Merge branch 'main' into fix-unhashable-type-of-ImportFromModule

autogen/agentchat/contrib/vectordb/qdrant.py

@@ -93,7 +93,7 @@ def __init__(
             kwargs: dict | Additional keyword arguments.
         """
         self.client: QdrantClient = client or QdrantClient(location=":memory:")
-        self.embedding_function = FastEmbedEmbeddingFunction() or embedding_function
+        self.embedding_function = embedding_function or FastEmbedEmbeddingFunction()
         self.collection_options = collection_options
         self.content_payload_key = content_payload_key
         self.metadata_payload_key = metadata_payload_key

website/docs/installation/Docker.md

@@ -82,6 +82,6 @@ docker run -it -p {WorkstationPortNum}:{DockerPortNum} -v {WorkStation_Dir}:{Doc
 
 ## Additional Resources
 
-- Details on all the Dockerfile options can be found in the [Dockerfile](https://github.com/microsoft/autogen/.devcontainer/README.md) README.
+- Details on all the Dockerfile options can be found in the [Dockerfile](https://github.com/microsoft/autogen/blob/main/.devcontainer/README.md) README.
 - For more information on Docker usage and best practices, refer to the [official Docker documentation](https://docs.docker.com).
 - Details on how to use the Dockerfile dev version can be found on the [Contributor Guide](/docs/contributor-guide/docker).

website/docs/topics/retrieval_augmentation.md

@@ -125,6 +125,7 @@ For more detailed examples and notebooks showcasing the usage of retrieval augme
 - Automated Code Generation and Question Answering with Retrieval Augmented Agents - [View Notebook](/docs/notebooks/agentchat_RetrieveChat)
 - Automated Code Generation and Question Answering with [PGVector](https://github.com/pgvector/pgvector) based Retrieval Augmented Agents - [View Notebook](https://github.com/microsoft/autogen/blob/main/notebook/agentchat_RetrieveChat_pgvector.ipynb)
 - Automated Code Generation and Question Answering with [Qdrant](https://qdrant.tech/) based Retrieval Augmented Agents - [View Notebook](https://github.com/microsoft/autogen/blob/main/notebook/agentchat_RetrieveChat_qdrant.ipynb)
+- Automated Code Generation and Question Answering with [MongoDB Atlas](https://www.mongodb.com/) based Retrieval Augmented Agents - [View Notebook](https://github.com/microsoft/autogen/blob/main/notebook/agentchat_RetrieveChat_mongodb.ipynb)
 - Chat with OpenAI Assistant with Retrieval Augmentation - [View Notebook](https://github.com/microsoft/autogen/blob/main/notebook/agentchat_oai_assistant_retrieval.ipynb)
 - **RAG**: Group Chat with Retrieval Augmented Generation (with 5 group member agents and 1 manager agent) - [View Notebook](/docs/notebooks/agentchat_groupchat_RAG)