* fix(local): match core's MMR tie-breaking
Local mode ordered MMR results differently from core whenever two
candidates tied exactly, on relevance or on MMR score. The MMR score
itself was already correct; the selection rules around it were not:
* the first point was seeded from `candidate_ids[0]`, i.e. whatever
`search` happened to return first, instead of the most relevant
candidate;
* `np.argmax` picked the *first* maximum, while core's `max_by_key`
returns the *last* one on ties;
* pending candidates were kept in an order-preserving list, while core
holds them in an `IndexSet` and drops the selected one with
`swap_remove`, which moves the last candidate into the freed slot and
therefore changes the order candidates are visited in - and so which
one wins a tie.
Reproduce the three rules in `_mmr`. The divergence was spotted on a
MAX_SIM multivector field with DOT, but it is specific to neither:
plain dense vectors and EUCLID diverge the same way once an exact tie
is constructed.
The added congruence tests keep relevance scores distinct on purpose:
core orders equally relevant candidates by search order, which is not
stable, so only ties in the MMR score can be asserted on.
Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
* refactor: move utils from collection, move tests
* tests: update comments
---------
Co-authored-by: Claude Opus 5 <noreply@anthropic.com>
* fix: fix missing multivector placeholder in local mode
* fix: do not use deleted vectors in recommend, etc
* fix: fix mypy complaints in point id vector resolution
* fix: regen async
* new: 1.19.0 updates
* fix: fix search params as a dict in local mode
* fix: update qdrant backward compatibility version
* fix: add version check to the test
* fix: add version check to the test
* fix: update poetry lock
* fix: add type annotations, update poetry.lock
* fix: fix local persistence tests
* fix: replace del client with client.close in local mode persistence tests
* new: run server version check in a thread, don't check bm25 availability as it was introduced in 1.15.3
* fix: fix tests for auth
* fix: fix test for auth again
* fix: update stacklevel for in-thread warnings
* fix: fix auth token test for sync client
* tests: remove outdated tests
* new: update models, add conversions, add conversion tests
* new: add list shard keys, add get_optimizations
* new: add weights to rrf
* new: add cluster telemetry
* new: add update_mode usage
* fix: fix mypy
* fix: populate inspection cache
* use RRF ranking as in the core
* timeouts propagation
* gen async clients
* implement score threshold for formular
* new: add tests for update mode
* fix: fix test skip comment
* Relevance feedback local mode (#1152)
* AI: implement local computation
prompt: Considering the implementation in the server, make the local
python implementation of the same scores calculation in this file:
[@distances.py](...), consider that the local mode calculates for all
points at once, while the server does it point by point.
Server impl:
```
...
```
* use constant for MARGIN
* relevance feedback integration and test
* do not exclude relevance context from result
* Revert "do not exclude relevance context from result"
This reverts commit 9c2a5cedc0.
---------
Co-authored-by: generall <andrey@vasnetsov.com>
* fix: fix conversion test
---------
Co-authored-by: generall <andrey@vasnetsov.com>
Co-authored-by: Luis Cossío <luis.cossio@qdrant.com>
* new: remove vectors_count, update http and grpc models
* fix: update inspection cache
* new: add conversions and update interface
* fix: fix some conversions
* fix: fix typo
* fix: fix isinstance
* fix: regen async
* fix: fix update_filter usage, fix isinstance
* tests: collection metadata test
* fix: address backward compatibility in test
* new: update models, add max payload index count and copy vectors
* fix; update _inspection_cache
* new: add read consistency to count points
* Allow uuids in interface (#1085)
* new: direct uuid support
* tests: add uuid tests
* fix: update inspection cache
* new: add collection metadata and tests to local mode (#1089)
* new: add collection metadata and tests to local mode
* fix: regen async client
* new: implement parametrized rrf in local mode (#1087)
* new: implement parametrized rrf in local mode
* refactoring: use a variable for a magic value
* fix: adjust conversion according to AI
* Update filter (#1090)
* new: add missing update_filter, implement it in local mode
* fix: fix type hint, fix update operation, fix rest uploader, add tests
* fix: fix update filter is None case
* fix: mypy was not a good boy
* Text any filter (#1091)
* new: add match text any local mode
* tests: add match text any tests
* new: update models, remove init_from and locks (#1100)
* new: update models, remove init_from and locks
* deprecate: remove init from tests
* deprecate: remove lock tests
* new: convert ascii_folding
* fix: fix type stub
* new: convert acorn
* new: convert shard key with fallback
* new: update grpcio and grpcio tools in generator (#1106)
* new: update grpcio and grpcio tools in generator
* fix: bind grpcio and tools versions to 1.62.0 in generator
* Remove deprecated methods (#1103)
* deprecate: remove old api methods
* deprecate: remove type stub for removed methods
* deprecate: remove old api methods from test_qdrant_client
* deprecate: replace search with query points in test_in_memory
* deprecate: replace search methods in fastembed mixin with query points
* deprecate: replace old api methods in test async qdrant client
* deprecate: replace search with query points in test delete points
* deprecate: replace discover and context with query points in test_discovery
* deprecate: replace recommend_groups with query_points_groups in test_group_recommend
* deprecate: replace search_groups in test_group_search
* deprecate: replace recommend with query points in test_recommendation
* deprecate: replace search with query points in test search
* deprecate: replace context and discover with query points in test sparse discovery
* deprecate: replace search with query points in test sparse idf search
* deprecate: replace recommend with query points in test sparse recommend
* deprecate: replace search with query points in test sparse search
* deprecate: replace missing search request with query request in qdrant_fastembed
* deprecate: replace search with query points in test multivector search queries
* deprecate: replace upload records with upload points in test_updates
* deprecate: remove redundant structs (#1104)
* deprecate: remove redundant structs
* fix: do not use removed conversions in local mode
* fix: remove redundant conversions, simplify types.QueryRequest
* deprecate: replace old style grpc vector conversion to a new one (#1105)
* deprecate: replace old style grpc vector conversion to a new one
* fix: ignore union attr in conversion
* review fixes
---------
Co-authored-by: generall <andrey@vasnetsov.com>
---------
Co-authored-by: generall <andrey@vasnetsov.com>
---------
Co-authored-by: generall <andrey@vasnetsov.com>
* new: deprecate add, query, query_batch in fastembed mixin (#1102)
* new: deprecate add, query, query_batch in fastembed mixin
* 1.16 -> 1.17
---------
Co-authored-by: generall <andrey@vasnetsov.com>
---------
Co-authored-by: generall <andrey@vasnetsov.com>
* new: yet another update
* new: add initial_state to create shard key (#1109)
* new: drop python3.9, replace union and optional with | where possible
* fix: fix missing type hints, regen async
* fix: remove redundant optional
* fix: fix ai comments
* fix: update type hints from merge
* new: update pyproject and lock
* new: replace optional and union with |
* new: remove optional and union from qdrant local
* new: replace union with | in client classes
* fix: replace remaining union, optional, etc, address review comments
* new: adjust numpy versioning
---------
Co-authored-by: generall <andrey@vasnetsov.com>
* fix: do not try to check compatibility in test_client_init
* tests: remove sparse-code vectors (10_000 dim), remove euclid recommend methods as non-applicable for sparse
* tests: add payload indexes to query group test
* debug: add durations=0 to pytest
* debug: test only test query group
* debug: try adding payload indexes to query group test
* rollback test launch
* new: remove vectors_count, update http and grpc models
* fix: update inspection cache
* new: add conversions and update interface
* fix: fix some conversions
* fix: fix typo
* fix: fix isinstance
* fix: regen async
* fix: fix update_filter usage, fix isinstance
* tests: collection metadata test
* fix: address backward compatibility in test
* new: update models, add max payload index count and copy vectors
* fix; update _inspection_cache
* new: add read consistency to count points
* Allow uuids in interface (#1085)
* new: direct uuid support
* tests: add uuid tests
* fix: update inspection cache
* new: add collection metadata and tests to local mode (#1089)
* new: add collection metadata and tests to local mode
* fix: regen async client
* new: implement parametrized rrf in local mode (#1087)
* new: implement parametrized rrf in local mode
* refactoring: use a variable for a magic value
* fix: adjust conversion according to AI
* Update filter (#1090)
* new: add missing update_filter, implement it in local mode
* fix: fix type hint, fix update operation, fix rest uploader, add tests
* fix: fix update filter is None case
* fix: mypy was not a good boy
* Text any filter (#1091)
* new: add match text any local mode
* tests: add match text any tests
* new: update models, remove init_from and locks (#1100)
* new: update models, remove init_from and locks
* deprecate: remove init from tests
* deprecate: remove lock tests
* new: convert ascii_folding
* fix: fix type stub
* new: convert acorn
* new: convert shard key with fallback
* new: update grpcio and grpcio tools in generator (#1106)
* new: update grpcio and grpcio tools in generator
* fix: bind grpcio and tools versions to 1.62.0 in generator
* Remove deprecated methods (#1103)
* deprecate: remove old api methods
* deprecate: remove type stub for removed methods
* deprecate: remove old api methods from test_qdrant_client
* deprecate: replace search with query points in test_in_memory
* deprecate: replace search methods in fastembed mixin with query points
* deprecate: replace old api methods in test async qdrant client
* deprecate: replace search with query points in test delete points
* deprecate: replace discover and context with query points in test_discovery
* deprecate: replace recommend_groups with query_points_groups in test_group_recommend
* deprecate: replace search_groups in test_group_search
* deprecate: replace recommend with query points in test_recommendation
* deprecate: replace search with query points in test search
* deprecate: replace context and discover with query points in test sparse discovery
* deprecate: replace search with query points in test sparse idf search
* deprecate: replace recommend with query points in test sparse recommend
* deprecate: replace search with query points in test sparse search
* deprecate: replace missing search request with query request in qdrant_fastembed
* deprecate: replace search with query points in test multivector search queries
* deprecate: replace upload records with upload points in test_updates
* deprecate: remove redundant structs (#1104)
* deprecate: remove redundant structs
* fix: do not use removed conversions in local mode
* fix: remove redundant conversions, simplify types.QueryRequest
* deprecate: replace old style grpc vector conversion to a new one (#1105)
* deprecate: replace old style grpc vector conversion to a new one
* fix: ignore union attr in conversion
* review fixes
---------
Co-authored-by: generall <andrey@vasnetsov.com>
---------
Co-authored-by: generall <andrey@vasnetsov.com>
---------
Co-authored-by: generall <andrey@vasnetsov.com>
* new: deprecate add, query, query_batch in fastembed mixin (#1102)
* new: deprecate add, query, query_batch in fastembed mixin
* 1.16 -> 1.17
---------
Co-authored-by: generall <andrey@vasnetsov.com>
---------
Co-authored-by: generall <andrey@vasnetsov.com>
* new: yet another update
* new: add initial_state to create shard key (#1109)
* chore: remove obsolete imports
* fix: add metadata parameter to recreate collection in local
* fix: fix metadata handling in local more
---------
Co-authored-by: generall <andrey@vasnetsov.com>
* new: add b64 encoding function
* tests: remove garbage
* refactor base64 function name and params
* manual test for remove iamge inference with base64
* use tempfile
* fix: rename remove_inference->remote_inference
---------
Co-authored-by: generall <andrey@vasnetsov.com>
* new: move fastembed imports and constants into a class to support custom models and improve exceptions
* new: add is_supported model to FastEmbedMisc
* fix: fix types
* fix: fix set payload in batch update points, fix operation conversions, add tests
* new: add some checks
* add comments to test cases
* fix: return comment
* tests: uncomment test due to a fix in core
* fix: fix local mode offset in sample random
* fix: fix random sampling, do not propagate offset into prefetches
* fix: ignore offset in random sampling
* new: support multimodal embeddings
* fix: fix embed when model name is present in both text and image supported models
* fix: fix type checkers
* refactor: split multimodal embed into embed text and embed image
* chore: comment batch separation
* chore: rollback formatting
* new: add sum_scores strategy, fix lookup from in query_batch_points, fix euclid between multivectors local mode
* new: recommend average multivectors, fix tests, add new tests for multivectors
* fix: address review comments
* fix: regen async
* tests: uncomment tests
* new: update poetry lock, require pydantic >=2.11 for populate inspection cache
* fix: tmp disable euclidean multivec search tests, fix multivec with nan test
* fix: align euclid and manhattan with core, add tests
* fix: fix type hints
* tests: use atol in comparison
* tests: remove manhattan tests
* tests: reduce number of multivectors
* remove float comparison relaxation
* explain why it is different for euclid and manhattan
---------
Co-authored-by: Luis Cossío <luis.cossio@outlook.com>
George Panchuk