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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
  • 29928 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
  • 29928 Views
  • 18 replies
  • 33 kudos
Latest Reply
AIChief
New Contributor II
  • 33 kudos

thanks for sharing

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17 More Replies
damselfly20
by New Contributor III
  • 519 Views
  • 1 replies
  • 1 kudos

Inference table not working for Gemma 3 12b

Hi, I have a problem regarding the inference table for Gemma 3 12b. If I create a serving endpoint for the model (from system.ai.gemma-3-12b-it) with an inference table, the inference table is being created, but it always stays empty. No matter how m...

create_gemma_serving_endpoint.png
  • 519 Views
  • 1 replies
  • 1 kudos
Latest Reply
Yogesh_Verma_
Contributor
  • 1 kudos

The endpoint is working since you’re receiving responses, but the inference table isn’t capturing any records. This points to a logging/compatibility issue rather than request handling. Please confirm inference logging is enabled, verify permissions,...

  • 1 kudos
Joy233
by New Contributor II
  • 722 Views
  • 1 replies
  • 3 kudos

Resolved! Genie properties management, how to import/export?

Does anyone know how to import/export Genie space properties, such as instructions, trusted assets and column comments? Try to find an automated way to manage the genie space in dev/prod stage and ensure consistency among developers.I noticed when I ...

  • 722 Views
  • 1 replies
  • 3 kudos
Latest Reply
Advika
Databricks Employee
  • 3 kudos

Hello @Joy233! Currently, there’s no built-in feature for importing or exporting Genie Spaces. For now, you’ll need to manually manage metadata until the team introduces this capability in future.

  • 3 kudos
joubin
by New Contributor
  • 788 Views
  • 1 replies
  • 0 kudos

Resolved! Individual account + Databricks managed MCP servers

Hi,I have signed up for Databricks Free Edition and I'm trying to experiment with setting for Agentic AI dev which I'd like to introduce at work.When I run test Python script, I get the following:Databricks managed MCP servers are not enabled. Please...

  • 788 Views
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Latest Reply
Advika
Databricks Employee
  • 0 kudos

Hello @joubin! This feature requires beta enrollment, which isn’t supported in Free Edition. To use it, you’d need to upgrade to a paid workspace.

  • 0 kudos
davidwilliam25
by New Contributor II
  • 405 Views
  • 1 replies
  • 0 kudos

Dario Schiraldi, Senior Executive at Deutsche Bank Introduction

Hello Community, Dario Schiraldi Deutsche Bank Executive, is renowned for his strategic insight and leadership in enhancing financial services. He significantly influences the firm’s global strategy and contributes to its success across international...

  • 405 Views
  • 1 replies
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Latest Reply
WiliamRosa
Contributor
  • 0 kudos

Hi @davidwilliam25, I suggest checking out https://community.databricks.com/t5/learning-paths/ct-p/databricks-learning-paths— there are some really interesting resources there that might help you.

  • 0 kudos
avinashk
by New Contributor III
  • 349 Views
  • 1 replies
  • 1 kudos

NPM ERROR Deploying Databricks app

Hello everyone. I have developed a node.js application and trying to deploy it in databricks. But I am seeing the following error 2025-08-14 10:43:09SYSTEM npm error This is an error with npm itself. Please report this error at:2025-08-14 10:43:09SYS...

  • 349 Views
  • 1 replies
  • 1 kudos
Latest Reply
SP_6721
Honored Contributor
  • 1 kudos

Hi @avinashk ,Try downgrading your Node.js version, as certain versions can cause this issue. Also, clearing the npm cache and reinstalling your dependencies may resolve this issue.

  • 1 kudos
momo0101
by New Contributor II
  • 396 Views
  • 1 replies
  • 1 kudos

Azure Databricks Workspace Permission Issues

Hi Databricks support team,I'm using databricks-claude-sonnet-3.7 through Azure Databricks, and I got this error: Error: 403 {"error_code":"PERMISSION_DENIED","message":"PERMISSION_DENIED: Endpoint databricks-claude-sonnet-3.7 is not allowed to be us...

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

Hi @momo0101 ,Unfortunately we can't help you enable it. This endpoint needs to be manually enabled by Databricks for your workspace. You have 2 options:- wait until Anthropic will resolve capacity issues and then this endpoint will be again availabl...

  • 1 kudos
jasoncarter789
by New Contributor III
  • 14665 Views
  • 1 replies
  • 3 kudos

Resolved! GenAI Databricks

I intend to use databricks  for GenAI an specialize in it, any suggestions?

  • 14665 Views
  • 1 replies
  • 3 kudos
Latest Reply
WiliamRosa
Contributor
  • 3 kudos

Use the official certification training at the link below: https://www.databricks.com/learn/certification/genai-engineer-associate

  • 3 kudos
avinashk
by New Contributor III
  • 903 Views
  • 4 replies
  • 5 kudos

Resolved! Databricks Genie API - Get conversation message

Hello team, I am trying to call the data bricks genie APIs from a frontend with NodeJS. I was able to test most of the APIs and was successful in getting response from all. But since yesterday afternoon, the below API GET /api/2.0/genie/spaces/{space...

  • 903 Views
  • 4 replies
  • 5 kudos
Latest Reply
BS_THE_ANALYST
Esteemed Contributor III
  • 5 kudos

@avinashk thanks for the update! Glad it's resolved.All the best,BS

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3 More Replies
devipriya
by New Contributor III
  • 687 Views
  • 1 replies
  • 3 kudos

Resolved! Model used by Genie

What’s the exact LLM powering Databricks Genie? If there’s more than one, which one mainly handles the responses?

  • 687 Views
  • 1 replies
  • 3 kudos
Latest Reply
szymon_dybczak
Esteemed Contributor III
  • 3 kudos

Hi @devipriya ,Genie uses Azure OpenAI. You can find more details at below documentation entry: https://docs.databricks.com/aws/en/databricks-ai/databricks-ai-trust#partner-powered-vs-databricks-powered-features

  • 3 kudos
vashistaT
by New Contributor II
  • 806 Views
  • 2 replies
  • 3 kudos

mlflow Dependency Error with pydantic

Getting the following error while running the default base template for "Create Agent Notebook" under playground. /mlflow/types/agent.py", line 57, in check_content_and_tool_calls content = values.content AttributeError: 'pydantic_core._pydantic_core...

  • 806 Views
  • 2 replies
  • 3 kudos
Latest Reply
DinoSaluzzi
New Contributor III
  • 3 kudos

Hi!, had the same problem. Mlflow 3.2 just came out today and solve this issue. 

  • 3 kudos
1 More Replies
JN_Bristol
by Contributor
  • 1331 Views
  • 4 replies
  • 1 kudos

ai_parse_document struggling to detect pdf

Hi helpful experts I'm writing my first PySpark Notebook that makes use of the new `ai_parse_document` function.  I am basically following the code example from here: https://learn.microsoft.com/en-gb/azure/databricks/sql/language-manual/functions/ai...

  • 1331 Views
  • 4 replies
  • 1 kudos
Latest Reply
Sharanya13
Contributor III
  • 1 kudos

@JN_Bristol Can you describe the PDF document (size, contents) or share it? I have mixed experience with ai_parse

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3 More Replies
king728
by New Contributor
  • 1185 Views
  • 1 replies
  • 0 kudos

Resolved! Claude 4 models are unusable

Litterally can't get a response from either model without getting TEMPORARILY_UNAVAILABLE error. Is there quota for these models can't find it anywhere in the docs. 

  • 1185 Views
  • 1 replies
  • 0 kudos
Latest Reply
Vinay_M_R
Databricks Employee
  • 0 kudos

Hello @king728 , Claude 4 models are currently encountering issues related to availability, specifically resulting in the TEMPORARILY_UNAVAILABLE error. This situation appears from capacity constraints and throttling rather than an explicit quota lim...

  • 0 kudos
raresaxpo
by New Contributor
  • 507 Views
  • 1 replies
  • 0 kudos

Displaying plots in custom AI Agents

I am trying to build an agent that uses custom functions running python code. However, I can't find a way to make the agent display plots or images. How can I tackle this?

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

Hello @raresaxpo Good day!The content was asked from GPT to make a structured response but the whole process is not from GPT. Step-by-Step Guide: Building an AI Data Visualization AgentThis guide provides a detailed walkthrough to help you build a fu...

  • 0 kudos
Vini_Coin
by New Contributor
  • 1205 Views
  • 2 replies
  • 0 kudos

Sentiment analysis using GEN AI

Has someone started a sentiment analysis in customer surveys using gen AI? How was the experience?

  • 1205 Views
  • 2 replies
  • 0 kudos
Latest Reply
nayan_wylde
Esteemed Contributor
  • 0 kudos

@Vini_Coin I recently did a sentiment analysis on a table and used the AI function ai_analyze_sentiment in databricks it was very simple without needing to write a model or long code. here is the doc if you want to refer.https://learn.microsoft.com/e...

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1 More Replies
Tee_O
by New Contributor II
  • 1563 Views
  • 1 replies
  • 1 kudos

Chatbot Deployment Error on Databricks

Hi All,I am trying to deploy a chatbot on databricks and I get this error in the build log:Build could not start due to an internal error. If you are serving a model from UC and Azure storage firewall or Private Link is configured on your storage acc...

  • 1563 Views
  • 1 replies
  • 1 kudos
Latest Reply
Vidhi_Khaitan
Databricks Employee
  • 1 kudos

Hi team,The underlying cause of this issue is an incorrect Network Connectivity Configuration (NCC) for Azure Storage in the Databricks environment. The NCC determines which resources are accessible from within the Databricks environment. If the NCC ...

  • 1 kudos

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