Nathan Evans
780a46d1b1
Push drift_k_followups through to prompt
2026-01-12 18:00:21 -08:00
Nathan Evans
a380a58f4b
Fix DRIFT notebook
2026-01-12 17:22:48 -08:00
Nathan Evans
3d6b182a46
Fix mock embedder to match default embedding length
2026-01-12 16:38:39 -08:00
Nathan Evans
1fcb5cfaad
Add drift back to smoke tests
2026-01-12 16:01:33 -08:00
Nathan Evans
7ccf8d43a8
Fix lancedb insertion
2026-01-12 15:27:02 -08:00
Nathan Evans
f4a20cd73d
Remove embedding column from df loaders
2026-01-12 14:41:04 -08:00
Nathan Evans
a8c1772340
Remove deprecated title from embedding flow
2026-01-12 14:40:46 -08:00
Nathan Evans
a4d1278c2a
Use stable ids for community reports
2026-01-12 14:40:30 -08:00
Nathan Evans
710fdad6f0
Input factory ( #2168 )
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* Update input factory to match other factories
* Move input config alongside input readers
* Move file pattern logic into InputReader
* Set encoding default
* Clean up optional column configs
* Combine structured data extraction
* Remove pandas from input loading
* Throw if empty documents
* Add json lines (jsonl) input support
* Store raw data
* Fix merge imports
* Move metadata handling entirely to chunking
* Nicer automatic title
* Typo
* Add get_property utility for nested dictionary access with dot notation
* Update structured_file_reader to use get_property utility
* Extract input module into new graphrag-input monorepo package
- Create new graphrag-input package with input loading utilities
- Move InputConfig, InputFileType, InputReader, TextDocument, and file readers (CSV, JSON, JSONL, Text)
- Add get_property utility for nested dictionary access with dot notation
- Include hashing utility for document ID generation
- Update all imports throughout codebase to use graphrag_input
- Add package to workspace configuration and release tasks
- Remove old graphrag.index.input module
* Rename ChunkResult to TextChunk and add transformer support
- Rename chunk_result.py to text_chunk.py with ChunkResult -> TextChunk
- Add 'original' field to TextChunk to track pre-transform text
- Add optional transform callback to chunker.chunk() method
- Add add_metadata transformer for prepending metadata to chunks
- Update create_chunk_results to apply transforms and populate original
- Update sentence_chunker and token_chunker with transform support
- Refactor create_base_text_units to use new transformer pattern
- Rename pluck_metadata to get/collect methods on TextDocument
* Back-compat comment
* Align input config type name with other factory configs
* Add MarkItDown support
* Remove pattern default from MarkItDown reader
* Remove plugins flag (implicit disabled)
* Format
* Update verb tests
* Separate storage from input config
* Add empty objects for NaN raw_data
* Fix smoke tests
* Fix BOM in csv smoke
* Format
2026-01-12 12:47:57 -08:00
Nathan Evans
8fd7730067
Chunker factory ( #2156 )
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* Delete NoopTextSplitter
* Delete unused check_token_limit
* Add base chunking factory and migrate workflow to use it
* Split apart chunker module
* Co-locate chunking/splitting
* Collapse token splitting functionality into one class/function
* Restore create_base_text_units parameterization
* Move Tokenizer base class to common package
* Move pre-pending into chunkers
* Streamline config
* Fix defaults construction
* Add prepending tests
* Remove chunk_size_includes_metadata config
* Revert ChunkingDocument interface
* Move metadata prepending to a util
* Move Tokenizer back to GR core
* Fix tokenizer removal from chunker
* Set defaults for chunking config
* Move chunking to monorepo package
* Format
* Typo
* Add ChunkResult model
* Streamline chunking config
* Add missing version updates for graphrag_chunking
2026-01-06 15:39:44 -08:00
gaudyb
fde14b63e5
Mismatch between header in community report generation prompt examples and input data (id vs human_readable_id) ( #2161 )
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* fix issue #860 for mismatch in prompts and input
* fix format
---------
Co-authored-by: Gaudy Blanco <gaudy-microsoft@MacBook-Pro-m4-Gaudy-For-Work.local>
2025-12-30 18:08:51 -06:00
gaudyb
c649d9f6ee
Issue #2004 fix ( #2159 )
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* fix issue #2004 using KeenhoChu idea in his PR
* add unit test for dynamic community selection
* add unit test for dynamic community selection implementing #2158 logic
---------
Co-authored-by: Gaudy Blanco <gaudy-microsoft@MacBook-Pro-m4-Gaudy-For-Work.local>
2025-12-30 18:08:10 -06:00
Nathan Evans
c296f1ae15
Fix a bunch of module comments and function visibility ( #2154 )
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2025-12-17 10:55:26 -08:00
Derek Worthen
3201f28bea
Add GraphRAG Cache package. ( #2153 )
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* Add GraphRAG Cache package.
2025-12-16 06:37:28 -08:00
Nathan Evans
bffa400c89
Python update (3.13) ( #2149 )
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* Update to python 3.14 as default, with range down to 3.10
* Fix enum value in query cli
* Update pyarrow
* Update py version for storage package
* Remove 3.10
* add fastuuid
* Update Python support to 3.11-3.14 with stricter dependency constraints
- Set minimum Python version to 3.11 (removed 3.10 support)
- Added support for Python 3.14
- Updated CI workflows: single-version jobs use 3.14, matrix jobs use 3.11 and 3.14
- Fixed license format to use SPDX-compatible format for Python 3.14
- Updated pyarrow to >=22.0.0 for Python 3.14 wheel support
- Added explicit fastuuid~=0.14 and blis~=1.3 for Python 3.14 compatibility
- Replaced all loose version constraints (>=) with compatible release (~=) for better lock file control
- Applied stricter versioning to all packages: graphrag, graphrag-common, graphrag-storage, unified-search-app
* update uv lock
* Pin blis to ~=1.3.3 to ensure Python 3.14 wheel availability
* Update uv lock
* Update numpy to >=2.0.0 for Python 3.14 Windows compatibility
Numpy 1.25.x has access violation issues on Python 3.14 Windows.
Numpy 2.x has proper Python 3.14 support including Windows wheels.
* update uv lock
* Update pandas to >=2.3.0 for numpy 2.x compatibility
Pandas 2.2.x was compiled against numpy 1.x and causes ABI
incompatibility errors with numpy 2.x. Pandas 2.3.0+ supports
numpy 2.x properly.
* update uv.lock
* Add scipy>=1.15.0 for numpy 2.x compatibility
Scipy versions < 1.15.0 have C extensions built against numpy 1.x
and are incompatible with numpy 2.x, causing dtype size errors.
* update uv lock
* Update Python support to 3.11-3.13 with compatible dependencies
- Set Python version range to 3.11-3.13 (removed 3.14 support)
- Updated CI workflows: single-version jobs use 3.13, matrix jobs use 3.11 and 3.13
- Dependencies optimized for Python 3.13 compatibility:
- pyarrow~=22.0 (has Python 3.13 wheels)
- numpy~=1.26
- pandas~=2.2
- blis~=1.0
- fastuuid~=0.13
- Applied stricter version constraints using ~= operator throughout
- Updated uv.lock with resolved dependencies
* Update numpy to 2.1+ and pandas to 2.3+ for Python 3.13 Windows compatibility
Numpy 1.26.x causes access violations on Python 3.13 Windows.
Numpy 2.1+ has proper Python 3.13 support with Windows wheels.
Pandas 2.3+ is required for numpy 2.x compatibility.
* update vsts.yml python version
2025-12-15 15:39:38 -08:00
Derek Worthen
4404668aa8
Add graphrag-storage. ( #2127 )
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* Add graphrag-storage.
2025-12-15 09:32:19 -08:00
Nathan Evans
20a96cb35e
Init command asks for models ( #2137 )
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* Add init prompting for models
* Remove hard-coded model config validation
* Switch to typer option prompt for full CLI use with models
* Update getting started for init model input
* Bump request timeout and overall smoke test timeout
2025-11-24 10:05:47 -08:00
Nathan Evans
7bf82b78ab
Add empty checks for NLP graphs ( #2133 )
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2025-11-17 15:45:07 -08:00
Nathan Evans
d6e6191d84
Format
2025-11-17 13:59:58 -08:00
gaudyb
a4ffc3d34c
Remove embeddings optional new ( #2128 )
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* remove optional embeddings
* fix test
* fix tests
* fix pipeline
* fix test
* fix test
* fix test
* fix tests
---------
Co-authored-by: Gaudy Blanco <gaudy-microsoft@MacBook-Pro-m4-Gaudy-For-Work.local>
2025-11-17 13:10:54 -06:00
Nathan Evans
4512ce027f
Empty graph guards ( #2126 )
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* Remove networkx from graph_extractor and clean out redundancy
* Bubble pipeline error to console
2025-11-11 10:11:08 -08:00
Derek Worthen
e0cce31f54
Graphrag config ( #2119 )
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* Add load_config to graphrag-common package.
2025-11-10 07:57:03 -08:00
Nathan Evans
ae1f5e1811
Nov 2025 housekeeping ( #2120 )
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* Remove gensim sideload
* Split CI build/type checks from unit tests
* Thorough review of docs to align with v3
* Format
* Fix version
* Fix type
2025-11-06 10:03:22 -08:00
Nathan Evans
6033e4ffa2
Storage fixes and cleanup ( #2118 )
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* Fix pipeline recursion
* Remove base_dir from storage.find
* Remove max_count from storage.find
* Remove prefix on storage integ test
* Add base_dir in creation_date test
* Wrap base_dir in Path
* Use constants for input/update directories
2025-11-05 13:06:09 -08:00
Nathan Evans
6b03af6277
Fix formatting
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2025-11-04 10:48:09 -08:00
Derek Worthen
619269243d
Restructure project as monorepo. ( #2111 )
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* Restructure project as monorepo.
2025-11-04 09:51:56 -08:00
Gaudy Blanco
c43a58c353
fix for container name
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2025-10-23 10:40:21 -06:00
gaudyb
542d3db2a9
Prefix vector store ( #2106 )
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* add prefix to vector store configuration and removal of container name
* docs updated
* change prefix property name
* change prefix property name
* feedback implemented
---------
Co-authored-by: Gaudy Blanco <gaudy-microsoft@MacBook-Pro-m4-Gaudy-For-Work.local>
2025-10-21 15:30:50 -06:00
Nathan Evans
1bb9fa8e13
Unified factory ( #2105 )
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* Simplify Factory interface
* Migrate CacheFactory to standard base class
* Migrate LoggerFactory to standard base class
* Migrate StorageFactory to standard base class
* Migrate VectorStoreFactory to standard base class
* Update vector store example notebook
* Delete notebook outputs
* Move default providers into factories
* Move retry/limit tests into integ
* Split language model factories
* Set smoke test tpm/rpm
* Fix factory integ tests
* Add method to smoke test, switch text to 'fast'
* Fix text smoke config for fast workflow
* Add new workflows to text smoke test
* Convert input readers to a proper factory
* Remove covariates from fast smoke test
* Update docs for input factory
* Bump smoke runtime
* Even longer runtime
* min-csv timeout
* Remove unnecessary lambdas
2025-10-20 12:05:27 -07:00
gaudyb
0436405962
Remove document overwrite ( #2101 )
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* remove document overwrite from vector store configuration
* remove document overwrite and refactor load documents method
* fix test
* fix test
* fix test
---------
Co-authored-by: Gaudy Blanco <gaudy-microsoft@MacBook-Pro-m4-Gaudy-For-Work.local>
2025-10-16 07:56:54 -06:00
Nathan Evans
5ec49fd39c
V3 docs and cleanup ( #2100 )
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* Remove community contrib notebooks
* Add migration notebook and breaking changes page edits
* Update/polish docs
* Make model instance name configurable
* Add vector schema updates to v3 migration notebook
* Spellcheck
* Bump smoke test runtimes
2025-10-15 13:47:19 -07:00
Nathan Evans
b732445535
Remove multi search ( #2093 )
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* Remove multi-search from CLI
* Remove multi-search from API
* Flatten vector_store config
* Push hydrated vector store down to embed_text
* Remove outputs from config
* Remove multi-search notebook/docs
* Add missing response_type in basic search API
* Fix basic search context and id mapping
* Fix v1 migration notebook
* Fix query entity search tests
2025-10-10 17:20:53 -07:00
Nathan Evans
715be61404
Sort deps alpha
2025-10-10 17:10:42 -07:00
Nathan Evans
f7a8a0888d
Merge branch 'main' into v3/main
2025-10-10 17:03:52 -07:00
Nathan Evans
6284cdd110
Remove fnllm ( #2095 )
2025-10-10 16:59:25 -07:00
Nathan Evans
eb0dfe376b
Remove strategy dicts ( #2090 )
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* Remove "strategy" from community reports config/workflow
* Remove extraction strategy from extract_graph
* Remove summarization strategy from extract_graph
* Remove strategy from claim extraction
* Strongly type prompt templates
* Remove strategy from embed_text
* Push hydrated params into community report workflows
* Push hyrdated params into extract covariates
* Push hydrated params into extract graph NLP
* Push hydrated params into extract graph
* Push hydrated params into text embeddings
* Remove a few more low-level defaults
* Semver
* Remove configurable prompt delimiters
* Update smoke tests
2025-10-10 12:15:23 -07:00
gaudyb
79ad9b96f3
reduce schema fields ( #2089 )
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* reduce schema fields
* fix launch.json
---------
Co-authored-by: Gaudy Blanco <gaudy-microsoft@MacBook-Pro-m4-Gaudy-For-Work.local>
2025-10-09 13:41:31 -06:00
Alonso Guevara
fdb7e3835b
Release v2.7.0 ( #2087 )
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2025-10-08 21:33:34 -07:00
Nathan Evans
2b5284ca1b
Merge branch 'main' into v3/main
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2025-10-07 16:24:15 -07:00
Nathan Evans
ac8a7f5eef
Housekeeping ( #2086 )
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* Add deprecation warnings for fnllm and multi-search
* Fix dangling token_encoder refs
* Fix local_search notebook
* Fix global search dynamic notebook
* Fix global search notebook
* Fix drift notebook
* Switch example notebooks to use LiteLLM config
* Properly annotate dev deps as a group
* Semver
* Remove --extra dev
* Remove llm_model variable
* Ignore ruff ASYNC240
* Add note about expected broken notebook in docs
* Fix custom vector store notebook
* Push tokenizer throughout
2025-10-07 16:21:24 -07:00
Nathan Evans
4364d678dd
Merge branch 'main' into v3/main
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2025-10-06 12:41:12 -07:00
Nathan Evans
6c86b0a7bb
Init config cleanup ( #2084 )
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* Spruce up init_config output, including LiteLLM default
* Remove deployment_name requirement for Azure
* Semver
* Add model_provider
* Add default model_provider
* Remove OBE test
* Update minimal config for tests
* Add model_provider to verb tests
2025-10-06 12:06:41 -07:00
Nathan Evans
2bd3922d8d
Litellm auth fix ( #2083 )
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* Fix scope for Azure auth with LiteLLM
* Change internal language on max_attempts to max_retries
* Rework model config connectivity validation
* Semver
* Swtich smoke tests to LiteLLM
* Take out temporary retry_strategy = none since it is not fnllm compatible
* Bump smoke test timeout
* Bump smoke timeout further
* Tune smoke params
* Update smoke test bounds
* Remove covariates from min-csv smoke
* Smoke: adjust communities, remove drift
* Remove secrets where they aren't necessary
* Clean out old env var references
2025-10-06 10:54:21 -07:00
Andres Morales
ebe959a9db
Update v3/main missing config + functions ( #2082 )
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2025-09-30 15:48:40 -06:00
gaudyb
d7773bd15c
Clean vector store ( #2077 )
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* clean vector store code
* fix
* fix launch.json
---------
Co-authored-by: Gaudy Blanco <gaudy-microsoft@MacBook-Pro-m4-Gaudy-For-Work.local>
2025-09-25 21:17:10 -06:00
Nathan Evans
d7516825e2
Update comment
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2025-09-24 14:51:07 -07:00
Nathan Evans
de767cc881
Use 4.1 and text-embedding-3-large as defaults
2025-09-24 14:49:55 -07:00
Nathan Evans
7f996cf584
Docs/2.6.0 ( #2070 )
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* Add basic search to overview
* Add info on input documents DataFrame
* Add info on factories to docs
* Add consumption warning and switch to "christmas" for folder name
* Add logger to factories list
* Add litellm docs. (#2058 )
* Fix version for input docs
* Spelling
---------
Co-authored-by: Derek Worthen <worthend.derek@gmail.com>
2025-09-23 14:48:28 -07:00
Nathan Evans
b73053010e
Merge branch 'main' into v3/main
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2025-09-23 11:07:42 -07:00
Alonso Guevara
9bc899fe95
Release v2.6.0 ( #2068 )
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2025-09-22 16:16:54 -06:00