* Update API overview
* Fix global search example
* Fix local search example
* Fix global dynamic example
* Fix drift example
* Update multi-index example
* Semver
* Add children to the community tables
* Replace NaN children with empty list
* Replace subcommunity logic with built-in parent/child fields
* Remove restore_community_hierarchy
* Add children and frequency to migration notebook
* Format
* Semver
* Add children to reports
* Update tests
---------
Co-authored-by: Alonso Guevara <alonsog@microsoft.com>
* consolidate query api functions and remove code duplication
* refactor and remove more code duplication
* Add semversioner file
* fix basic search
* fix drift search and update base class function names
* update example notebooks
* Refactor config
- Add new ModelConfig to represent LLM settings
- Combines LLMParameters, ParallelizationParameters, encoding_model, and async_mode
- Add top level models config that is a list of available LLM ModelConfigs
- Remove LLMConfig inheritance and delete LLMConfig
- Replace the inheritance with a model_id reference to the ModelConfig listed in the top level models config
- Remove all fallbacks and hydration logic from create_graphrag_config
- This removes the automatic env variable overrides
- Support env variables within config files using Templating
- This requires "$" to be escaped with extra "$" so ".*\\.txt$" becomes ".*\\.txt$$"
- Update init content to initialize new config file with the ModelConfig structure
* Use dict of ModelConfig instead of list
* Add model validations and unit tests
* Fix ruff checks
* Add semversioner change
* Fix unit tests
* validate root_dir in pydantic model
* Rename ModelConfig to LanguageModelConfig
* Rename ModelConfigMissingError to LanguageModelConfigMissingError
* Add validationg for unexpected API keys
* Allow skipping pydantic validation for testing/mocking purposes.
* Add default lm configs to verb tests
* smoke test
* remove config from flows to fix llm arg mapping
* Fix embedding llm arg mapping
* Remove timestamp from smoke test outputs
* Remove unused "subworkflows" smoke test properties
* Add models to smoke test configs
* Update smoke test output path
* Send logs to logs folder
* Fix output path
* Fix csv test file pattern
* Update placeholder
* Format
* Instantiate default model configs
* Fix unit tests for config defaults
* Fix migration notebook
* Remove create_pipeline_config
* Remove several unused config models
* Remove indexing embedding and input configs
* Move embeddings function to config
* Remove skip_workflows
* Remove skip embeddings in favor of explicit naming
* fix unit test spelling mistake
* self.models[model_id] is already a language model. Remove redundant casting.
* update validation errors to instruct users to rerun graphrag init
* instantiate LanguageModelConfigs with validation
* skip validation in unit tests
* update verb tests to use default model settings instead of skipping validation
* test using llm settings
* cleanup verb tests
* remove unsafe default model config
* remove the ability to skip pydantic validation
* remove None union types when default values are set
* move vector_store from embeddings to top level of config and delete resolve_paths
* update vector store settings
* fix vector store and smoke tests
* fix serializing vector_store settings
* fix vector_store usage
* fix vector_store type
* support cli overrides for loading graphrag config
* rename storage to output
* Add --force flag to init
* Remove run_id and resume, fix Drift config assignment
* Ruff
---------
Co-authored-by: Nathan Evans <github@talkswithnumbers.com>
Co-authored-by: Alonso Guevara <alonsog@microsoft.com>
* Add new inputs and missing vector store for retrieving vectors
* Format
* Semver
* Remove .Identifier files
* Fix spellcheck
* Remove unnecessary input file for notebooks
* update index api to accept callbacks
* fix hardcoded folder name that was creating an empty folder
* add API notebook
* add semversioner file
* filename change
---------
Co-authored-by: Alonso Guevara <alonsog@microsoft.com>
* Fix local question gen and example notebook
* Update global search notebook
* Add lazy blog post
* Update breaking changes doc for migration notes
* Simplify Getting Started page
* Semver
* Spellcheck
* Fix types
* Add comments on cache-free migration
* Update wording
* Spelling
---------
Co-authored-by: Alonso Guevara <alonsog@microsoft.com>
* Add source documents for verb tests
* Remove entity_type erroneous column
* Add new test data
* Remove source/target degree columns
* Remove top_level_node_id
* Remove chunk column configs
* Rename "chunk" to "text"
* Rename "chunk" to "text" in base
* Re-map document input to use base text units
* Revert base text units as final documents dep
* Update test data
* Split/rename node source_id
* Drop node size (dup of degree)
* Drop document_ids from covariates
* Remove unused document_ids from models
* Remove n_tokens from covariate table
* Fix missed document_ids delete
* Wire base text units to final documents
* Rename relationship rank as combined_degree
* Add rank as first-class property to Relationship
* Remove split_text operation
* Fix relationships test parquet
* Update test parquets
* Add entity ids to community table
* Remove stored graph embedding columns
* Format
* Semver
* Fix JSON typo
* Spelling
* Rename lancedb
* Sort lancedb
* Fix unit test
* Fix test to account for changing period
* Update tests for separate embeddings
* Format
* Better assertion printing
* Fix unit test for windows
* Rename document.raw_content -> document.text
* Remove read_documents function
* Remove unused document summary from model
* Remove unused imports
* Format
* Add new snapshots to default init
* Use util to construct embeddings collection name
* Align inc index model with branch changes
* Update data and tests for int ids
* Clean up embedding locs
* Switch entity "name" to "title" for consistency
* Fix short_id -> human_readable_id defaults
* Format
* Rework community IDs
* Fix community size compute
* Fix unit tests
* Fix report read
* Pare down nodes table output
* Fix unit test
* Fix merge
* Fix community loading
* Format
* Fix community id report extraction
* Update tests
* Consistent short IDs and ordering
* Update ordering and tests
* Update incremental for new nodes model
* Guard document columns loc
* Match column ordering
* Fix document guard
* Update smoke tests
* Fill NA on community extract
* Logging for smoke test debug
* Add parquet schema details doc
* Fix community hierarchy guard
* Use better empty hierarchy guard
* Back-compat shims
* Semver
* Fix warning
* Format
* Remove default fallback
* Reuse key
* update gitignore
* add dynamic community sleection to updated main branch
* update SearchResult to record output_tokens.
* update search result
* dynamic search working
* format
* add llm_calls_categories and prompt_tokens and output_tokens cate
* update
* formatting
* log drift search output and prompt tokens separately
* update global_search.ipynb. update operate dulce dataset and add create_final_communities. update dynamic community selection init
* add .ipynb back to cspell.config.yaml
* format
* add notebook example on dynamic search
* rearrange
* update gitignore
* format code
* code format
* code format
* fix default variable
---------
Co-authored-by: Bryan Li <bryanlimy@gmail.com>
* New workflow to generate embeddings in a single workflow
* New workflow to generate embeddings in a single workflow
* version change
* clean tests without any embeddings references
* clean tests without any embeddings references
* remove code
* feedback implemented
* changes in logic
* feedback implemented
* store in table bug fixed
* smoke test for generate_text_embeddings workflow
* smoke test fix
* add generate_text_embeddings to the list of transient workflows
* smoke tests
* fix
* ruff formatting updates
* fix
* smoke test fixed
* smoke test fixed
* fix lancedb import
* smoke test fix
* ignore sorting
* smoke test fixed
* smoke test fixed
* check smoke test
* smoke test fixed
* change config for vector store
* format fix
* vector store changes
* revert debug profile back to empty filepath
* merge conflict solved
* merge conflict solved
* format fixed
* format fixed
* fix return dataframe
* snapshot fix
* format fix
* embeddings param implemented
* validation fixes
* fix map
* fix map
* fix properties
* config updates
* smoke test fixed
* settings change
* Update collection config and rework back-compat
* Repalce . with - for embedding store
---------
Co-authored-by: Alonso Guevara <alonsog@microsoft.com>
Co-authored-by: Josh Bradley <joshbradley@microsoft.com>
Co-authored-by: Nathan Evans <github@talkswithnumbers.com>
