graphrag

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Add LLM usage and retry tracking for indexing stage

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## Description Add comprehensive LLM usage and retry tracking for the indexing stage, providing complete performance observability. ## Related Issues [[Feature Request]: Enhance LLM usage logging in indexing workflows #2103](https://github.com/microsoft/graphrag/issues/2103)...

june616

[Bug]: Using CosmosDB as output returns a failure in create_community

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### Do you need to file an issue? - [x] I have searched the existing issues and this bug is not already filed. - [x] My model is hosted on...

jdeutzmann

### Do you need to file an issue? - [x] I have searched the existing issues and this bug is not already filed. - [ ] My model is hosted...

Dante9k

### Do you need to file an issue? - [x] I have searched the existing issues and this feature is not already filed. - [x] My model is hosted on...

butterluo

Fix query docs formatting

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## Description Fix bullet point formatting in global search docs. Before this change it [looks like this](https://microsoft.github.io/graphrag/query/global_search/): Also fix the Markdown file formatting (newlines and trailing whitespace) in the query...

cmenon12

### Do you need to file an issue? - [x] I have searched the existing issues and this bug is not already filed. - [x] My model is hosted on...

takumint78

feat: Add ElasticSearch vector store support

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I would like to sincerely thank the MS GraphRAG team for creating such an outstanding project. It’s truly impressive, and I’ve been very eager to use it myself. However, since...

gkswns0531

Update: fixed outdated information in graphrag_import_neo4j_cypher.ipynb

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## Description Fixed outdated column names in the notebook pertaining to .parquet files ## Proposed Changes Updated column names ## Checklist - [x] I have tested these changes locally. -...

JonahDelman

### Fix LanceDB [db_uri](cci:1://file:///c:/Users/T2430514/Downloads/graphrag/graphrag/config/models/graph_rag_config.py:293:4-300:82) validation check The [_validate_vector_store_db_uri](cci:1://file:///c:/Users/T2430514/Downloads/graphrag/graphrag/config/models/graph_rag_config.py:293:4-300:82) method compared `store.db_uri.strip` (the method) to an empty string, which was always `False`. As a result, whitespace-only or empty [db_uri](cci:1://file:///c:/Users/T2430514/Downloads/graphrag/graphrag/config/models/graph_rag_config.py:293:4-300:82) values for...

mohiuddin-khan-shiam

[Feature Request]: <title>Suggestions for Implementing Traceable Query Features

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### Do you need to file an issue? - [x] I have searched the existing issues and this feature is not already filed. - [ ] My model is hosted...

shaoqing404