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Enable internal text embedding API #3441

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ajtiwari07 wants to merge 67 commits intoAzure:mainfrom
ajtiwari07:add-internal-text-embedding-system
Open

Enable internal text embedding API #3441
ajtiwari07 wants to merge 67 commits intoAzure:mainfrom
ajtiwari07:add-internal-text-embedding-system

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@ajtiwari07
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@ajtiwari07 ajtiwari07 commented Apr 12, 2026

Summary
This PR adds configurable text chunking capabilities to the embeddings API, enabling automatic text segmentation before embedding generation. This feature supports both single-text and multi-document batch processing with runtime configuration and query parameter overrides.

Changes
Configuration
Added EmbeddingsChunkingOptions.cs - Configuration model for chunking behavior
Enabled (bool) - Enable/disable chunking
SizeChars (int) - Chunk size in characters (default: 800)
OverlapChars (int) - Overlap between chunks (default: 100)
EffectiveSizeChars property ensures minimum valid chunk size
Modified EmbeddingsOptions.cs - Added Chunking property and IsChunkingEnabled helper
Removed EmbeddingsCacheOptions.cs - Simplified configuration by removing unused cache feature

API Enhancements
Modified Controllers/EmbeddingController.cs
Auto-detects request type (single text vs. document array)
Implements overlapping text chunking algorithm
Supports query parameter overrides: $chunking.enabled, $chunking.size-chars, $chunking.overlap-chars
Returns multiple embeddings per document when chunking is enabled
Added Models/EmbedDocumentRequest.cs - Request model for document arrays
Added Models/EmbedDocumentResponse.cs - Response model with chunked embeddings
Schema (schemas)
Modified dab.draft.schema.json - Added chunking configuration schema with validation rules
Testing (UnitTests)
Added EmbeddingsChunkingOptionsTests.cs (13 tests) - Configuration validation
Added ChunkTextTests.cs (21 tests) - Chunking algorithm validation including edge cases
Modified EmbeddingControllerTests.cs (+18 tests) - API endpoint tests for chunking and document arrays
Total Test Coverage: 72 tests (48 existing + 24 new) - All passing## Why make this change?

Testing
All 72 unit tests passing
Edge cases covered: empty text, very small chunks, overlap larger than chunk size, Unicode text
Query parameter parsing validated
Backward compatibility verified

Breaking Changes
None - This is a backward-compatible addition. Existing single-text requests continue to work without modification.

Copilot AI and others added 30 commits February 3, 2026 21:06
Co-authored-by: JerryNixon <1749983+JerryNixon@users.noreply.github.com>
Co-authored-by: JerryNixon <1749983+JerryNixon@users.noreply.github.com>
…configuration

Co-authored-by: JerryNixon <1749983+JerryNixon@users.noreply.github.com>
Co-authored-by: JerryNixon <1749983+JerryNixon@users.noreply.github.com>
Co-authored-by: JerryNixon <1749983+JerryNixon@users.noreply.github.com>
Co-authored-by: JerryNixon <1749983+JerryNixon@users.noreply.github.com>
Co-authored-by: JerryNixon <1749983+JerryNixon@users.noreply.github.com>
Co-authored-by: JerryNixon <1749983+JerryNixon@users.noreply.github.com>
Co-authored-by: JerryNixon <1749983+JerryNixon@users.noreply.github.com>
… and telemetry integration

Co-authored-by: JerryNixon <1749983+JerryNixon@users.noreply.github.com>
Co-authored-by: JerryNixon <1749983+JerryNixon@users.noreply.github.com>
…ate empty embeddings

Co-authored-by: JerryNixon <1749983+JerryNixon@users.noreply.github.com>
…oint/health sub-objects

Co-authored-by: JerryNixon <1749983+JerryNixon@users.noreply.github.com>
…orization

Co-authored-by: JerryNixon <1749983+JerryNixon@users.noreply.github.com>
Co-authored-by: JerryNixon <1749983+JerryNixon@users.noreply.github.com>
Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
…dding controller tests, switching the dab schema for the embedding system to default to false
embeddings endpoint is now permanently fixed to /embed with no
user-configurable path option.

This removes unnecessary configuration surface since the feature
has not been released yet, eliminating the need for backward
compatibility.

Changes:
- Remove path property from dab.draft.schema.json
- Remove Path, UserProvidedPath, and EffectivePath from EmbeddingsEndpointOptions
- Remove EffectiveEndpointPath from EmbeddingsOptions
- Remove path deserialization from EmbeddingsOptionsConverterFactory
- Remove --runtime.embeddings.endpoint.path CLI option
- Remove path configuration logic from ConfigGenerator
- Remove endpoint path validation from RuntimeConfigValidator
- Update Startup.cs logging to use DEFAULT_PATH constant
- Update all tests to remove path references
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@souvikghosh04
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/azp run

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Comment thread src/Config/ObjectModel/Embeddings/EmbeddingsEndpointOptions.cs Outdated
Comment thread src/Service/Controllers/EmbeddingController.cs Outdated
@Aniruddh25
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/azp run

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@ajtiwari07
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/azp run

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Commenter does not have sufficient privileges for PR 3441 in repo Azure/data-api-builder

@Aniruddh25
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/azp run

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Main question around need for embedding cache options. Cant we reuse runtime cache options to decide what we do for embeddings, does it need to be granular?

Comment thread schemas/dab.draft.schema.json Outdated
Comment thread schemas/dab.draft.schema.json
Comment thread src/Cli/Commands/ConfigureOptions.cs
Comment thread src/Cli/ConfigGenerator.cs Outdated
Comment thread src/Config/Converters/EmbeddingsOptionsConverterFactory.cs
Comment thread src/Service/Startup.cs
Comment thread src/Service/Controllers/EmbeddingController.cs Outdated
Comment thread src/Core/Services/Embeddings/EmbeddingService.cs
@github-project-automation github-project-automation Bot moved this from Todo to Review In Progress in Data API builder May 2, 2026
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/azp run

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Azure Pipelines will not run the associated pipelines, because the pull request was updated after the run command was issued. Review the pull request again and issue a new run command.

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