Merge branch 'main' into kennyzhang/multi-index-query-cli

Author: KennyZhang1

DEVELOPING.md

@@ -118,5 +118,5 @@ Make sure you have python3.10-dev installed or more generally `python<version>-d
 
 ### LLM call constantly exceeds TPM, RPM or time limits
 
-`GRAPHRAG_LLM_THREAD_COUNT` and `GRAPHRAG_EMBEDDING_THREAD_COUNT` are both set to 50 by default. You can modify this values
+`GRAPHRAG_LLM_THREAD_COUNT` and `GRAPHRAG_EMBEDDING_THREAD_COUNT` are both set to 50 by default. You can modify these values
 to reduce concurrency. Please refer to the [Configuration Documents](https://microsoft.github.io/graphrag/config/overview/)

docs/config/env_vars.md

@@ -25,13 +25,13 @@ Our pipeline can ingest .csv or .txt data from an input folder. These files can
 
 These are the primary settings for configuring LLM connectivity.
 
-| Parameter                   | Required?                             | Description                                                                                                                     | Type  | Default Value |
-| --------------------------- | ------------------------------------- | ------------------------------------------------------------------------------------------------------------------------------- | ----- | ------------- |
-| `GRAPHRAG_API_KEY`          | **Yes for OpenAI. Optional for AOAI** | The API key. (Note: `OPENAI_API_KEY is also used as a fallback). If not defined when using AOAI, managed identity will be used. | `str` | `None`        |
-| `GRAPHRAG_API_BASE`         | **For AOAI**                          | The API Base URL                                                                                                                | `str` | `None`        |
-| `GRAPHRAG_API_VERSION`      | **For AOAI**                          | The AOAI API version.                                                                                                           | `str` | `None`        |
-| `GRAPHRAG_API_ORGANIZATION` |                                       | The AOAI organization.                                                                                                          | `str` | `None`        |
-| `GRAPHRAG_API_PROXY`        |                                       | The AOAI proxy.                                                                                                                 | `str` | `None`        |
+| Parameter                   | Required?                             | Description                                                                                                                      | Type  | Default Value |
+| --------------------------- | ------------------------------------- | -------------------------------------------------------------------------------------------------------------------------------- | ----- | ------------- |
+| `GRAPHRAG_API_KEY`          | **Yes for OpenAI. Optional for AOAI** | The API key. (Note: `OPENAI_API_KEY` is also used as a fallback). If not defined when using AOAI, managed identity will be used. | `str` | `None`        |
+| `GRAPHRAG_API_BASE`         | **For AOAI**                          | The API Base URL                                                                                                                 | `str` | `None`        |
+| `GRAPHRAG_API_VERSION`      | **For AOAI**                          | The AOAI API version.                                                                                                            | `str` | `None`        |
+| `GRAPHRAG_API_ORGANIZATION` |                                       | The AOAI organization.                                                                                                           | `str` | `None`        |
+| `GRAPHRAG_API_PROXY`        |                                       | The AOAI proxy.                                                                                                                  | `str` | `None`        |
 
 ## Text Generation Settings