYang-cn](https://github.com/XuanYang-cn) in https://github.com/milvus-io/pymilvus/pull/2969 - support connectType if use oss-bucket by [@lentitude2tk](https://github.com/lentitude2tk) in https://github.com/milvus-io/pymilvus/pull/2988 - enhance: Sync PyMilvus milvus-proto commit to v2.6.2 by [@XuanYang-cn](https://github.com/XuanYang-cn) in https://github.com/milvus-io/pymilvus/pull/2995 **Full Changelog**: https://github.com/milvus-io/pymilvus/compare/v2.6.1...v2.6.2 ### [`v2.6.1`](https://github.com/milvus-io/pymilvus/releases/tag/v2.6.1): PyMilvus v2.6.1 Release Notes [Compare Source](https://github.com/milvus-io/pymilvus/compare/v2.6.0...v2.6.1) ##### What's Changed - Avoid describe\_collection when query by ids by [@yhmo](https://github.com/yhmo) in https://github.com/milvus-io/pymilvus/pull/2930 - bulkImport add objectUrls/token paramster & add example use by [@lentitude2tk](https://github.com/lentitude2tk) in https://github.com/milvus-io/pymilvus/pull/2934 - support stageManager & stageFileManager by [@lentitude2tk](https://github.com/lentitude2tk) in https://github.com/milvus-io/pymilvus/pull/2935 - fix: Fix the existing version fmt by [@XuanYang-cn](https://github.com/XuanYang-cn) in https://github.com/milvus-io/pymilvus/pull/2960 - enhance: Add unixmsec in every RPC call by [@XuanYang-cn](https://github.com/XuanYang-cn) in https://github.com/milvus-io/pymilvus/pull/2961 - enhance: Multiple cherry picks from master branch by [@XuanYang-cn](https://github.com/XuanYang-cn) in https://github.com/milvus-io/pymilvus/pull/2962 - fix: Passing unknown req.is\_refresh to wait by [@XuanYang-cn](https://github.com/XuanYang-cn) in https://github.com/milvus-io/pymilvus/pull/2964 **Full Changelog**: https://github.com/milvus-io/pymilvus/compare/v2.6.0...v2.6.1 ### [`v2.6.0`](https://github.com/milvus-io/pymilvus/releases/tag/v2.6.0): PyMilvus v2.6.0 Release Notes [Compare Source](https://github.com/milvus-io/pymilvus/compare/v2.5.18...v2.6.0) ##### New Features 1. Add APIs in MilvusClient - enhance: add describe and alter database in MilvusClient by [@smellthemoon](https://github.com/smellthemoon) in https://github.com/milvus-io/pymilvus/pull/2433 - enhance: support milvus-client iterator by [@MrPresent-Han](https://github.com/MrPresent-Han) in https://github.com/milvus-io/pymilvus/pull/2461 - enhance: Enable resource group api in milvus client by [@weiliu1031](https://github.com/weiliu1031) in https://github.com/milvus-io/pymilvus/pull/2513 - enhance: add release\_collection, drop\_index, create\_partition, drop\_partition, load\_partition and release\_partition by [@brcarry](https://github.com/brcarry) in https://github.com/milvus-io/pymilvus/pull/2525 - enhance: enable describe\_replica api in milvus client by [@weiliu1031](https://github.com/weiliu1031) in https://github.com/milvus-io/pymilvus/pull/2541 - enhance: support recalls for milvus\_client by [@chasingegg](https://github.com/chasingegg) in https://github.com/milvus-io/pymilvus/pull/2552 - enhance: add use\_database by [@czs007](https://github.com/czs007) in https://github.com/milvus-io/pymilvus/pull/2491 2. Add AsyncMilvusClient - \[FEAT] Asyncio support by [@brcarry](https://github.com/brcarry) in https://github.com/milvus-io/pymilvus/pull/2411 - Add async DDL funcs & DDL examples by [@Shawnzheng011019](https://github.com/Shawnzheng011019) in https://github.com/milvus-io/pymilvus/pull/2852 3. Other features - enhance: support Int8Vector by [@cydrain](https://github.com/cydrain) in https://github.com/milvus-io/pymilvus/pull/2611 - feat: support recalls field in SearchResult by [@chasingegg](https://github.com/chasingegg) in https://github.com/milvus-io/pymilvus/pull/2390 - enhance: Support Python3.13 and upgrade grpcio range by [@XuanYang-cn](https://github.com/XuanYang-cn) in https://github.com/milvus-io/pymilvus/pull/2684 - enhance: support run analyzer return detail token by [@aoiasd](https://github.com/aoiasd) in https://github.com/milvus-io/pymilvus/pull/2679 - enhance: Add force\_drop parameter to drop\_role method for role deletion by [@SimFG](https://github.com/SimFG) in https://github.com/milvus-io/pymilvus/pull/2705 - enhance: add property func for AnalyzeToken by [@aoiasd](https://github.com/aoiasd) in https://github.com/milvus-io/pymilvus/pull/2704 - enhance: grant/revoke v2 optional db and collection params by [@shaoting-huang](https://github.com/shaoting-huang) in https://github.com/milvus-io/pymilvus/pull/2386 - extend unlimted offset for query iterator([#2418](https://github.com/milvus-io/pymilvus/issues/2418)) by [@MrPresent-Han](https://github.com/MrPresent-Han) in https://github.com/milvus-io/pymilvus/pull/2419 - enhance: alterindex & altercollection supports altering properties by [@JsDove](https://github.com/JsDove) in https://github.com/milvus-io/pymilvus/pull/2406 - enhance: alterdatabase support delete property by [@JsDove](https://github.com/JsDove) in https://github.com/milvus-io/pymilvus/pull/2435 - enhance: support hints param by [@chasingegg](https://github.com/chasingegg) in https://github.com/milvus-io/pymilvus/pull/2408 - enhance: create database support properties by [@JsDove](https://github.com/JsDove) in https://github.com/milvus-io/pymilvus/pull/2448 - enhance: Add `db_name` parameter at `bulk_import` by [@counter2015](https://github.com/counter2015) in https://github.com/milvus-io/pymilvus/pull/2446 - enhance: add search iterator v2 by [@PwzXxm](https://github.com/PwzXxm) in https://github.com/milvus-io/pymilvus/pull/2395 - enhance: simplify the structure of search\_params by [@smellthemoon](https://github.com/smellthemoon) in https://github.com/milvus-io/pymilvus/pull/2507 - enhance: Remove long deprecated Milvus class by [@XuanYang-cn](https://github.com/XuanYang-cn) in https://github.com/milvus-io/pymilvus/pull/2544 - enhance: Use new model pkg by [@junjiejiangjjj](https://github.com/junjiejiangjjj) in https://github.com/milvus-io/pymilvus/pull/2595 - enhance: Add schema update time verification to insert and upsert to use cache by [@JsDove](https://github.com/JsDove) in https://github.com/milvus-io/pymilvus/pull/2551 - enhance: describecollection output add created\_timestamp by [@JsDove](https://github.com/JsDove) in https://github.com/milvus-io/pymilvus/pull/2618 - feat: add external filter func for search iterator v2 by [@PwzXxm](https://github.com/PwzXxm) in https://github.com/milvus-io/pymilvus/pull/2639 - enhance: support run analyzer by [@aoiasd](https://github.com/aoiasd) in https://github.com/milvus-io/pymilvus/pull/2622 - weighted reranker to allow skip score normalization by [@zhengbuqian](https://github.com/zhengbuqian) in https://github.com/milvus-io/pymilvus/pull/2708 - enhance: Support AddCollectionField API by [@congqixia](https://github.com/congqixia) in https://github.com/milvus-io/pymilvus/pull/2722 - Add 1-Way and 2-Way TLS Support to Bulk Import Functions by [@abd-770](https://github.com/abd-770) in https://github.com/milvus-io/pymilvus/pull/2672 - enhance: Use SearchResult in MilvusClient by [@XuanYang-cn](https://github.com/XuanYang-cn) in https://github.com/milvus-io/pymilvus/pull/2735 - Support rerank by [@junjiejiangjjj](https://github.com/junjiejiangjjj) in https://github.com/milvus-io/pymilvus/pull/2729 - feat: suppoprt multi analyzer params by [@aoiasd](https://github.com/aoiasd) in https://github.com/milvus-io/pymilvus/pull/2747 - Add funciton checker by [@junjiejiangjjj](https://github.com/junjiejiangjjj) in https://github.com/milvus-io/pymilvus/pull/2760 - enhance: Support run analyzer by collection and field by [@aoiasd](https://github.com/aoiasd) in https://github.com/milvus-io/pymilvus/pull/2822 - feat: support load collection/partition with priority([#2835](https://github.com/milvus-io/pymilvus/issues/2835)) by [@MrPresent-Han](https://github.com/MrPresent-Han) in https://github.com/milvus-io/pymilvus/pull/2836 - enhance: optimize perf for large topk([#2848](https://github.com/milvus-io/pymilvus/issues/2848)) by [@MrPresent-Han](https://github.com/MrPresent-Han) in https://github.com/milvus-io/pymilvus/pull/2849 - enhance: Add usage guide to manage MilvusClient by [@XuanYang-cn](https://github.com/XuanYang-cn) in https://github.com/milvus-io/pymilvus/pull/2907 ##### New Contributors - [@jiangyinzuo](https://github.com/jiangyinzuo) made their first contribution in https://github.com/milvus-io/pymilvus/pull/2387 - [@zjjzyl](https://github.com/zjjzyl) made their first contribution in https://github.com/milvus-io/pymilvus/pull/2417 - [@Abhijnan-Bajpai](https://github.com/Abhijnan-Bajpai) made their first contribution in https://github.com/milvus-io/pymilvus/pull/2520 - [@counter2015](https://github.com/counter2015) made their first contribution in https://github.com/milvus-io/pymilvus/pull/2446 - [@mihailyanchev](https://github.com/mihailyanchev) made their first contribution in https://github.com/milvus-io/pymilvus/pull/2678 - [@proost](https://github.com/proost) made their first contribution in https://github.com/milvus-io/pymilvus/pull/2725 - [@abd-770](https://github.com/abd-770) made their first contribution in https://github.com/milvus-io/pymilvus/pull/2672 - [@jperez999](https://github.com/jperez999) made their first contribution in https://github.com/milvus-io/pymilvus/pull/2716 - [@foxspy](https://github.com/foxspy) made their first contribution in https://github.com/milvus-io/pymilvus/pull/2772 - [@michaelkl](https://github.com/michaelkl) made their first contribution in https://github.com/milvus-io/pymilvus/pull/2806 - [@Shawnzheng011019](https://github.com/Shawnzheng011019) made their first contribution in https://github.com/milvus-io/pymilvus/pull/2852 - [@tedxu](https://github.com/tedxu) made their first contribution in https://github.com/milvus-io/pymilvus/pull/2873 **Full Changelog**: https://github.com/milvus-io/pymilvus/compare/v2.5.0...v2.6.0 ### [`v2.5.18`](https://github.com/milvus-io/pymilvus/releases/tag/v2.5.18): PyMilvus v2.5.18 Release Notes [Compare Source](https://github.com/milvus-io/pymilvus/compare/v2.5.17...v2.5.18) #### What's Changed - \[cherry-pick] Breaking change: Rename Stage to Volume by [@lentitude2tk](https://github.com/lentitude2tk) in https://github.com/milvus-io/pymilvus/pull/3111 **Full Changelog**: https://github.com/milvus-io/pymilvus/compare/v2.5.17...v2.5.18 ### [`v2.5.17`](https://github.com/milvus-io/pymilvus/releases/tag/v2.5.17): PyMilvus v2.5.17 Release Notes [Compare Source](https://github.com/milvus-io/pymilvus/compare/v2.5.16...v2.5.17) #### What's Changed - enhance: allow user insert pk when autoid is enabled by [@sunby](https://github.com/sunby) in https://github.com/milvus-io/pymilvus/pull/3006 - Support insert serialized json ([#3024](https://github.com/milvus-io/pymilvus/issues/3024)) by [@sunby](https://github.com/sunby) in https://github.com/milvus-io/pymilvus/pull/3032 - fix: Bulk writer support geometry by [@xiaocai2333](https://github.com/xiaocai2333) in https://github.com/milvus-io/pymilvus/pull/3053 - GCP supports using stage by [@lentitude2tk](https://github.com/lentitude2tk) in https://github.com/milvus-io/pymilvus/pull/3063 **Full Changelog**: https://github.com/milvus-io/pymilvus/compare/v2.5.16...v2.5.17 ### [`v2.5.16`](https://github.com/milvus-io/pymilvus/releases/tag/v2.5.16): PyMilvus v2.5.16 Release Notes [Compare Source](https://github.com/milvus-io/pymilvus/compare/v2.5.15...v2.5.16) ##### What's Changed - support geo data type for insert,query and search for pymilvus 2.5 by [@Yinwei-Yu](https://github.com/Yinwei-Yu) in https://github.com/milvus-io/pymilvus/pull/2943 - fix: \[25]Fix the existing version fmt by [@XuanYang-cn](https://github.com/XuanYang-cn) in https://github.com/milvus-io/pymilvus/pull/2959 - fix: \[2.5]Passing unknown req.is\_refresh to wait by [@XuanYang-cn](https://github.com/XuanYang-cn) in https://github.com/milvus-io/pymilvus/pull/2965 - \[cherry-pick] support connectType if use oss-bucket by [@lentitude2tk](https://github.com/lentitude2tk) in https://github.com/milvus-io/pymilvus/pull/2989 - \[cherry-pick] bulk\_import add apiKey note by [@lentitude2tk](https://github.com/lentitude2tk) in https://github.com/milvus-io/pymilvus/pull/2998 **Full Changelog**: https://github.com/milvus-io/pymilvus/compare/v2.5.15...v2.5.16 ### [`v2.5.15`](https://github.com/milvus-io/pymilvus/releases/tag/v2.5.15): PyMilvus v2.5.15 Release Notes [Compare Source](https://github.com/milvus-io/pymilvus/compare/v2.5.14...v2.5.15) ##### What's Changed - Compatible with the default behavior of free on the cloud by [@lentitude2tk](https://github.com/lentitude2tk) in https://github.com/milvus-io/pymilvus/pull/2912 - fix: Return new pk value for upsert when autoid=true by [@yhmo](https://github.com/yhmo) in https://github.com/milvus-io/pymilvus/pull/2915 - fix: Multiple cherry-picks from master by [@XuanYang-cn](https://github.com/XuanYang-cn) in https://github.com/milvus-io/pymilvus/pull/2906 - bulkImport add objectUrls/token paramster & add example use by [@lentitude2tk](https://github.com/lentitude2tk) in https://github.com/milvus-io/pymilvus/pull/2932 - support stageManager & stageFileManager by [@lentitude2tk](https://github.com/lentitude2tk) in https://github.com/milvus-io/pymilvus/pull/2920 **Full Changelog**: https://github.com/milvus-io/pymilvus/compare/v2.5.14...v2.5.15 ### [`v2.5.14`](https://github.com/milvus-io/pymilvus/releases/tag/v2.5.14): PyMilvus 2.5.14 Release Notes [Compare Source](https://github.com/milvus-io/pymilvus/compare/v2.5.13...v2.5.14) ##### What's Changed - fix: Aviod coping functions when init CollectionSchema by [@XuanYang-cn](https://github.com/XuanYang-cn) in https://github.com/milvus-io/pymilvus/pull/2903 **Full Changelog**: https://github.com/milvus-io/pymilvus/compare/v2.5.13...v2.5.14 ### [`v2.5.13`](https://github.com/milvus-io/pymilvus/releases/tag/v2.5.13): PyMilvus 2.5.13 Release Notes [Compare Source](https://github.com/milvus-io/pymilvus/compare/v2.5.12...v2.5.13) ##### What's Changed - fix: Fix hybrid search params check by [@xiaocai2333](https://github.com/xiaocai2333) in https://github.com/milvus-io/pymilvus/pull/2890 - fix: \[25]Concurrent init MilvusClient don't reuse connections by [@XuanYang-cn](https://github.com/XuanYang-cn) in https://github.com/milvus-io/pymilvus/pull/2897 - fix: \[25]Tidy alias configs when connect fails by [@XuanYang-cn](https://github.com/XuanYang-cn) in https://github.com/milvus-io/pymilvus/pull/2899 **Full Changelog**: https://github.com/milvus-io/pymilvus/compare/v2.5.12...v2.5.13 ### [`v2.5.12`](https://github.com/milvus-io/pymilvus/releases/tag/v2.5.12): PyMilvus 2.5.12 Release Notes [Compare Source](https://github.com/milvus-io/pymilvus/compare/v2.5.11...v2.5.12) ##### What's Changed - fix: \[2.5]add retry in compact for compatibility with old Milvus server in order to reduce describecollection by [@JsDove](https://github.com/JsDove) in https://github.com/milvus-io/pymilvus/pull/2842 - enhance: optimize perf for search&\&query under large topk([#2848](https://github.com/milvus-io/pymilvus/issues/2848)) by [@MrPresent-Han](https://github.com/MrPresent-Han) in https://github.com/milvus-io/pymilvus/pull/2855 - fix: remove validation for collection\_id in manual\_compaction method by [@JsDove](https://github.com/JsDove) in https://github.com/milvus-io/pymilvus/pull/2857 - fix: update manual\_compaction method parameter by [@JsDove](https://github.com/JsDove) in https://github.com/milvus-io/pymilvus/pull/2859 - enhance: \[25]fix according to the latest ruff by [@XuanYang-cn](https://github.com/XuanYang-cn) in https://github.com/milvus-io/pymilvus/pull/2861 - fix: hybridExtraList miss iter method and dynamic fields value overrite fixed field value([#2848](https://github.com/milvus-io/pymilvus/issues/2848)) by [@MrPresent-Han](https://github.com/MrPresent-Han) in https://github.com/milvus-io/pymilvus/pull/2866 - enhance: make query result mutable for only one time modification([#2848](https://github.com/milvus-io/pymilvus/issues/2848)) by [@MrPresent-Han](https://github.com/MrPresent-Han) in https://github.com/milvus-io/pymilvus/pull/2871 - enhance: Cherry pick multiple prs by [@XuanYang-cn](https://github.com/XuanYang-cn) in https://github.com/milvus-io/pymilvus/pull/2882 **Full Changelog**: https://github.com/milvus-io/pymilvus/compare/v2.5.11...V2.5.12 ### [`v2.5.11`](https://github.com/milvus-io/pymilvus/releases/tag/v2.5.11): PyMilvus 2.5.11 Release Notes [Compare Source](https://github.com/milvus-io/pymilvus/compare/v2.5.10...v2.5.11) ##### What's Changed - fix:\[2.5] wrong marshal field schema prarams case alter collection failed by [@aoiasd](https://github.com/aoiasd) in https://github.com/milvus-io/pymilvus/pull/2811 - Add bulkinsert example for parquet file by [@yhmo](https://github.com/yhmo) in https://github.com/milvus-io/pymilvus/pull/2813 - fix: \[2.5] Pass correct number of params of \_prepare\_row\_upsert\_request by [@congqixia](https://github.com/congqixia) in https://github.com/milvus-io/pymilvus/pull/2819 - enhance: Multiple Cherry picks from master by [@XuanYang-cn](https://github.com/XuanYang-cn) in https://github.com/milvus-io/pymilvus/pull/2808 - fix: \[cp25]MilvusClient misusage of disconnect by [@XuanYang-cn](https://github.com/XuanYang-cn) in https://github.com/milvus-io/pymilvus/pull/2817 - enhance: \[2.5] Support run analyzer by collection and field by [@aoiasd](https://github.com/aoiasd) in https://github.com/milvus-io/pymilvus/pull/2821 - fix: await on remove async connections by [@XuanYang-cn](https://github.com/XuanYang-cn) in https://github.com/milvus-io/pymilvus/pull/2829 - fix: \[cp25]remove calling of deregister\_state\_change\_callback by [@XuanYang-cn](https://github.com/XuanYang-cn) in https://github.com/milvus-io/pymilvus/pull/2834 - enahnce:\[2.5] dump analyzer params when init field schema by [@aoiasd](https://github.com/aoiasd) in https://github.com/milvus-io/pymilvus/pull/2845 **Full Changelog**: https://github.com/milvus-io/pymilvus/compare/v2.5.10...v2.5.11 ### [`v2.5.10`](https://github.com/milvus-io/pymilvus/releases/tag/v2.5.10): PyMilvus 2.5.10 Release Notes [Compare Source](https://github.com/milvus-io/pymilvus/compare/v2.5.9...v2.5.10) ##### What's Changed - fix: load collection with resource group by [@XuanYang-cn](https://github.com/XuanYang-cn) in https://github.com/milvus-io/pymilvus/pull/2801 - fix: avoid collision on aliases in MilvusClient ([#2716](https://github.com/milvus-io/pymilvus/issues/2716)) by [@XuanYang-cn](https://github.com/XuanYang-cn) in https://github.com/milvus-io/pymilvus/pull/2799 **Full Changelog**: https://github.com/milvus-io/pymilvus/compare/v2.5.9...v2.5.10 ### [`v2.5.9`](https://github.com/milvus-io/pymilvus/releases/tag/v2.5.9): PyMilvus 2.5.9 Release Notes [Compare Source](https://github.com/milvus-io/pymilvus/compare/v2.5.8...v2.5.9) ##### What's Changed - fix: Pass request-id in metadata per API ([#2766](https://github.com/milvus-io/pymilvus/issues/2766)) by [@XuanYang-cn](https://github.com/XuanYang-cn) in https://github.com/milvus-io/pymilvus/pull/2779 - fix: Handle collection schema update timestamp ([#2777](https://github.com/milvus-io/pymilvus/issues/2777)) by [@congqixia](https://github.com/congqixia) in https://github.com/milvus-io/pymilvus/pull/2778 - fix: remove default replica\_number in load\_collection ([#2782](https://github.com/milvus-io/pymilvus/issues/2782)) by [@XuanYang-cn](https://github.com/XuanYang-cn) in https://github.com/milvus-io/pymilvus/pull/2786 - fix: Extend iterable instead of assign load\_fields by [@XuanYang-cn](https://github.com/XuanYang-cn) in https://github.com/milvus-io/pymilvus/pull/2788 - fix: Missing kwargs in load\_partition by [@XuanYang-cn](https://github.com/XuanYang-cn) in https://github.com/milvus-io/pymilvus/pull/2792 **Full Changelog**: https://github.com/milvus-io/pymilvus/compare/v2.5.8...v2.5.9 ### [`v2.5.8`](https://github.com/milvus-io/pymilvus/releases/tag/v2.5.8): PyMilvus 2.5.8 Release Notes [Compare Source](https://github.com/milvus-io/pymilvus/compare/v2.5.7...v2.5.8) ##### What's Changed - feat: \[2.5] support run analyzer by [@aoiasd](https://github.com/aoiasd) in https://github.com/milvus-io/pymilvus/pull/2748 - feat:\[2.5] suppoprt multi analyzer params ([#2747](https://github.com/milvus-io/pymilvus/issues/2747)) by [@aoiasd](https://github.com/aoiasd) in https://github.com/milvus-io/pymilvus/pull/2751 - fix: Correct module misspell and patch for submodule by [@XuanYang-cn](https://github.com/XuanYang-cn) in https://github.com/milvus-io/pymilvus/pull/2753 **Full Changelog**: https://github.com/milvus-io/pymilvus/compare/v2.5.7...v2.5.8 ### [`v2.5.7`](https://github.com/milvus-io/pymilvus/releases/tag/v2.5.7): PyMilvus 2.5.7 Release Notes [Compare Source](https://github.com/milvus-io/pymilvus/compare/v2.5.6...v2.5.7) ##### What's Changed - enhance: Add force\_drop parameter to drop\_role method for role deletion by [@SimFG](https://github.com/SimFG) in https://github.com/milvus-io/pymilvus/pull/2706 - weighted reranker to allow skip score normalization by [@zhengbuqian](https://github.com/zhengbuqian) in https://github.com/milvus-io/pymilvus/pull/2709 - fix: Retry batch insert will use changed entites if enabled Nul… by [@XuanYang-cn](https://github.com/XuanYang-cn) in https://github.com/milvus-io/pymilvus/pull/2714 - enhance: change flush default backoff ([#2707](https://github.com/milvus-io/pymilvus/issues/2707)) by [@XuanYang-cn](https://github.com/XuanYang-cn) in https://github.com/milvus-io/pymilvus/pull/2717 - Add options parameter for bulk\_import interface by [@yhmo](https://github.com/yhmo) in https://github.com/milvus-io/pymilvus/pull/2720 - fix: Raise ParamError if index params wrong by [@XuanYang-cn](https://github.com/XuanYang-cn) in https://github.com/milvus-io/pymilvus/pull/2719 - enhance: Use hyphen instead of underscore in grpc header ([#2730](https://github.com/milvus-io/pymilvus/issues/2730)) by [@congqixia](https://github.com/congqixia) in https://github.com/milvus-io/pymilvus/pull/2731 - fix: Remove deprecated numpy.bool8 by [@XuanYang-cn](https://github.com/XuanYang-cn) in https://github.com/milvus-io/pymilvus/pull/2737 - fix: None return for validate by [@XuanYang-cn](https://github.com/XuanYang-cn) in https://github.com/milvus-io/pymilvus/pull/2742 - enhance: Use SearchResult in MilvusClient ([#2735](https://github.com/milvus-io/pymilvus/issues/2735)) by [@XuanYang-cn](https://github.com/XuanYang-cn) in https://github.com/milvus-io/pymilvus/pull/2740 - Add Optional CA Certificate Support to Bulk Import Functions ([#2672](https://github.com/milvus-io/pymilvus/issues/2672)) by [@XuanYang-cn](https://github.com/XuanYang-cn) in https://github.com/milvus-io/pymilvus/pull/2739 - fix: Omit empty index types by [@XuanYang-cn](https://github.com/XuanYang-cn) in https://github.com/milvus-io/pymilvus/pull/2745 **Full Changelog**: https://github.com/milvus-io/pymilvus/compare/v2.5.6...v2.5.7 ### [`v2.5.6`](https://github.com/milvus-io/pymilvus/releases/tag/v2.5.6): PyMilvus 2.5.6 Release Notes [Compare Source](https://github.com/milvus-io/pymilvus/compare/v2.5.5...v2.5.6) ##### What's Changed - fix: Remove field check in create\_index ([#2677](https://github.com/milvus-io/pymilvus/issues/2677)) by [@sunby](https://github.com/sunby) in https://github.com/milvus-io/pymilvus/pull/2685 - fix: Fix failure of create multiple indices for a field by [@sunby](https://github.com/sunby) in https://github.com/milvus-io/pymilvus/pull/2687 - fix: Remove not useful SequenceIterator by [@XuanYang-cn](https://github.com/XuanYang-cn) in https://github.com/milvus-io/pymilvus/pull/2700 - fix: db\_name overwritten by empty string ([#2678](https://github.com/milvus-io/pymilvus/issues/2678)) by [@XuanYang-cn](https://github.com/XuanYang-cn) in https://github.com/milvus-io/pymilvus/pull/2702 **Full Changelog**: https://github.com/milvus-io/pymilvus/compare/v2.5.5...v2.5.6 ### [`v2.5.5`](https://github.com/milvus-io/pymilvus/releases/tag/v2.5.5): PyMilvus 2.5.5 Release Notes [Compare Source](https://github.com/milvus-io/pymilvus/compare/v2.5.4...v2.5.5) ##### What's Changed - enhance: Add schema update time verification to insert and upsert to use cache by [@JsDove](https://github.com/JsDove) in https://github.com/milvus-io/pymilvus/pull/2596 - enhance: enable describe\_replica api in milvus client ([#2541](https://github.com/milvus-io/pymilvus/issues/2541)) by [@weiliu1031](https://github.com/weiliu1031) in https://github.com/milvus-io/pymilvus/pull/2599 - enhance: get and delete to use schema cache by [@JsDove](https://github.com/JsDove) in https://github.com/milvus-io/pymilvus/pull/2607 - feat: add external filter func for search iterator v2 by [@PwzXxm](https://github.com/PwzXxm) in https://github.com/milvus-io/pymilvus/pull/2641 - enhance: describecollection output add created\_timestamp by [@JsDove](https://github.com/JsDove) in https://github.com/milvus-io/pymilvus/pull/2619 - add `db_name` parameter at `bulk_import` ([#2446](https://github.com/milvus-io/pymilvus/issues/2446)) by [@XuanYang-cn](https://github.com/XuanYang-cn) in https://github.com/milvus-io/pymilvus/pull/2666 - enhance: Multi-cp from master to 2.5.x by [@XuanYang-cn](https://github.com/XuanYang-cn) in https://github.com/milvus-io/pymilvus/pull/2668 ##### Bug Fixes - fix BulkWriter bug for Array type field by [@yhmo](https://github.com/yhmo) in https://github.com/milvus-io/pymilvus/pull/2624 - fix BulkWriter bug for nullable field by [@yhmo](https://github.com/yhmo) in https://github.com/milvus-io/pymilvus/pull/2634 - fix: Unify output of str(DataType) for different pythons ([#2635](https://github.com/milvus-io/pymilvus/issues/2635)) by [@XuanYang-cn](https://github.com/XuanYang-cn) in https://github.com/milvus-io/pymilvus/pull/2637 - grpc thread is not released each time connections.connect() is failed by [@yhmo](https://github.com/yhmo) in https://github.com/milvus-io/pymilvus/pull/2649 - fix: update properties parameter type in alter\_collection\_properties … by [@elijahxb](https://github.com/elijahxb) in https://github.com/milvus-io/pymilvus/pull/2590 - fix bug for BulkWriter with nullable/default\_value fields by [@yhmo](https://github.com/yhmo) in https://github.com/milvus-io/pymilvus/pull/2653 - fix: remove set batchsize to ef for param flat([#2626](https://github.com/milvus-io/pymilvus/issues/2626)) by [@MrPresent-Han](https://github.com/MrPresent-Han) in https://github.com/milvus-io/pymilvus/pull/2669 - enhance: add examples for text match ([#2383](https://github.com/milvus-io/pymilvus/issues/2383)) by [@XuanYang-cn](https://github.com/XuanYang-cn) in https://github.com/milvus-io/pymilvus/pull/2667 - fix: Add and check timeout param in database api by [@XuanYang-cn](https://github.com/XuanYang-cn) in https://github.com/milvus-io/pymilvus/pull/2665 ##### New Contributors - [@elijahxb](https://github.com/elijahxb) made their first contribution in https://github.com/milvus-io/pymilvus/pull/2590 **Full Changelog**: https://github.com/milvus-io/pymilvus/compare/v2.5.4...v2.5.5 ### [`v2.5.4`](https://github.com/milvus-io/pymilvus/releases/tag/v2.5.4): PyMilvus 2.5.4 Release Notes [Compare Source](https://github.com/milvus-io/pymilvus/compare/v2.5.3...v2.5.4) ##### What's Changed - enhance: simplify the structure of search\_params([#2507](https://github.com/milvus-io/pymilvus/issues/2507))([#2537](https://github.com/milvus-io/pymilvus/issues/2537))([#2540](https://github.com/milvus-io/pymilvus/issues/2540)) by [@smellthemoon](https://github.com/smellthemoon) in https://github.com/milvus-io/pymilvus/pull/2550 - enhance: use trusted publisher and remove deprecated by [@XuanYang-cn](https://github.com/XuanYang-cn) in https://github.com/milvus-io/pymilvus/pull/2548 - enhance: support recalls for milvus\_client by [@chasingegg](https://github.com/chasingegg) in https://github.com/milvus-io/pymilvus/pull/2553 - fix: use correct primary field name in Hits by [@czs007](https://github.com/czs007) in https://github.com/milvus-io/pymilvus/pull/2560 - fix: iterator mismatch when alter alias and database([#2555](https://github.com/milvus-io/pymilvus/issues/2555)) by [@MrPresent-Han](https://github.com/MrPresent-Han) in https://github.com/milvus-io/pymilvus/pull/2565 - fix: use dummy call for search iterator v2 compatibility by [@PwzXxm](https://github.com/PwzXxm) in https://github.com/milvus-io/pymilvus/pull/2570 - fix typo([#2563](https://github.com/milvus-io/pymilvus/issues/2563)) by [@smellthemoon](https://github.com/smellthemoon) in https://github.com/milvus-io/pymilvus/pull/2564 - fix: unset collection\_name for search iterator\_v1([#2555](https://github.com/milvus-io/pymilvus/issues/2555)) by [@MrPresent-Han](https://github.com/MrPresent-Han) in https://github.com/milvus-io/pymilvus/pull/2575 - fix: should not modify users search\_param, copy instead by [@PwzXxm](https://github.com/PwzXxm) in https://github.com/milvus-io/pymilvus/pull/2578 - enhance: Publishing releases with trusted publisher by [@XuanYang-cn](https://github.com/XuanYang-cn) in https://github.com/milvus-io/pymilvus/pull/2581 - fix: Cannot publish to too destinations in one action by [@XuanYang-cn](https://github.com/XuanYang-cn) in https://github.com/milvus-io/pymilvus/pull/2584 **Full Changelog**: https://github.com/milvus-io/pymilvus/compare/v2.5.3...v2.5.4 ### [`v2.5.3`](https://github.com/milvus-io/pymilvus/releases/tag/v2.5.3): PyMilvus 2.5.3 Release Notes [Compare Source](https://github.com/milvus-io/pymilvus/compare/v2.5.2...v2.5.3) ##### What's Changed - enhance: add search iterator v2 by [@PwzXxm](https://github.com/PwzXxm) in https://github.com/milvus-io/pymilvus/pull/2524 - enhance:refine search iter v2 warning by [@PwzXxm](https://github.com/PwzXxm) in https://github.com/milvus-io/pymilvus/pull/2527 - enhance: add release\_collection, drop\_index, create\_partition, drop\_partition, load\_partition and release\_partition by [@brcarry](https://github.com/brcarry) in https://github.com/milvus-io/pymilvus/pull/2529 - fix: fix search iter v2 limit compatibility by [@PwzXxm](https://github.com/PwzXxm) in https://github.com/milvus-io/pymilvus/pull/2532 - enhance: add example code for create\_collection, drop\_collection, load\_collection, release\_collection, create\_index, drop\_index, create\_partition, drop\_partition, load\_partition and release\_partition by [@brcarry](https://github.com/brcarry) in https://github.com/milvus-io/pymilvus/pull/2535 - enhance: add database operation example by [@JsDove](https://github.com/JsDove) in https://github.com/milvus-io/pymilvus/pull/2517 **Full Changelog**: https://github.com/milvus-io/pymilvus/compare/v2.5.2...v2.5.3 ### [`v2.5.2`](https://github.com/milvus-io/pymilvus/releases/tag/v2.5.2): PyMilvus 2.5.2 Release Notes [Compare Source](https://github.com/milvus-io/pymilvus/compare/v2.5.1...v2.5.2) ##### What's Changed - fix: \[2.5] await conn.describe\_collection in async client's query by [@brcarry](https://github.com/brcarry) in https://github.com/milvus-io/pymilvus/pull/2502 - enhance: \[2.5]add alter properties example by [@JsDove](https://github.com/JsDove) in https://github.com/milvus-io/pymilvus/pull/2505 - fix: grant ManualCompact api doesn't work ([#2396](https://github.com/milvus-io/pymilvus/issues/2396)) by [@weiliu1031](https://github.com/weiliu1031) in https://github.com/milvus-io/pymilvus/pull/2509 - fix: \[2.5] fix privilege typo by [@shaoting-huang](https://github.com/shaoting-huang) in https://github.com/milvus-io/pymilvus/pull/2512 - enhance: Enable resource group api in milvus client ([#2513](https://github.com/milvus-io/pymilvus/issues/2513)) by [@weiliu1031](https://github.com/weiliu1031) in https://github.com/milvus-io/pymilvus/pull/2514 **Full Changelog**: https://github.com/milvus-io/pymilvus/compare/v2.5.1...v2.5.2 ### [`v2.5.1`](https://github.com/milvus-io/pymilvus/releases/tag/v2.5.1): PyMilvus 2.5.1 Release Notes [Compare Source](https://github.com/milvus-io/pymilvus/compare/v2.5.0...v2.5.1) ##### New Features ##### Support AsyncIO (EXPERIMENTAL) - feat: asyncio support by [@brcarry](https://github.com/brcarry) in https://github.com/milvus-io/pymilvus/pull/2459 Introducing the native asyncio client in PyMilvus: `AsyncMilvusClient`. While only a subset of APIs is currently supported, this marks a significant step forward for PyMilvus. Enjoy exploring it! ```python import asyncio from pymilvus import MilvusClient, AsyncMilvusClient, DataType async def main(): URI = "./milvus.db" async_client = AsyncMilvusClient(uri=URI) await async_client.create_collection("async_example", dimension=768) await async_client.drop_collection("async_example") await async_client.close() if __name__ == "__main__": asyncio.run(main()) ``` ##### What's Changed - fix: Branch 2.5 action rules by [@XuanYang-cn](https://github.com/XuanYang-cn) in https://github.com/milvus-io/pymilvus/pull/2384 - enhance: \[2.5] grant/revoke v2 optional db and collection params by [@shaoting-huang](https://github.com/shaoting-huang) in https://github.com/milvus-io/pymilvus/pull/2393 - feat: \[2.5] support recalls field in SearchResult by [@chasingegg](https://github.com/chasingegg) in https://github.com/milvus-io/pymilvus/pull/2391 - fix: \[2.5] fix list aliases rpc call and grant/revoke v2 by [@shaoting-huang](https://github.com/shaoting-huang) in https://github.com/milvus-io/pymilvus/pull/2405 - extend unlimted offset for query iterator([#2418](https://github.com/milvus-io/pymilvus/issues/2418)) by [@MrPresent-Han](https://github.com/MrPresent-Han) in https://github.com/milvus-io/pymilvus/pull/2421 - fix: \[2.5]Add is\_clustering params for get\_compaction\_plans in orm by [@xiaocai2333](https://github.com/xiaocai2333) in https://github.com/milvus-io/pymilvus/pull/2430 - enhance: \[2.5] rbac privilege group and grant v2 examples by [@shaoting-huang](https://github.com/shaoting-huang) in https://github.com/milvus-io/pymilvus/pull/2427 - enhance: alterindex & altercollection supports altering properties by [@JsDove](https://github.com/JsDove) in https://github.com/milvus-io/pymilvus/pull/2432 - enhance: \[2.5]alterdatabase support delete property by [@JsDove](https://github.com/JsDove) in https://github.com/milvus-io/pymilvus/pull/2437 - fix: \[25]Unify logger and correct logging settings ([#2397](https://github.com/milvus-io/pymilvus/issues/2397)) by [@XuanYang-cn](https://github.com/XuanYang-cn) in https://github.com/milvus-io/pymilvus/pull/2401 - enhance: refine query iterator cp([#2412](https://github.com/milvus-io/pymilvus/issues/2412)) by [@MrPresent-Han](https://github.com/MrPresent-Han) in https://github.com/milvus-io/pymilvus/pull/2441 - enhance: \[2.5] support hints param by [@chasingegg](https://github.com/chasingegg) in https://github.com/milvus-io/pymilvus/pull/2442 - enhance: \[2.5]Add example for milvus client about expression template by [@xiaocai2333](https://github.com/xiaocai2333) in https://github.com/milvus-io/pymilvus/pull/2444 - enhance: \[2.5] createdatabase support properties by [@JsDove](https://github.com/JsDove) in https://github.com/milvus-io/pymilvus/pull/2449 - fix: \[2.5]fix describe database return type by [@JsDove](https://github.com/JsDove) in https://github.com/milvus-io/pymilvus/pull/2452 - feat: \[2.5] asyncio support by [@brcarry](https://github.com/brcarry) in https://github.com/milvus-io/pymilvus/pull/2458 - feature: support milvus-client iterator([#2465](https://github.com/milvus-io/pymilvus/issues/2465)) by [@MrPresent-Han](https://github.com/MrPresent-Han) in https://github.com/milvus-io/pymilvus/pull/2466 - fix: \[2.5] add `authorization_interceptor` and `db_interceptor` to async channel by [@brcarry](https://github.com/brcarry) in https://github.com/milvus-io/pymilvus/pull/2473 - enhance: add search\_group\_by example for milvus-client([#2481](https://github.com/milvus-io/pymilvus/issues/2481)) by [@MrPresent-Han](https://github.com/MrPresent-Han) in https://github.com/milvus-io/pymilvus/pull/2484 - enhance: \[2.5]add example for null and default\_value by [@smellthemoon](https://github.com/smellthemoon) in https://github.com/milvus-io/pymilvus/pull/2486 - fix: \[2.5] ensure `create_index` and `load_collection` are fully completed by [@brcarry](https://github.com/brcarry) in https://github.com/milvus-io/pymilvus/pull/2478 - fix: \[2.5]Support hybrid search with expression template by [@xiaocai2333](https://github.com/xiaocai2333) in https://github.com/milvus-io/pymilvus/pull/2489 - enhance: add use\_database by [@czs007](https://github.com/czs007) in https://github.com/milvus-io/pymilvus/pull/2492 - enhance: Sync milvus-proto to latest v2.5.0 by [@XuanYang-cn](https://github.com/XuanYang-cn) in https://github.com/milvus-io/pymilvus/pull/2494 - fix: \[2.5] RuntimeWarning: coroutine 'Channel.close' was never awaited when closing async client by [@brcarry](https://github.com/brcarry) in https://github.com/milvus-io/pymilvus/pull/2499 **Full Changelog**: https://github.com/milvus-io/pymilvus/compare/v2.5.0...v2.5.1 </details> --- ### Configuration 📅 **Schedule**: Branch creation - At any time (no schedule defined), Automerge - At any time (no schedule defined). 🚦 **Automerge**: Disabled by config. 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chore(deps): update dependency pymilvus to v2.6.16 #13

Release Notes

v2.6.16: PyMilvus v2.6.16 Release Notes

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v2.6.15: PyMilvus v2.6.15 Release Notes

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v2.6.14: PyMilvus v2.6.14 Release Notes

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v2.6.13: PyMilvus v2.6.13 Release Notes

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v2.6.12: PyMilvus v2.6.12 Release Notes

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v2.6.11: PyMilvus v2.6.11 Release Notes

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v2.6.10: PyMilvus v2.6.10 Release Notes

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v2.6.9: PyMilvus v2.6.9 Release Notes

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v2.6.8: PyMilvus v2.6.8 Release Notes

🐛 Bug Fixes

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v2.6.7: PyMilvus v2.6.7 Release Notes

🎉 New Features

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v2.6.6: PyMilvus v2.6.6 Release Notes

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v2.6.5: PyMilvus v2.6.5 Release Notes

PyMilvus 2.6.5 Release Notes

Enhancements

Bug Fixes

What's Changed

New Contributors

v2.6.4: PyMilvus v2.6.4 Release Notes

Highlights

1. Support for TimestampTZ Data Type (Introduced in Milvus v2.6.6)

Change Log

Features & Enhancements

Bug Fixes

v2.6.3: PyMilvus v2.6.3 Release Notes

Highlights

1. Support for Array of Structs

2. Geometry Data Type Support

3. Insert Primary Key with Auto ID Enabled

4. L0 Compaction Support

5. ⚠️ Breaking Change: JSON Serialization for Strings

Complete Change Log

Features

Enhancements

Bug Fixes

Documentation

Contributors

v2.6.2: PyMilvus v2.6.2 Release Notes

What's Changed

v2.6.1: PyMilvus v2.6.1 Release Notes

What's Changed

v2.6.0: PyMilvus v2.6.0 Release Notes

New Features

`v2.6.16`: PyMilvus v2.6.16 Release Notes

`v2.6.15`: PyMilvus v2.6.15 Release Notes

`v2.6.14`: PyMilvus v2.6.14 Release Notes

`v2.6.13`: PyMilvus v2.6.13 Release Notes

`v2.6.12`: PyMilvus v2.6.12 Release Notes

`v2.6.11`: PyMilvus v2.6.11 Release Notes

`v2.6.10`: PyMilvus v2.6.10 Release Notes

`v2.6.9`: PyMilvus v2.6.9 Release Notes

`v2.6.8`: PyMilvus v2.6.8 Release Notes

`v2.6.7`: PyMilvus v2.6.7 Release Notes

`v2.6.6`: PyMilvus v2.6.6 Release Notes

`v2.6.5`: PyMilvus v2.6.5 Release Notes

`v2.6.4`: PyMilvus v2.6.4 Release Notes

`v2.6.3`: PyMilvus v2.6.3 Release Notes

`v2.6.2`: PyMilvus v2.6.2 Release Notes

`v2.6.1`: PyMilvus v2.6.1 Release Notes

`v2.6.0`: PyMilvus v2.6.0 Release Notes

`v2.5.18`: PyMilvus v2.5.18 Release Notes

`v2.5.17`: PyMilvus v2.5.17 Release Notes

`v2.5.16`: PyMilvus v2.5.16 Release Notes

`v2.5.15`: PyMilvus v2.5.15 Release Notes

`v2.5.14`: PyMilvus 2.5.14 Release Notes

`v2.5.13`: PyMilvus 2.5.13 Release Notes

`v2.5.12`: PyMilvus 2.5.12 Release Notes

`v2.5.11`: PyMilvus 2.5.11 Release Notes

`v2.5.10`: PyMilvus 2.5.10 Release Notes

`v2.5.9`: PyMilvus 2.5.9 Release Notes

`v2.5.8`: PyMilvus 2.5.8 Release Notes

`v2.5.7`: PyMilvus 2.5.7 Release Notes

`v2.5.6`: PyMilvus 2.5.6 Release Notes

`v2.5.5`: PyMilvus 2.5.5 Release Notes

`v2.5.4`: PyMilvus 2.5.4 Release Notes

`v2.5.3`: PyMilvus 2.5.3 Release Notes

`v2.5.2`: PyMilvus 2.5.2 Release Notes

`v2.5.1`: PyMilvus 2.5.1 Release Notes