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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
  • 30330 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
  • 30330 Views
  • 18 replies
  • 33 kudos
Latest Reply
AIChief
New Contributor II
  • 33 kudos

thanks for sharing

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17 More Replies
kay0291
by New Contributor
  • 484 Views
  • 1 replies
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Resolved! Databricks app crash

Hello everyone,I am working on a databricks app project. IT's a chatbot on a monorepo wih a frontend built with next.js and a fastapi backend. Sometimes the app crashes unexpectedly. In the logs i see these messages : -> sending sigterms to other pro...

  • 484 Views
  • 1 replies
  • 1 kudos
Latest Reply
sarahbhord
Databricks Employee
  • 1 kudos

Hey Kay0291 - Your logs suggest the app is running out of memory: exit code 137 means the OS killed your process (likely exceeding Databricks Apps’ 2 vCPU/6GB RAM limit). This often happens when both Next.js and FastAPI run together, especially under...

  • 1 kudos
kbaig8125
by New Contributor III
  • 930 Views
  • 2 replies
  • 2 kudos

Resolved! Databricks Genie as Managed MCP server

I am trying out a Genie space to be used as a MCP server with a client. When i add the URL details and authentication PAT I get an error .. attached image file for more details. Unable to validate mcp server capabilities! Error: MCP server validation...

  • 930 Views
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  • 2 kudos
Latest Reply
Advika
Databricks Employee
  • 2 kudos

Hello @kbaig8125! Did the steps shared above help resolve your issue? If yes, please consider marking it as the accepted solution. If you found a different approach, please share it with the community so others can benefit as well.

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1 More Replies
HemantvIkani32
by New Contributor II
  • 977 Views
  • 2 replies
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LLAMA3.1 logging using mlflow

Hi team, I am facing issue after registering the meta llama 3.1 8b instruct model, while serving i get the response like{error code: BAD REQUEST, "message": "Time out while evaluating the model. Verify that the model evaluate within the timeframe."Gi...

  • 977 Views
  • 2 replies
  • 1 kudos
Latest Reply
Advika
Databricks Employee
  • 1 kudos

Hello @HemantvIkani32! Did the above suggestion help resolve your issue? If yes, please consider marking it as the accepted solution. If you found another approach, it would be great if you could share it with the community.

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1 More Replies
Phani1
by Databricks MVP
  • 1625 Views
  • 2 replies
  • 1 kudos

Preserving Intelligence and Learning during Genie Space Migration

Hi Team,How can we migrate a Genie space to a higher environment while preserving its existing intelligence and learning, along with the catalog, to avoid recreating the same knowledge.Regards,Phani

  • 1625 Views
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Latest Reply
szymon_dybczak
Esteemed Contributor III
  • 1 kudos

Okay, maybe I’ll bring up an uncomfortable topic and ask why we should even bother trying to help you if you can’t dedicate five minutes of your time to let us know whether a suggestion or reply worked. We are spending our free time answering questio...

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Tee_O
by New Contributor II
  • 1401 Views
  • 1 replies
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Resolved! Viewing logged User input and LLM response for a Deployed Chatbot

Hi All, I deployed a simple chatbot on Databricks Free Edition and I am trying to find the location where the user input and llm response are stored (logged) when a user asks a question (I assumed this would be in the payload table created but couldn...

  • 1401 Views
  • 1 replies
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Latest Reply
jamesl
Databricks Employee
  • 0 kudos

Hi @Tee_O , are you still facing this issue?If you see (or saw) the payload table in your catalog but didn't see any rows/entries, it's probably just a time delay issue -- it can take up to 1 hr for the logs to appear. If you *don't* see the table th...

  • 0 kudos
atharvaghodekar
by New Contributor III
  • 343 Views
  • 1 replies
  • 0 kudos

How to authenticate Vector Search Retriever Tool in Databricks AI Agent App?

I’m getting the following error while building a Databricks AI Agent app:databricks.vector_search.exceptions.InvalidInputException: Please specify either personal access token or service principal client ID and secret.My code looks like this: vector_...

  • 343 Views
  • 1 replies
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Latest Reply
szymon_dybczak
Esteemed Contributor III
  • 0 kudos

Hi @atharvaghodekar ,AI agents support 3 authentication methods:- automatic authentication passthrough-  on-behalf-of-use authentication (OBO)- manual authentication In case of manual authentication you need to explicitly provide credentials using en...

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alxsbn
by Contributor
  • 1485 Views
  • 1 replies
  • 1 kudos

Resolved! Databricks Managed MCP server x Claude Code

Hi everyone,I'm looking to connect the managed MCP server to Claude code on Linux and struggle to have something working. The MCP are activated on my workspace (not sure it's linked to what I want to do) and I just want to add the UC endpoint to Clau...

  • 1485 Views
  • 1 replies
  • 1 kudos
Latest Reply
jamesl
Databricks Employee
  • 1 kudos

Hi @alxsbn , did you get this resolved? Targets that are a remote HTTP endpoint need `--transport http`. For example... claude mcp add --transport http databricks-server https://xx-yyy-zzz.cloud.databricks.com/api/2.0/mcp/gold/core (see: https://docs...

  • 1 kudos
sathyavikasini
by New Contributor
  • 713 Views
  • 1 replies
  • 1 kudos

Error while creating Agents with Agentbricks UI

While creating a Knowledge Assistant in Databricks, I encountered an issue where the endpoint update failed with the following message:"Failed to deploy: served entity creation aborted because the endpoint update timed out. Please see service logs fo...

sathyavikasini_0-1754497230496.png sathyavikasini_3-1754497718786.png sathyavikasini_4-1754497745047.png
  • 713 Views
  • 1 replies
  • 1 kudos
Latest Reply
jamesl
Databricks Employee
  • 1 kudos

  Hi @sathyavikasini , Are you still facing this issue? While creating the agent, do you see that your configured knowledge sources are processing? If you haven't done so already, you might check permissions on the catalog/schema/volume(s) that are ...

  • 1 kudos
magicianmanan
by New Contributor
  • 449 Views
  • 1 replies
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Problem selecting data in Agents: Knowledge assistant

Hi Community, I am trying to add my unlabeled data such as txt, ppt, and pdf but none of them can be selected to usage. Please see a screenshot as I am trying to create a knowledge assistant agent, so I can feed it files and it can answer questions f...

Generative AI
agents
Gen AI agents
knowledge assistant
  • 449 Views
  • 1 replies
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Latest Reply
szymon_dybczak
Esteemed Contributor III
  • 0 kudos

Hi @magicianmanan ,In source parameter you need to provide path to the folder, not to specific file.So, for instance in my volume I have one single pdf:And in source parameter I'm providing path to directory that contains that PDF file (but not the p...

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Sujitha
by Databricks Employee
  • 7120 Views
  • 2 replies
  • 8 kudos

How to successfully build GenAI applications

The Big Book of Generative AI brings together best practices and know-how for building production-quality GenAI applications. You’ll find technical content and code samples that will help you do everything from deploying your first application to bui...

Screenshot 2024-04-23 at 8.10.12 AM.png
  • 7120 Views
  • 2 replies
  • 8 kudos
Latest Reply
ramnarayanan
New Contributor II
  • 8 kudos

To successfully Build AI Software  with GenAI, focus on RAG pipelines for context-rich apps, fine-tuning or training models for domain needs, and robust evaluation for reliability. Using architectural patterns like modular microservices ensures scala...

  • 8 kudos
1 More Replies
DinoSaluzzi
by New Contributor III
  • 681 Views
  • 1 replies
  • 2 kudos

Resolved! Authentication error when calling Databricks foundational model endpoint from pandas udf

Hi everyone! I’m running into an authentication error when trying to call a Databricks foundational model endpoint inside a pandas UDF. I’m using the ChatDatabricks wrapper to make completions, and this setup was working properly until last week (ima...

  • 681 Views
  • 1 replies
  • 2 kudos
Latest Reply
sarahbhord
Databricks Employee
  • 2 kudos

Hey DinoSaluzzi - Thanks for reaching out! The error message you're seeing—ValueError: default auth: runtime: default auth: cannot configure default credentials—reflects a stricter enforcement in how authentication happens within Spark worker nodes r...

  • 2 kudos
amit_eha
by New Contributor
  • 486 Views
  • 2 replies
  • 3 kudos

Resolved! Permission denied - Genie conversation feedback API

Hi all,I am trying to use the send_message_feedback Python SDK function to post a feedback for a genie message. However, getting this error:databricks.sdk.errors.platform.PermissionDenied: This API is not yet supported.Any ideas as to where the issue...

  • 486 Views
  • 2 replies
  • 3 kudos
Latest Reply
nayan_wylde
Esteemed Contributor
  • 3 kudos

@amit_eha Can you please share the code.

  • 3 kudos
1 More Replies
aiohi
by New Contributor
  • 418 Views
  • 1 replies
  • 0 kudos

Access to Claude on Playground

I was wondering how we could enable the use of Claude Opus 4 in our Playground environment?Thank you!

  • 418 Views
  • 1 replies
  • 0 kudos
Latest Reply
Khaja_Zaffer
Contributor III
  • 0 kudos

Hello @aiohi Good day!!Databricks has recently integrated Anthropic's latest models, Claude Opus 4 into our platform as part of a partnership with Anthropic announced on March 26, 2025. Opus will be available in Databricks Mosaic AI as additional fir...

  • 0 kudos
atharvaghodekar
by New Contributor III
  • 1087 Views
  • 5 replies
  • 5 kudos

Resolved! Databricks Free Edition - AI Agent Export Limitation

Hi, I am following the Databricks AI Agent guide to create a custom agent using my functions. However, in the Free Edition, I do not see the option to export the agent from the Playground. Is this feature unavailable in Free Edition, or is there a wo...

  • 1087 Views
  • 5 replies
  • 5 kudos
Latest Reply
szymon_dybczak
Esteemed Contributor III
  • 5 kudos

Ok @atharvaghodekar , so there's no export button (neither on premium workspace as @WiliamRosa stated above).I think they refactor UI and now the same functionality is under Tools -> Create agent notebook.  So, in tutorial export button is reposonsib...

  • 5 kudos
4 More Replies
ajay-hinduja
by New Contributor
  • 523 Views
  • 1 replies
  • 1 kudos

Resolved! Ajay Hinduja (Switzerland) How can I schedule a notebook to run automatically?

Hi I am Ajay Hinduja, from Punjab, India, and currently residing in Geneva, Switzerland (Swiss). I am exploring ways to automate a Jupyter/Colab notebook to run on a schedule. I have looked into a few options like using cronjobs or Google Apps Script...

  • 523 Views
  • 1 replies
  • 1 kudos
Latest Reply
szymon_dybczak
Esteemed Contributor III
  • 1 kudos

Hi @ajay-hinduja ,You can use Lakeflow Jobs to do that with task type - notebookLakeflow Jobs | Databricks on AWS

  • 1 kudos

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