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Releases: microsoft/graphrag

v2.7.0

09 Oct 17:36
fdb7e38

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What's Changed

  • minor: Set LiteLLM as default in init_content.
  • patch: Fix Azure auth scope issue with LiteLLM.
  • patch: Housekeeping before 3.0

Full Changelog: v2.6.0...v2.7.0

v2.6.0

22 Sep 22:21
9bc899f

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What's Changed

  • minor: Add LiteLLM chat and embedding model providers.
  • minor: Add LoggerFactory and clean up related API.
  • minor: Add config for NLP async mode.
  • minor: Add optional input documents to indexing API.
  • minor: add customization to vector store
  • patch: Add gpt-5 support by updating fnllm dependency.
  • patch: Fix all human_readable_id fields to be 0-based.
  • patch: Fix multi-index search.
  • patch: Improve upon recent logging refactor
  • patch: Make cache, storage, and vector_store factories consistent with similar registration support
  • patch: Remove hard-coded community rate limiter.
  • patch: generate_text_embeddings only loads tables if embedding field is specified.

New Contributors

Full Changelog: v.2.5.0...v2.6.0

v.2.5.0

14 Aug 14:09
469ee85

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What's Changed

  • minor: Add additional context variable to build index signature for custom parameter bag
  • minor: swap package management from Poetry -> UV

Full Changelog: v.2.4.0...v.2.5.0

v.2.4.0

15 Jul 00:56
1da1380

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What's Changed

  • minor: Allow injection of custom pipelines.
  • minor: Refactored StorageFactory to use a registration-based approach
  • patch: Fix default values for tpm and rpm limiters on embeddings
  • patch: Update typer.
  • patch: cleaned up logging to follow python standards.

Full Changelog: v2.3.0...v.2.4.0

v2.3.0

23 May 21:43
4a42ac8

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What's Changed

  • minor: Remove Dynamic Max Retries support. Refactor typer typing in cli interface
  • minor: Update fnllm to latest. Update default graphrag configuration
  • patch: A few fixes and enhancements for better reuse and flow.
  • patch: Add full llm response to LLM PRovider output
  • patch: Fix Drift Reduce Response for non streaming calls
  • patch: Fix global search prompt to include missing formatting key
  • patch: Upgrade pyarrow dependency to >=17.0.0 to fix CVE-2024-52338

Full Changelog: v2.2.1...v2.3.0

v2.2.1

01 May 00:18
56a865b

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What's Changed

  • patch: Fix Community Report prompt tuning response
  • patch: Fix graph creation missing edge weights.
  • patch: Update as workflows

Full Changelog: v2.2.0...v2.2.1

v2.2.0

26 Apr 00:21
c862147

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What's Changed

  • minor: Support OpenAI reasoning models.
  • patch: Add option to snapshot raw extracted graph tables.
  • patch: Added batching logic to the prompt tuning autoselection embeddings workflow
  • patch: Align config classes and docs better.
  • patch: Align embeddings table loading with configured fields.
  • patch: Brings parity with our latest NLP extraction approaches.
  • patch: Fix fnllm to 0.2.3
  • patch: Fixes to basic search.
  • patch: Update llm args for consistency.
  • patch: add vector store integration tests

Full Changelog: v2.1.0...v2.2.0

v2.1.0

12 Mar 00:20
0d363e6

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What's Changed

  • minor: Add support for JSON input files.
  • minor: Updated the prompt tunning client to support csv-metadata injection and updated output file types to match the new naming convention.
  • patch: Add check for custom model types while config loading
  • patch: Adds general-purpose pipeline run state object.

Full Changelog: v2.0.0...v2.1.0

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