Using ChromaDB with LangChain: Error Connection to Tenant Default Tenant
Core Problem
When attempting to use the Chroma vector store from the langchain library, users may encounter a ValueError exception with the message "Could not connect to tenant default_tenant. Are you sure it exists?"
Solution & Analysis
To resolve this issue, ensure that the ChromaDB tenant exists and is properly configured.
Configuring ChromaDB Tenant
By default, ChromaDB uses a tenant named default_tenant. However, if this tenant does not exist in your environment, you will receive the aforementioned error.
Solution
- Check if the ChromaDB tenant exists by visiting the ChromaDB documentation.
- Create a new tenant or use an existing one that matches your environment.
- Update your
Chromainitialization to use the correct tenant name.
Example Code
vector_store = Chroma(
collection_name="example_collection",
embedding_function=embeddings,
persist_directory="./chroma_langchain_db", # Where to save data locally, remove if not neccesary
tenant_name="your_tenant_name" # Use the correct tenant name
)
Alternative Solution
If you are using a local ChromaDB instance, you can create a new tenant manually by running the following command in your terminal:
Replace "your_tenant_name" with the desired name for your ChromaDB tenant.
Conclusion
In conclusion, to resolve the ValueError exception when using ChromaDB with LangChain, ensure that the ChromaDB tenant exists and is properly configured. By following these steps, you can successfully integrate ChromaDB into your application and leverage its vector store capabilities.