93 Commits

Author SHA1 Message Date
Andrey Vasnetsov
f1fb912bbc in ram single mmap file (#7971)
* WIP: introduce new vector store type

* handling of InRamMmap

* fmt

* feature-flag

* fmt

* Use if else

Co-authored-by: Roman Titov <ffuugoo@users.noreply.github.com>

* Update lib/common/common/src/flags.rs

Co-authored-by: Tim Visée <tim+github@visee.me>

* also choose madvise for single-file in-ram-mmap

* simplify generics

* gpu fix

* fix bug

---------

Co-authored-by: Tim Visée <tim+github@visee.me>
Co-authored-by: Roman Titov <ffuugoo@users.noreply.github.com>
2026-01-23 11:12:32 +01:00
Andrey Vasnetsov
25252aba37 Generate *.pyi files for EDGE (#7943)
* generate pui files for edge functions

* fix stup for `lambda_`
2026-01-20 18:28:40 +01:00
Andrey Vasnetsov
d9393acac6 simplify edge config (#7933)
* simplify edge config

* Accept default vector config or explicit vector config map when creating `EdgeConfig`

* fixup! Accept default vector config or explicit vector config map when creating `EdgeConfig`

Update examples

* upd tests

* bump edge version to v0.5.0

---------

Co-authored-by: Roman Titov <ffuugoo@users.noreply.github.com>
2026-01-19 18:32:11 +01:00
Roman Titov
a9865fbed2 Update qdrant-edge-py version to 0.4.0 (#7926)
* Update `qdrant-edge-py` version to 0.4.0

* fixup! Update `qdrant-edge-py` version to 0.4.0

🙄🙄🙄
2026-01-16 23:27:03 +01:00
Roman Titov
1c295ebfe2 Rename edge::Shard into edge::EdgeShard (#7925) 2026-01-16 17:22:23 +01:00
Roman Titov
e733e4204c Flush edge::Shard on Drop (#7911)
And add explicit `flush` and `close` methods
2026-01-15 10:55:33 +01:00
Andrey Vasnetsov
dc3dfcbbe0 bump edge version to 0.2.0 2026-01-13 09:41:47 +01:00
Roman Titov
9940a4b272 Implement info request for Qdrant Edge (#7890)
* Implement `edge::Shard::info`

* Add `ReprStr` marker-trait

* Add Python bindings for payload index types

* Implement `PyShard::info`

* fixup! Add Python bindings for payload index types

Add `enable_hnsw` fields

* add __repr__ and exted tests

---------

Co-authored-by: Andrey Vasnetsov <andrey@vasnetsov.com>
2026-01-13 09:30:29 +01:00
Andrey Vasnetsov
a2e31318e0 Add pyo3 signature annotations with default values for all Py* structs (#7891)
* Add pyo3 signature annotations with default values for all Py* structs

- Added #[pyo3(signature = (...))] attributes to all Py* structs with optional parameters
- Ensured non-default parameters come before parameters with defaults
- Follows the pattern established in PyScrollRequest
- Updated structs: PySearchRequest, PySearchParams, PyQuantizationSearchParams,
  PyAcornSearchParams, PyQueryRequest, PyPrefetch, PyOrderBy, PyMmr, PyPoint,
  PyFormula, PyShard::load, PySparseVectorDataConfig, PySparseIndexConfig

* fix params ordering
2026-01-12 22:55:17 +01:00
Roman Titov
fb9d36e913 Implement scroll and count requests for Qdrant Edge (#7880)
* Cleanup `shard` crate module declarations

* Move `ScrollRequestInternal` into `shard` crate

* fixup! Move `ScrollRequestInternal` into `shard` crate

Fix imports

* fixup! Move `ScrollRequestInternal` into `shard` crate

`const fn default_*`

* Implement `edge::Shard::scroll`

* fixup! Implement `edge::Shard::scroll`

Re-export `OrderByInterface`

* Cleanup `edge` module declarations

* Cleanup `qdrant-edge-py` module declarations

* Move `PyWithPayload` and `PyWithVector` into `types::query`

* Add `PyScrollRequest` type

* Implement `PyShard::scroll`

* Move `CountRequestInternal` into `shard` crate

* fixup! Move `CountRequestInternal` into `shard` crate

Fix imports

* fixup! Move `CountRequestInternal` into `shard` crate

Rename `default_exact_count` into `CountRequestInternal::default_exact`

* Implement `edge::Shard::count`

* Implement `PyShard::count`

* review: offset for scroll, default values, examples

* ai review

---------

Co-authored-by: generall <andrey@vasnetsov.com>
2026-01-10 12:20:30 +01:00
Andrey Vasnetsov
843f88de9f remove rocksdb from creating snapshots path (#7854)
* remove rocksdb from creating snapshots path

* disable rocksdb in tests

* disable rocksdb in tests

* fix clippy

* fmt

* fix clippy again

* less default payload storage types

* fix another test, which assumed rocksdb
2026-01-06 17:51:39 +01:00
Andrey Vasnetsov
9c5cec1b87 restore snapshot in edge (#7852)
* Restore shard snapshot in Edge python bindings

* method to request snapshot manifest

* move snapshot manifest into Shard crate

* move shapshot manifest reading

* implement inplace update of the shard from snapshot

* fmt

* move shapshot-related functions again, into a dedicated struct

* fmt

* implement partial snapshot recovery for edge

* test for partial recoverying snapshot on edge
2026-01-05 19:33:30 +01:00
Roman Titov
3c2bf8b116 Fix CI 😬 (#7796) 2025-12-17 15:11:08 +01:00
Roman Titov
8f7aa023db Qdrant Edge Python release CI workflow (#7562) 2025-12-17 14:19:26 +01:00
Luis Cossío
e1b38e1723 [feedback query] Rename to Naive strategy (#7756)
* Rename to `Naive` strategy. Remove generic `TStrategy`

* refactor in async_raw_scorer too

* review nit
2025-12-16 15:17:25 -03:00
Roman Titov
ed368f51fc Implement __repr__ for Qdrant Edge types (Part 3) (#7744) 2025-12-16 10:20:33 +01:00
dependabot[bot]
3dcd02af22 build(deps): bump derive_more from 2.0.1 to 2.1.0 (#7776)
Bumps [derive_more](https://github.com/JelteF/derive_more) from 2.0.1 to 2.1.0.
- [Release notes](https://github.com/JelteF/derive_more/releases)
- [Changelog](https://github.com/JelteF/derive_more/blob/master/CHANGELOG.md)
- [Commits](https://github.com/JelteF/derive_more/compare/v2.0.1...v2.1.0)

---
updated-dependencies:
- dependency-name: derive_more
  dependency-version: 2.1.0
  dependency-type: direct:production
  update-type: version-update:semver-minor
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
2025-12-16 09:13:37 +01:00
Roman Titov
8764454837 Implement __repr__ for Qdrant Edge types (Part 2) (#7742)
* Implement `__repr__` for `PyJsonPath`

* Implement `__repr__` for `PyFilter`

* Implement `__repr__` for `PyQuery`

* Implement `__repr__` for `PyQueryRequest`

* Implement `__repr__` for `PySearchRequest`

* Implement `__repr__` for `PyFilter` using `pyclass_repr` attribute

* Implement `__repr__` for `PyQuery` using `pyclass_repr` attribute

* Implement `__repr__` for `PyQueryRequest` using `pyclass_repr` attribute

* Implement `__repr__` for `PySearchRequest` using `pyclass_repr` attribute
2025-12-16 03:27:57 +01:00
Roman Titov
1bf968bd10 Implement __repr__ for Qdrant Edge types (#7695)
* Refactor `PyUpdateOperation` constructors

* Add default parameters to `PyVectorDataConfig::new`

* Add `Repr` trait and `WriteExt` helper

* Implement `__repr__` for config types

* fixup! Implement `__repr__` for config types

Use `Copy` instead of `Clone`

* fixup! Implement `__repr__` for config types

Add basic test

* Implement `__repr__` for `PyPointId`

* Implement `__repr__` for `PyVector`

* Implement `__repr__` for `PyVectorInternal`

* Implement `__repr__` for `PyPayload`

* Implement `__repr__` for `PyValue`

* Implement `__repr__` for `PyPoint`

* Implement `__repr__` for `PyPointVectors`

* Implement `__repr__` for `PyRecord`

* Move `PyScoredPoint` into a separate file

* Implement `__repr__` for `PyScoredPoint`

* Cleanup examples

* fixup! Implement `__repr__` for `PyScoredPoint`

* Move `PyOrderValue` into separate file

* Add `PyScoredPoint::order_value`

* Implement `pyclass_repr` proc-macro attribute

* Implement `__repr__` for config types using `pyclass_repr` attribute

* Implement `__repr__` for `PySparseVector` using `pyclass_repr` attribute

* Implement `__repr__` for `PyPoint` using `pyclass_repr` attribute

* Implement `__repr__` for `PyPointVectors` using `pyclass_repr` attribute

* Implement `__repr__` for `PyRecord` using `pyclass_repr` attribute

* Implement `__repr__` for `PyScoredPoint` using `pyclass_repr` attribute

* Minor fixes and cleanups

* fixup! Minor fixes and cleanups

* rollback copy for quantization config

* rollback copy for quantization config

---------

Co-authored-by: generall <andrey@vasnetsov.com>
2025-12-16 02:17:37 +01:00
dependabot[bot]
a93c194899 build(deps): bump pyo3 from 0.27.1 to 0.27.2 (#7725)
Bumps [pyo3](https://github.com/pyo3/pyo3) from 0.27.1 to 0.27.2.
- [Release notes](https://github.com/pyo3/pyo3/releases)
- [Changelog](https://github.com/PyO3/pyo3/blob/main/CHANGELOG.md)
- [Commits](https://github.com/pyo3/pyo3/compare/v0.27.1...v0.27.2)

---
updated-dependencies:
- dependency-name: pyo3
  dependency-version: 0.27.2
  dependency-type: direct:production
  update-type: version-update:semver-patch
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
2025-12-08 20:34:59 +01:00
Roman Titov
bc7b76c0db Qdrant Edge Python bindings improvements (Part 2) (#7639) 2025-12-04 12:02:21 +01:00
Roman Titov
5ba7ac8ee8 Qdrant Edge Python bindings improvements (#7561)
* Use anonymous lifetime in `FromPyObject` implementations

* Use `PyResult` in `IntoPyObject` implementations

* Cleanup imports and derives

* Cleanup `filter` conversions

* Add `PointVectors` getters

* Move `config` module into sub-directory

* Split `config` into sub-modules

* Simplify enum bindings

* Add zero-cost conversions for `PyVectorDataConfig` and `PySparseVectorDataConfig`

* Add getters to config structures

* fixup! Add getters to config structures

More zero-cost conversions for `PyVector*DataConfig`

* Implement `PyHnswIndexConfig`

* Implement `PyQuantizationConfig`

* fixup! Simplify enum bindings

* fixup! Implement `PyHnswIndexConfig`

* fixup! Implement `PyHnswIndexConfig`

* fixup! Implement `PyHnswIndexConfig`

* Implement `PySparseVectorDataConfig`

* fixup! Implement `PySparseVectorDataConfig`

* fixup! Implement `PySparseVectorDataConfig`
2025-11-26 18:47:17 +01:00
Andrey Vasnetsov
65312a1e82 implement shard key init state in grpc (#7522)
* implement shard key init state in grpc

* Update lib/api/src/grpc/proto/collections.proto

Co-authored-by: Tim Visée <tim+github@visee.me>

* sync grpc autogen

---------

Co-authored-by: Tim Visée <tim+github@visee.me>
2025-11-12 15:05:17 +01:00
Arnaud Gourlay
365dc743b7 Bump Pyo3 to 0.27.1 for Edge (#7519) 2025-11-12 11:26:14 +01:00
Andrey Vasnetsov
cff49b8f19 Fusion & MMR support in Edge (#7491)
* introduce rescore stage to handle fusion in shard properly

* make shard-stage and collection-stage rescoring explicit

* review fixes
2025-11-11 00:04:56 +01:00
Roman Titov
6bca83c568 Cleanup edge_py::types::filter module (#7490)
Co-authored-by: generall <andrey@vasnetsov.com>
2025-11-10 17:44:12 +01:00
Arnaud Gourlay
fc86e1dd0b Try fixing Dependabot (#7509)
* Try fixing Dependabot

* oh come on
2025-11-10 16:29:19 +01:00
Arnaud Gourlay
8ad34865cb Fix missing workspace lints (#7507) 2025-11-10 14:08:07 +01:00
Roman Titov
5c1adde0c6 Implement PyQuery conversions (#7481)
* Rename `PyVectorType` into `PyNamedVector` 😠

* Move `PyQuery` into `types::query`

* Implement `PyQuery` conversions

* Use `bytemuck` to safely transmute between `edge-py` wrapper types (#7488)
2025-11-01 22:37:14 +01:00
Roman Titov
10f3901b39 Improvements to Qdrant Edge Python bindings (#7473)
* Cleanup `examples/qdrant-edge.py`

* Cleanup `edge_py::types::vector` module

* Cleanup `edge_py::types::filter::condition` module

* Extend `PyWithPayload` type

* Use `from` instead of `into` for conversions

* Assert variants for enum conversions
2025-10-31 10:28:20 +01:00
Roman Titov
f107ee9eb7 Implement edge_py::Shard::query (#7465) 2025-10-29 13:27:54 +01:00
xzfc
6c4ad118d1 Misc edge dev env fixes (#7456) 2025-10-25 10:48:18 +02:00
xzfc
67db9ff241 Expose AcornSearchParams to edge Python bindings (#7455) 2025-10-25 10:46:33 +02:00
xzfc
c1c9eb9ddb Add ACORN-1 search (#7414)
* GraphLayersBase::try_for_each_link

* Add FilteredScorer::score_points_unfiltered

* Add GraphLayersBase::search_on_level_acorn()

* Add SearchParams::acorn API parameter

* Integrate ACORN to HNSW search

* Add doc

* review fixes

* Misc fixes

---------

Co-authored-by: generall <andrey@vasnetsov.com>
2025-10-24 19:09:21 +00:00
Andrey Vasnetsov
29a1197c4e derive Eq for Filter (and underlying types) (#7419)
* derive Eq for Filter (and underlying types)

* fix tests

* use ptr to compare and hash CustomIdChecker

* fix gpu test

* fmt

* use OrderedFloat directly

* post-rebase fixes

* fmt

---------

Co-authored-by: Luis Cossío <luis.cossio@outlook.com>
2025-10-20 17:27:03 +02:00
Andrey Vasnetsov
75434ca565 implement all point update operation constructors (#7424) 2025-10-20 12:39:01 +02:00
Andrey Vasnetsov
56a9610e32 edge filter conversions (#7423)
* initial filter conversion structure

* implement match conditions

* implement range condition

* implement filter condition

* implement geo conditions

* fmt

* finish field conditions

* implement more conditions

* implement nested + expose python exports

* fix spelling
2025-10-20 10:36:12 +02:00
Andrey Vasnetsov
4c95682908 rollback pyvector implementation (#7422) 2025-10-19 19:06:13 +02:00
Roman Titov
e7fe24bb1b More type conversion for Qdrant on Edge Python bindings (#7372)
* Cleanup `edge::Shard::retrieve`

* Cleanup Python errors

* Cleanup `PointId` conversions

* Rename `ids` into `point_ids` in `PyShard::retrieve`

* WIP: Prototype native conversions for more types
2025-10-10 19:56:05 +02:00
Roman Titov
8141173029 Type conversions into native Python types for Qdrant on Edge (#7367)
* Cleanup README.md

* Rename `PyResult` into `Result`

* Rename `interface` module into `types` and simplify imports

`wildcard::goes::brrr::*`

* Add `PointId` conversion

* Add `Payload` conversion

* fixup! Add `Payload` conversion

Avoid cloning `Payload` for output conversion

* fixup! Add `PointId` conversion

Fix example

* review fixes #1: fix uuid parsing, avoid .into, use custom types

* review fixes #2: rewrite point id to avoid chain if

* review fixes #3: allow ot use uuid + remove comment

---------

Co-authored-by: Andrey Vasnetsov <andrey@vasnetsov.com>
2025-10-09 19:19:56 +02:00
Andrey Vasnetsov
96821e0376 edge retrieve api (#7344)
* refactor: move RecordInternal into Shard crate

* refactor: move retrieve_blocking into Shard crate

* implement retrieve method + move some structures into dedicated files
2025-10-06 19:59:43 +02:00
Roman Titov
4f3855a32c WIP: Extend Qdrant Edge Python bindings (#7343) 2025-10-03 13:14:35 +02:00
Roman Titov
1004b93ae5 Python bindings for Qdrant on Edge (#7312)
* Qdrant Edge Python binding 🐍⛓️💥

* fixup! Qdrant Edge Python binding 🐍⛓️💥

Fix example + cleanup

* review: move QueryEnum + mark search as deprecated

---------

Co-authored-by: generall <andrey@vasnetsov.com>
2025-10-03 12:48:26 +02:00