Databricks Community

You can achieve combined retrieval across both PDF-extracted unstructured data and multiple columns from structured Delta tables in Databricks, but there are important considerations and available patterns to optimize this workflow for your RAG appli...

Your multi-agent framework has several issues affecting agent iteration control and error handling. Here’s a lined explanation and practical suggestions for each problem: Agents not stopping at one iteration Agents consistently reaching the max iter...

AI/BI Genie is confirmed to use Azure OpenAI under the hood, as it leverages generative AI models for translating natural language into analytical queries and producing business intelligence insights. Additionally, there is strong evidence that Langc...

To use a custom MLflow pyfunc model for sentence-transformers with preprocessing, you need to comply with the expected interface of mlflow.pyfunc.PythonModel, especially the predict method. The method signature, data handling, and serialization are k...

Greetings @Maylin ,  A single many-to-many multilingual model, fine-tuned jointly across your 17 languages, is usually the best trade-off between quality, scalability, and operational simplicity; combine it with lightweight adapters to preserve quali...

Greetings @MarsWalker ,  here’s how to get true streaming from a served RAG chain on Databricks Model Serving.   What’s going on The served endpoint error (“This endpoint does not support streaming”) is expected when the deployed entity doesn’t expos...

Greetings @c4ndy ,  Thanks for sharing the context and links. I couldn’t read the Databricks Community thread from the URL you provided; please verify the URL and access settings, as it may not yet be available to Glean or require additional permissi...

Greetings @avadhut22111997 , sorry this fell through the cracks. I am Happy to help you lock down access to a single Genie Space so the user can only view it and ask questions there.   What “view and ask only” means in Genie Give the user the Genie S...

Hey @tholers , here’s how Databricks handles data for the embedding model endpoints and what that means for tenant and data residency requirements. Short answer If you use Databricks-hosted embedding endpoints (for example, GTE-Large or BGE-Large), y...

Hi @Khaja_Zaffer ,Great question  and happy belated Halloween From what we’re seeing across clients in healthcare and life sciences, Generative AI has absolutely moved beyond the buzzword stage. It’s now being operationalised, but selectively, in are...

I wasn't setting the MCP server as a streamable http, I've done that already and it works!

  The Issue:   Databricks Playground typically has limited native support for rendering base64 images   directly in the chat interface. This is a known limitation in many AI playground   environments.     Potential Workarounds:     1. Use Markdown Im...