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# API Notebooks
- [API Overview Notebook](../../examples_notebooks/api_overview.ipynb)
Refactor CacheFactory, StorageFactory, and VectorStoreFactory to use consistent registration patterns and add custom vector store documentation (#2006) * Initial plan * Refactor VectorStoreFactory to use registration functionality like StorageFactory Co-authored-by: jgbradley1 <654554+jgbradley1@users.noreply.github.com> * Fix linting issues in VectorStoreFactory refactoring Co-authored-by: jgbradley1 <654554+jgbradley1@users.noreply.github.com> * Remove backward compatibility support from VectorStoreFactory and StorageFactory Co-authored-by: jgbradley1 <654554+jgbradley1@users.noreply.github.com> * Run ruff check --fix and ruff format, add semversioner file Co-authored-by: jgbradley1 <654554+jgbradley1@users.noreply.github.com> * ruff formatting fixes * Fix pytest errors in storage factory tests by updating PipelineStorage interface implementation Co-authored-by: jgbradley1 <654554+jgbradley1@users.noreply.github.com> * ruff formatting fixes * update storage factory design * Refactor CacheFactory to use registration functionality like StorageFactory Co-authored-by: jgbradley1 <654554+jgbradley1@users.noreply.github.com> * revert copilot changes * fix copilot changes * update comments * Fix failing pytest compatibility for factory tests Co-authored-by: jgbradley1 <654554+jgbradley1@users.noreply.github.com> * update class instantiation issue * ruff fixes * fix pytest * add default value * ruff formatting changes * ruff fixes * revert minor changes * cleanup cache factory * Update CacheFactory tests to match consistent factory pattern Co-authored-by: jgbradley1 <654554+jgbradley1@users.noreply.github.com> * update pytest thresholds * adjust threshold levels * Add custom vector store implementation notebook Create comprehensive notebook demonstrating how to implement and register custom vector stores with GraphRAG as a plug-and-play framework. Includes: - Complete implementation of SimpleInMemoryVectorStore - Registration with VectorStoreFactory - Testing and validation examples - Configuration examples for GraphRAG settings - Advanced features and best practices - Production considerations checklist The notebook provides a complete walkthrough for developers to understand and implement their own vector store backends. Co-authored-by: jgbradley1 <654554+jgbradley1@users.noreply.github.com> * remove sample notebook for now * update tests * fix cache pytests * add pandas-stub to dev dependencies * disable warning check for well known key * skip tests when running on ubuntu * add documentation for custom vector store implementations * ignore ruff findings in notebooks * fix merge breakages * speedup CLI import statements * remove unnecessary import statements in init file * Add str type option on storage/cache type * Fix store name * Add LoggerFactory * Fix up logging setup across CLI/API * Add LoggerFactory test * Fix err message * Semver * Remove enums from factory methods --------- Co-authored-by: copilot-swe-agent[bot] <198982749+Copilot@users.noreply.github.com> Co-authored-by: jgbradley1 <654554+jgbradley1@users.noreply.github.com> Co-authored-by: Josh Bradley <joshbradley@microsoft.com> Co-authored-by: Nathan Evans <github@talkswithnumbers.com>
2025-08-28 13:53:07 -07:00
- [Bring-Your-Own Vector Store](../../examples_notebooks/custom_vector_store.ipynb)
# Query Engine Notebooks
For examples about running Query please refer to the following notebooks:
- [Global Search Notebook](../../examples_notebooks/global_search.ipynb)
- [Local Search Notebook](../../examples_notebooks/local_search.ipynb)
- [DRIFT Search Notebook](../../examples_notebooks/drift_search.ipynb)
The test dataset for these notebooks can be found in [dataset.zip](../../data/operation_dulce/dataset.zip){:download}.