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Releases: microsoft/graphrag

v2.0.0

25 Feb 23:53
716f93d
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What's Changed

  • major: Add children to communities to avoid re-compute.
  • major: Reorganize and rename workflows and their outputs.
  • major: Rework API to accept callbacks.
  • minor: Add LLM Manager and Factory, to support provider registration
  • minor: Add NLP graph extraction.
  • minor: Add pipeline_start and pipeline_end callbacks.
  • minor: Move embeddings snapshots to the workflow runner.
  • minor: Remove config inheritance, hydration, and automatic env var overlays.
  • minor: Rework the update output storage structure.
  • patch: Add caching to NLP extractor.
  • patch: Add vector store id reference to embeddings config.
  • patch: Export NLP community reports prompt.
  • patch: Fix DRIFT search on Azure AI Search.
  • patch: Fix StopAsyncIteration catch.
  • patch: Fix missing embeddings workflow in FastGraphRAG.
  • patch: Fix proper use of n_depth for drift search
  • patch: Fix report generation recursion.
  • patch: Fix summarization over large datasets for inc indexing. Fix relationship summarization
  • patch: Optimize data iteration by removing some iterrows from code
  • patch: Patch json mode for community reports
  • patch: Properly increment text unit IDs during updates.
  • patch: Refactor config defaults from constants to type-safe, hierarchical dataclass.
  • patch: Require explicit azure auth settings when using AOI.
  • patch: Separates graph pruning for differential usage.
  • patch: Tuck flow functions under their workflow modules.
  • patch: Update fnllm. Remove unused libs.
  • patch: Use ModelProvider for query module
  • patch: Use shared schema for final outputs.
  • patch: add dynamic retry logic.
  • patch: add option to prepend metadata into chunks
  • patch: cleanup query code duplication.
  • patch: implemented multi-index querying for api layer
  • patch: multi index query cli support
  • patch: remove unused columns and change property document_attribute_columns to metadata
  • patch: update multi-index query to support new workflows

Full Changelog: v1.2.0...v2.0.0

v1.2.0

15 Jan 21:58
dd884c0
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What's Changed

  • minor: Add Drift Reduce response and streaming endpoint
  • minor: add cosmosdb vector store
  • patch: Fix example notebooks
  • patch: Set default rate limits.
  • patch: unit tests for text_splitting

Full Changelog: v1.1.2...v1.2.0

v1.1.2

09 Jan 22:51
e69abc7
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What's Changed

  • patch: Basic Rag minor fix

Full Changelog: v1.1.1...v1.1.2

v1.1.1

08 Jan 22:19
2682c71
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What's Changed

  • patch: Fix a bug on creating community hierarchy for dynamic search
  • patch: Increase LOCAL_SEARCH_COMMUNITY_PROP to 15%

Full Changelog: v1.1.0...v1.1.1

v1.1.0

07 Jan 22:20
f000309
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What's Changed

  • minor: Make gleanings independent of encoding
  • minor: Remove DataShaper (first steps).
  • minor: Remove old pipeline runner.
  • minor: new search implemented as a new option for the api
  • patch: Fix gleanings loop check
  • patch: Implement cosmosdb storage option for cache and output
  • patch: Move extractor code to co-locate with operations.
  • patch: Remove config input models.
  • patch: Ruff update
  • patch: Simplify and streamline internal config.
  • patch: Simplify callbacks model.
  • patch: Streamline flows.
  • patch: fix instantiation of storage classes.

New Contributors

Full Changelog: v1.0.1...v1.1.0

v1.0.1

18 Dec 23:28
aa467f4
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What's Changed

  • patch: Fix encoding model config parsing
  • patch: Fix exception on error callbacks
  • patch: Manage llm instances inside a cached singleton. Check for empty dataframes after entity/relationship extraction
  • patch: Respect encoding_model option

Full Changelog: v1.0.0...v1.0.1

v1.0.0

11 Dec 23:49
2d1c27d
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What's Changed

  • patch: Add Parent id to communities data model
  • patch: Add migration notebook.
  • patch: Create separate community workflow, collapse subflows.
  • patch: Dependency Updates
  • patch: cleanup and refactor factory classes.

Full Changelog: v0.9.0...v1.0.0

v0.9.0

06 Dec 20:33
1a13e0f
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What's Changed

0.9.0

  • minor: Refactor graph creation.
  • patch: Dependency updates
  • patch: Fix Global Search with dynamic Community selection bug
  • patch: Fix question gen.
  • patch: Optimize Final Community Reports calculation and stabilize cache
  • patch: miscellaneous code cleanup and minor changes for better alignment of style across the codebase.
  • patch: replace llm package with fnllm
  • patch: replaced md5 hash with sha512
  • patch: update API and add a demonstration notebook

Release Notes

Please be aware that since this release previous cache entries will no longer be valid.
Runing a new index will generate the new cache entries for future runs.

New Contributors

Full Changelog: v0.5.0...v0.9.0

v0.5.0

18 Nov 06:10
6d21ef2
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What's Changed

  • minor: Data model changes.
  • patch: Add Parquet as part of the default emitters when not pressent
  • patch: Centralized prompts and export all for easier injection.
  • patch: Cleanup of artifact outputs/schemas.
  • patch: Config and docs updates.
  • patch: Implement dynamic community selection to global search
  • patch: fix autocompletion of existing files/directory paths.
  • patch: move import statements out of init files

Notes:

It is highly encouraged to run a new index (using already existing cache files) with this new version to use the newest features without major issues.

Full Changelog: v0.4.1...v0.5.0

v0.4.1

09 Nov 00:01
ba50caa
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What's Changed

  • patch: Add update cli entrypoint for incremental indexing
  • patch: Allow some CI/CD jobs to skip PRs dedicated to doc updates only.
  • patch: Fix a file paths issue in the viz guide.
  • patch: Fix optional covariates update in incremental indexing
  • patch: Raise error on empty deltas for inc indexing
  • patch: Add visualization guide to doc site
  • patch: Fix Streaming output error

Full Changelog: v0.4.0...v0.4.1