mirror of
https://github.com/FerretDB/documentdb.git
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Zinan Ren
f4896e9c81
### Does this PR have any customer impact? No ### Type (Feature, Refactoring, Bugfix, DevOps, Testing, Perf, etc) Testing ### Does it involve schema level changes? (Table, Column, Index, UDF, etc level changes) No ### Are you introducing any new config? If yes, do you have tests with and without them being set? No ### ChangeLog (Refer [Template](../oss/CHANGELOG.md)) ### Description 1. Check the max dimensions when creating the vector index, previously checked by pgvector 2. Add the following release validation tests: - HNSW index (M40 and above) - DiskANN index (M30 and above) - Filtering search (GA) - Exact search (GA) - Compression half (GA) - Compression PQ (GA) ---- #### AI description (iteration 1) #### PR Classification This pull request implements new vector search release validation tests and updates the backend’s vector index dimension checks and error messaging. #### PR Summary The changes add comprehensive release validation tests for vector search covering various compression types (PQ, half), index kinds (ivf, hnsw, diskann), filtering, and exact match scenarios. - `outerLoop/releaseValidation/testSpecs/` now includes multiple new JSON spec files (e.g. ValidateVectorSearchCompressionPQ.json, ValidateVectorSearchCompressionHalf.json, ValidateVectorSearchDiskANN.json, ValidateVectorSearchHNSW.json, ValidateVectorSearchFiltering.json, and ValidateVectorSearchExact.json) with updated expected errors. - Test scripts in `ReleaseValidation.Tests.NodeJs/test/test_signoffTestsNodeJS.js` and C# signoff test file `SignoffTestsCSharp.cs` have been modified to enable and incorporate these new vector search tests. - In `pg_documentdb/src/commands/create_indexes.c`, additional checks enforce maximum dimensions based on compression type (non-compressed: 2000, half: 4000, PQ: as defined) and update error messages accordingly. - Several Postgres gateway and pgmongo files have been updated to remove obsolete regexes and return revised error codes (e.g. error code 67) and messages for exceeding vector dimension limits. <!-- GitOpsUserAgent=GitOps.Apps.Server.pullrequestcopilot -->
94 lines
2.8 KiB
C
94 lines
2.8 KiB
C
/*-------------------------------------------------------------------------
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* Copyright (c) Microsoft Corporation. All rights reserved.
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*
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* include/vector/vector_common.h
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*
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* Common definitions for vector indexes.
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*
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*-------------------------------------------------------------------------
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*/
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#ifndef VECTOR_COMMON__H
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#define VECTOR_COMMON__H
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/* pgvector VECTOR_MAX_DIM: 16000 */
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/* dimensions for type vector cannot exceed 16000 */
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#define VECTOR_MAX_DIMENSIONS 16000
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#define VECTOR_MAX_DIMENSIONS_NON_COMPRESSED 2000
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#define VECTOR_MAX_DIMENSIONS_HALF_COMPRESSED 4000
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#define VECTOR_MAX_DIMENSIONS_PQ_COMPRESSED VECTOR_MAX_DIMENSIONS
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/* ivfflat parameters */
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#define IVFFLAT_DEFAULT_NPROBES 1
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#define IVFFLAT_MIN_NPROBES 1
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#define IVFFLAT_MAX_NPROBES 32768
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#define IVFFLAT_DEFAULT_LISTS 100
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#define IVFFLAT_MIN_LISTS 1
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#define IVFFLAT_MAX_LISTS 32768
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#define VECTOR_PARAMETER_NAME_IVF_NPROBES "nProbes"
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#define VECTOR_PARAMETER_NAME_IVF_NPROBES_STR_LEN 7
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#define VECTOR_PARAMETER_NAME_IVF_NLISTS "numLists"
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/* hnsw parameters */
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#define HNSW_DEFAULT_M 16
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#define HNSW_MIN_M 2
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#define HNSW_MAX_M 100
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#define HNSW_DEFAULT_EF_CONSTRUCTION 64
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#define HNSW_MIN_EF_CONSTRUCTION 4
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#define HNSW_MAX_EF_CONSTRUCTION 1000
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#define HNSW_DEFAULT_EF_SEARCH 40
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#define HNSW_MIN_EF_SEARCH 1
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#define HNSW_MAX_EF_SEARCH 1000
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#define VECTOR_PARAMETER_NAME_HNSW_M "m"
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#define VECTOR_PARAMETER_NAME_HNSW_EF_CONSTRUCTION "efConstruction"
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#define VECTOR_PARAMETER_NAME_HNSW_EF_SEARCH "efSearch"
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#define VECTOR_PARAMETER_NAME_HNSW_EF_SEARCH_STR_LEN 8
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/* Search parameter name for iterative scan mode */
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#define VECTOR_PARAMETER_NAME_ITERATIVE_SCAN "iterativeScan"
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#define VECTOR_PARAMETER_NAME_ITERATIVE_SCAN_STR_LEN 13
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/* dynamic calculation of nprobes or efSearch depending on collection size */
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#define VECTOR_SEARCH_SMALL_COLLECTION_ROWS 10000
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/* metadata field names */
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#define VECTOR_METADATA_FIELD_NAME "__cosmos_meta__"
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#define VECTOR_METADATA_FIELD_NAME_STR_LEN 15
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#define VECTOR_METADATA_SCORE_FIELD_NAME "score"
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#define VECTOR_METADATA_SCORE_FIELD_NAME_STR_LEN 5
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/*
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* ApiGucPrefix.enableVectorHNSWIndex GUC determines vector indexes
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* and queries are enabled in documentdb_api or not.
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*/
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extern bool EnableVectorHNSWIndex;
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/*
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* GUC to enable vector pre-filtering feature for vector search.
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* This is disabled by default.
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*/
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extern bool EnableVectorPreFilter;
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extern bool EnableVectorPreFilterV2;
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/*
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* GUC to set the iterative scan mode for pre-filtering
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*/
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extern int VectorPreFilterIterativeScanMode;
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/*
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* GUC to enable vector compression feature for vector search.
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*/
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extern bool EnableVectorCompressionHalf;
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extern bool EnableVectorCompressionPQ;
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/*
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* GUC to enable vector search default search parameter calculation.
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*/
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extern bool EnableVectorCalculateDefaultSearchParameter;
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#endif
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