* Add empty placeholder vector storage types for named vector CRUD
Introduce EmptyDenseVectorStorage and EmptySparseVectorStorage as
placeholder storages for newly created named vectors on immutable
segments. These report all vectors as deleted, consume no disk space,
and are reconstructed from segment config on load via the new
VectorStorageType::Empty and SparseVectorStorageType::Empty variants.
Key design decisions:
- is_on_disk is derived from original user config, not hardcoded
- MultiVectorConfig is preserved for multi-vector support
- Config mismatch optimizer skips Empty storage to avoid false rebuilds
- Quantization delegates normally (handles 0 vectors gracefully)
- get_vector includes debug_assert to catch unexpected access
Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
* [AI] segment-level operations for creating and deleting anmed vectors
* [AI] implement named vector creation and deleting in proxy segment
* [AI] Step 3: Proxy Segment Handling for Named Vector Operations
* [AI] implement for Edge
* [AI] implement consensus operations for named vector operations
* [AI] refactor VectorNameConfig, remove VectorNameConfigInternal
* [AI] handle vector schema inconsistency in raft snapshot recovery
* [AI] rest + grpc API
* [AI] clippy
* [AI] generate openAPI schema
* fmt
* ci fixes
* [AI] fix jwt access test
* [AI] nop operation for awaiting of consensus-commited update ops
* [AI] move vector name operations into points service
* [AI] implement internal api for vector name operations
* [AI] change collection-level config along with segment level operation
* [AI] vector schema reconceliation instead of error
* fmt
* missing compile-time option
* [AI] integration test
* [AI] fix missing JWT tests
* [AI] remove NOP
* [AI] openapi test
* [AI] fix initialization of mutable segment
* [AI] more simple integration tests
* fmt
* [AI] make cluster test a bit harder
* [AI] make test less flacky
* [AI] rabbit comments
* [AI] check params compatibility before writing vector config
* [AI] make sure to register vector storages in structure payload index
* [AI] vector name validation
* lower vector length validation to 200 chars to account for prefix in filename
* [AI] proxy segment: prevent stale data leak through optimization
* fmt
* [AI] filter out removed vectors from proxy response
* [AI] handle vector name in proxy
* fmt
* adjust proxy info based on dropped vectors
* [AI] proxy segment: update filters to correct has_vector condition
* fmt
* clippy
* Fix consensus snapshot applicaiton for vector schema
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Co-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
* Fix empty sparse vector name validation
* Reorder validation to check empty sparse name before duplicate name
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Co-authored-by: leohenon <77656081+lhenon999@users.noreply.github.com>
* feat: add search_max_batchsize to strict mode config
* added test case for search_max_batchsize
* Changes for fixing CI issue dure openapi
* Modify check_strict_mode_batch
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Co-authored-by: Arnaud Gourlay <arnaud.gourlay@gmail.com>
* Don't account for deferred points in some places
# Conflicts:
# lib/collection/src/shards/local_shard/scroll.rs
* Add in QueryContext
* Cover more places
* Coderabbit review remarks
* Properly count amount of deleted deferred points (#8386)
* Properly count amount of deleted deferred points
* Prevent double-counting of the same point
* Remove hints to estimations
* Properly handle counts in ProxySegment
* Add tests and fix deleted point count issue
* Adjusts tests + fix issues
* Separte fields for deferred points in telemetry (SegmentInfo)
* Remove deferred_points_count()
* openapi
* Fix test by manually calculating visible points
* Adjust ProxySegment test to revertion of SegmentInfo
* Throw error if collection was not found in telemetry (e2e Test)
* Update lib/segment/src/segment/segment_ops.rs
Co-authored-by: Andrey Vasnetsov <andrey@vasnetsov.com>
* Make new fields in API optional
* Don't take range if no deferred point exist
* Review remarks
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Co-authored-by: Andrey Vasnetsov <andrey@vasnetsov.com>
* restrict recovery from snapshot folder
* fmt
* clippy
* Extend test, path must be inside snapshots directory
* In release builds, hide detailed tar error message to not leak contents
* Change from bad request to forbidden
* fix(auth_tests): place snapshot in peer snapshots dir for recover_collection_snapshot
The recover from snapshot API now requires file:// paths to be inside the
configured snapshots directory. Write the test snapshot into the peer's
snapshots directory instead of a temp file so the request is allowed.
Made-with: Cursor
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Co-authored-by: timvisee <tim@visee.me>
Co-authored-by: Tim Visée <tim+github@visee.me>
Co-authored-by: Cursor Agent <agent@cursor.com>
* [manual] make untagged enum for consistent API for FeedbackStrategy
* add #[validate(nested)]
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Co-authored-by: Luis Cossío <luis.cossio@outlook.com>
* Add integration test to assert all queued updates are also transferred
* Plunge update queue in stream records transfers
* Migrate existing plunger usages to new plunge helper
* Skip test if not compiled with staging flag
* Only send delay operation when staging feature is enabled
* Reformat
* Fix review remarks
* add rest and grpc interfaces
Also handle inference for this query
* follow refactor from base branch
* renaming from Ms Cooper
* get started on validation testing
* more validations
* test equivalence with query when less than 2 feedback elements
* rename feedback query to relevance_feedback query
* fix extraction of context pairs
* rename feedback vector to example
* make coderabbit happier
* upd test
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Co-authored-by: Arnaud Gourlay <arnaud.gourlay@gmail.com>
* handle `score_threshold` in Formula queries
* AI: add openapi test
prompt: Upload 4 points with a numeric payload, use the payload as the
score, and set a score threshold. We can assert which ids should be in
the result and which shouldn't
* weighted rrf implementation
* test
* fmt
* fix edge
* validate number of sources and number of weights
* do not partial match
* upd schema
* review fixes
* update formula
* remove calcualtions from tests
* update comment, because AI have OCD
* fmt
* Update queue info into CollectionInfo
* basic test
* fix
* cleaner
* Update lib/collection/src/shards/local_shard/mod.rs
Co-authored-by: xzfc <5121426+xzfc@users.noreply.github.com>
* fix the fix
* rename to op_num
* skip_serializing_if just in case
* first step
* test queue length with staging feature
* gate integration test based on binary feature
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Co-authored-by: xzfc <5121426+xzfc@users.noreply.github.com>
* introduce update_mode parameter for upsert operation to control if we want to insert, update, or upsert
* add test
* upd dockstring
* require resharding once all peers have updated version
* use service error
* fix clippy again
* wait for same version before resharding in tests
* feat: Add enable_hnsw option for payload field indexes
Add optional enable_hnsw parameter to all payload index types to control
whether additional HNSW graph links are built for each indexed field.
- Add enable_hnsw field to all 8 payload index param types
- Update gRPC proto definitions and conversions
- Update OpenAPI schema
- Modify HNSW graph builder to respect enable_hnsw flag
- Add enable_hnsw() helper methods to PayloadSchemaParams and PayloadFieldSchema
- Update all tests to include new field (default: None)
When enable_hnsw is true and payload_M > 0, additional HNSW links will
be built for the payload field. Default value is true for backward compatibility.
* Fix Some format problems
* fix: address comment problem
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Co-authored-by: EC2 Default User <ec2-user@ip-10-78-171-148.ec2.internal>
* Add progress_tracker.rs
* Pass progress tracker around
* Populate progress tracker with actual data
* Expose progress on `/collections/{name}/optimizations` endpoint
* Add vector count per vector-name to metrics API
* Add to metrics API
* Improve TinyMap::get_or_insert_default and add tests
* Minor improvements
* Update openapi
* Review remarks
* Remove `collection_vectors` since it can be calculated manually
* [strict-mode] Add max number of payload index count
* improve docs and validation for StrictModeConfig
* fix from coderabbit
* test blocking access to payload indexes
* polish test
* internal implementation for filter any
* implement api for match `text_any`
* allow naive implementation of text match any
* dedup after kmerge + renames
* improve `expected_should_estimation`
* congruence test
* openapi test
* setup index in each test
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Co-authored-by: Luis Cossío <luis.cossio@outlook.com>
* Add test to catch bug
Bug: <https://github.com/qdrant/qdrant/issues/6880>
* Fix loading null index from wrong path
* Simplify test
* Also bump total point count when removing a point
* Add debug assertion, ensure we don't create null index in selector
* Update bug link
* Remove unused import
Co-authored-by: coderabbitai[bot] <136622811+coderabbitai[bot]@users.noreply.github.com>
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Co-authored-by: coderabbitai[bot] <136622811+coderabbitai[bot]@users.noreply.github.com>
* expose mmr in rest and grpc
* fix referenced vectors in mmr queries
* rename to MmrInput in grpc for consistency
* mmr is now an optional parameter of nearest query
* fix score_threshold at local shard
* fix conversion of rest -> collection
* fix and refactor planned query
* nits
* rename `lambda` to `diversity` in interface
* handle score_threshold within mmr calculation
* add openapi test
* fix candidate limit at collection level
* candidate_limit -> candidates_limit
* finish rename to candidates_limit
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Co-authored-by: generall <andrey@vasnetsov.com>
* add `"match": { "phrase": ... }` condition
* gen grpc and openapi
* [phrase matching] expose `phrase_matching` flag in rest and grpc (#6620)
* expose setting in rest and grpc
* phrase matching openapi test
* regen openapi
* [phrase matching] Text index fixes (#6730)
* allow rocksdb-based immutable text index
* fix repeated-token phrases
* fmt
* Update OpenAPI spec
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Co-authored-by: timvisee <tim@visee.me>
* add repeated word case in openapi test
* [phrase match | strict mode] Allow phrase condition when enabled in index (#6749)
* allow phrase filter when index is present
* prettier error message
* clippppppy
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Co-authored-by: timvisee <tim@visee.me>
* Strict mode allows fullscan for multitenant payload index
* different error for missing payload index in multitenant case
* handle payload_m
* add simple test
* handle hnsw.m not set
* add another simple test
* fix test
* fallback to global HSNW config
* new error status code
* do not block on global HNSW and improver error reporting
* clearer error reporting
* review fixes
* fix test error messages
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Co-authored-by: generall <andrey@vasnetsov.com>
