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Generative AI
Explore discussions on generative artificial intelligence techniques and applications within the Databricks Community. Share ideas, challenges, and breakthroughs in this cutting-edge field.
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Forum Posts

Sujitha
by Databricks Employee
  • 30417 Views
  • 18 replies
  • 33 kudos

Databricks Announces the Industry’s First Generative AI Engineer Learning Pathway and Certification

Today, we are announcing the industry's first Generative AI Engineer learning pathway and certification to help ensure that data and AI practitioners have the resources to be successful with generative AI. At Databricks, we recognize that generative ...

Screenshot 2024-01-24 at 11.32.01 PM.png
  • 30417 Views
  • 18 replies
  • 33 kudos
Latest Reply
AIChief
New Contributor II
  • 33 kudos

thanks for sharing

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Khaja_Zaffer
by Contributor III
  • 273 Views
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GEN AI IN HEALTHCARE

Hello everyone !!Good day!Happy halloween I am just curious to know those who are working with GEN AI or related projects in healthcare. Is GEN AI buzz word finally became a common word or still there is scope in real world projects. How do you this ...

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bianca_unifeye
New Contributor III
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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...

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ankitmishra
by New Contributor
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RAG pipeline in Databricks

We have to implement a RAG pipeline in Databricks using Unity Catalog and Delta tables, We are a databricks partner company, can we have some credits to do over this PoC

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bianca_unifeye
New Contributor III
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Hi @ankitmishra,Yes, it is definitely possible to request credits for your PoC. The quickest route is to identify the Partner Solution Architect (PSA) assigned to your company account. They can submit the request on your behalf and even attach it to ...

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frankc
by New Contributor III
  • 1556 Views
  • 5 replies
  • 6 kudos

OpenAi gpt-oss support for responses API?

I was looking forward to using there openAI responses API when the new gpt-oss models were added to Databricks.The openAI website states these model are compatible with the responses API.However, it does not seem to support it on Databricks. See erro...

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CharlotteMarti2
New Contributor III
  • 6 kudos

That’s expected — Databricks’ current GPT-OSS integration only supports /completions and /chat/completions endpoints, not the /responses API yet. The OpenAI Responses API compatibility mentioned on OpenAI’s site applies to OpenAI-hosted models, not t...

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smferro54epam
by New Contributor II
  • 512 Views
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Can't connect to custom MCP Server

I've tried connecting from local environment, notebook and following the sample notebook here:https://docs.databricks.com/aws/en/generative-ai/mcp/custom-mcp?language=Local+environmentAnd I'm always getting the same error:httpx.ConnectError: All conn...

  • 512 Views
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smferro54epam
New Contributor II
  • 2 kudos

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

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old_school
by New Contributor II
  • 292 Views
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Error in output of databricks managed mcp server

Hi Databricks Community,Need suggestions.I have added two functions and I am able to use them. I am using Cursor IDE but in the logs I can see below error,2025-11-01 20:10:23.203 [info] Handling CreateClient action2025-11-01 20:10:23.203 [info] Creat...

  • 292 Views
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Latest Reply
AbhaySingh
Databricks Employee
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The most important thing to know is: Databricks supports external MCP servers only if they use the Streamable HTTP transport mechanism. Client errors related to Streamable HTTP typically occur if the MCP server or client is not compliant with this tr...

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manoctch
by New Contributor
  • 170 Views
  • 1 replies
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Playground doesn't show tool results

Hii,I’ve created a model in Databricks that uses different tools. One of these tools generates a chart based on data read from Genie.I’d like to visualize this chart (basically an image) in Playground, but so far I haven’t found a way to do it. At th...

  • 170 Views
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AbhaySingh
Databricks Employee
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  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...

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KrzysztofPrzyso
by New Contributor III
  • 4594 Views
  • 1 replies
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Accessing UC Volumes using pure python (ML) with databricks-connect

Hi All,In my organization, we use Databricks Connect and VS Code for data engineering purposes. This setup is working great, especially for:- Debugging- Unit tests- GitHub Copilot- Reusable modules and custom librariesIn my view, the developer experi...

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Louis_Frolio
Databricks Employee
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Hey @KrzysztofPrzyso , so sorry this question got lost in the shuffle. This is a known architectural limitation with Databricks Connect when working with pure Python file operations and UC Volumes. The issue stems from how Databricks Connect executes...

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jAAmes_bentley
by Contributor
  • 3876 Views
  • 1 replies
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AI_QUERY fails with o1-mini

As of sometime between March 7th and March 12, the AI_QUERY function has become very temperamental with Azure OpenAI models.Asking a basic question of our Mosaic AI o1-mini serving endpoint using AI_QUERY causes an error sometimes but not every time:...

jAAmes_bentley_0-1741797431261.png
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Louis_Frolio
Databricks Employee
  • 1 kudos

Hello @jAAmes_bentley , I did some digging and here is what I found. Root Cause: Unsupported Temperature Parameter The primary issue with your `AI_QUERY` call to o1-mini is the temperature parameter. OpenAI's o1-series models (o1, o1-mini, o1-preview...

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Ajay-Pandey
by Databricks MVP
  • 271 Views
  • 2 replies
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Issue while implementation of Use Genie in multi-agent systems

I am testing https://docs.databricks.com/aws/en/generative-ai/agent-framework/multi-agent-genie and looks code is not up to date and it is failing as longchain version upgraded to v1 from v0 that does not support post_model_hook parameter.I tried mul...

  • 271 Views
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Harris234
New Contributor II
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Hi Ajay, it looks like the Databricks multi-agent Genie docs haven’t been updated for langchain v1. You’ll need to remove or replace the post_model_hook parameter with the new callback or event handling mechanisms in v1. Checking the latest langchain...

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data_scientist3
by New Contributor II
  • 2888 Views
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Libraries in requirements file not installed when streamlit app is deployed

I deployed a streamlit app on Databricks cluster but the libraries in the requirments.txt file were not installed when the app is deployed. I'm getting this error when a function that uses OpenAI is called."ImportError: Could not import openai python...

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stbjelcevic
Databricks Employee
  • 0 kudos

Hi @data_scientist3 , Would you share how you deployed the Streamlit app (Databricks Apps vs running Streamlit from a notebook/job cluster) and your cluster’s Databricks Runtime version? That’ll help me tailor the exact steps to your setup. Option 1:...

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RaviSingh0000
by New Contributor
  • 14811 Views
  • 1 replies
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Resolved! Genie Space

Hi Team,I would like to use Genie to enable NLP on my delta lake. However, the documentation mention the limitation as 20 messages per minute for a workspace for all Genie Spaces.Is there a pay-as-go model for Genie Space?Regards,Ravi Kumar Singh 

  • 14811 Views
  • 1 replies
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Latest Reply
KaushalVachhani
Databricks Employee
  • 1 kudos

Hi @RaviSingh0000 , 20 messages per minute per workspace across all the spaces is a throughput that Genie currently offers. What is the throughput requirement you have per workspace? It doesn't have a pay-as-you-go model. Currently, it is charged for...

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chenmx
by New Contributor
  • 159 Views
  • 1 replies
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Run Genie in multi-agent systems

I am trying the notebook to run Genie space in multi agent system, following:https://docs.databricks.com/aws/en/generative-ai/agent-framework/multi-agent-genie#gsc.tab=0Also there is a YouTube vide discussing about this: https://www.youtube.com/watch...

  • 159 Views
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stbjelcevic
Databricks Employee
  • 0 kudos

Hi @chenmx , The first link you provided is the latest example code that Databricks provides for setting up a multi-agent supervisor with a genie space, the exact same code as the youtube video is not published. Would you be able to share some more d...

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kay0291
by New Contributor
  • 136 Views
  • 1 replies
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pop up when using databrics sql

Hello, I am uning databricks sql to read from a unity catalog table locally on a python project using an azure sp client id and client secretthe connexion is successful however i have a pop up that asks me to connect to my azure envis there a way to ...

  • 136 Views
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AbhaySingh
Databricks Employee
  • 0 kudos

In your .env file, add:   DATABRICKS_WORKSPACE_RESOURCE_ID=/subscriptions/your-sub-id/resourceGroups/your-rg/providers/Microsoft.Databricks/workspaces/your   -workspace     Alternative approaches if the popup persists:     1. Use OAuth machine-to-m...

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Tinjar
by New Contributor II
  • 585 Views
  • 3 replies
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Resolved! Testing out Agentic Capabilities

So I am creating a POV on Databricks' agentic capabilities and wanted to showcase its abilities through a simple change pipeline.A user asks for changes in a specific table in a schema -> based on metadata info from our lake table info is received ->...

  • 585 Views
  • 3 replies
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CharlotteMarti2
New Contributor III
  • 0 kudos

Yes, it’s viable — Databricks’ in-house agents can handle that workflow if you define each stage as callable Python tools. The key is robust function design and proper metadata access. However, you might find integrating Unity Catalog and Git integra...

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Mahsa
by New Contributor
  • 193 Views
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Load the HF pipeline in databricks

Hi all, I have a question about the integration of HF in Databricks.I'm struggling to save the models and datasets:For instance, for the code below, I got this error:ValueError: Could not load model nickwong64/bert-base-uncased-poems-sentiment with a...

  • 193 Views
  • 2 replies
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Latest Reply
Thompson2345
New Contributor III
  • 2 kudos

 The error happens because the model "nickwong64/bert-base-uncased-poems-sentiment" isn’t correctly registered as a SequenceClassification model in Hugging Face. You can try:Use AutoModelForSequenceClassification explicitly:  from transformers import...

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