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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
  • 35925 Views
  • 22 replies
  • 47 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
  • 35925 Views
  • 22 replies
  • 47 kudos
Latest Reply
Darshan137
New Contributor II
  • 47 kudos

Dear Certifications TeamI have completed full Generative AI Engineering Pathway, so I received module wise knowledge badge but I didn't received the overall certificate which mentioned in description which is Generative AI Engineer with one Star. Req...

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21 More Replies
avinashk
by New Contributor III
  • 1273 Views
  • 1 replies
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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...

  • 1273 Views
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Latest Reply
SP_6721
Honored Contributor II
  • 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.

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momo0101
by New Contributor II
  • 922 Views
  • 1 replies
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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...

  • 922 Views
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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...

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jasoncarter789
by New Contributor III
  • 15222 Views
  • 1 replies
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Resolved! GenAI Databricks

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

  • 15222 Views
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Latest Reply
WiliamRosa
Databricks Partner
  • 3 kudos

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

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avinashk
by New Contributor III
  • 2199 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...

  • 2199 Views
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Latest Reply
BS_THE_ANALYST
Databricks Partner
  • 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
  • 4517 Views
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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?

  • 4517 Views
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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

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vashistaT
by New Contributor II
  • 1644 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...

  • 1644 Views
  • 2 replies
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Latest Reply
DinoSaluzzi
New Contributor III
  • 3 kudos

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

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1 More Replies
king728
by New Contributor
  • 1962 Views
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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. 

  • 1962 Views
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Latest Reply
Vinay_M_R
Databricks Employee
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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...

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raresaxpo
by New Contributor
  • 1712 Views
  • 1 replies
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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?

  • 1712 Views
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Latest Reply
Khaja_Zaffer
Esteemed Contributor
  • 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...

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Vini_Coin
by New Contributor II
  • 1849 Views
  • 2 replies
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Sentiment analysis using GEN AI

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

  • 1849 Views
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Latest Reply
nayan_wylde
Esteemed Contributor II
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@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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Tee_O
by New Contributor II
  • 2229 Views
  • 1 replies
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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...

  • 2229 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 ...

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darioschiraldi9
by New Contributor II
  • 702 Views
  • 0 replies
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Newbie Dario Schiraldi, CEO of Travel Works

Hello Community, Hi, I’m Dario Schiraldi, CEO of Travel Works. I’m excited to join the Databricks community to connect with innovators who are shaping the future of data and AI. I’m here to learn, contribute, and collaborate around scalable data solu...

  • 702 Views
  • 0 replies
  • 1 kudos
fcardoze
by New Contributor III
  • 6327 Views
  • 4 replies
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Pydantic usage for structured output with provisioned LLM

Hi,I am looking for a resource that has examples of using Pydantic with a provisioned LLM on Databricks to get structured output.I can find many examples of using Pydantic with LLMs, but not on the Databricks.My use case is to extract text from image...

  • 6327 Views
  • 4 replies
  • 1 kudos
Latest Reply
fcardoze
New Contributor III
  • 1 kudos

Thank you!

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3 More Replies
vishxlrxghxv
by New Contributor III
  • 3904 Views
  • 4 replies
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Resolved! Problem with Review App

I’m trying to deploy a Databricks Review App, but I’m running into the following error.Interestingly, the same code works fine when executed from a Databricks Notebook.Does anyone know what might be going wrong here? Could this be a bug with the Revi...

  • 3904 Views
  • 4 replies
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Latest Reply
Amruth_Ashok
Databricks Employee
  • 1 kudos

I recently wrote a KB article on this. Let me know if this helps!TLDR: Databricks Apps are lightweight, container-based runtimes designed for UI rendering and light orchestration. They do not ship with an Apache Spark driver, executor, or JVM. Any ca...

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prakashhinduja
by New Contributor III
  • 4056 Views
  • 5 replies
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Prakash Hinduja Switzerland (Swiss) How do I build a RAG pipeline on Databricks?

Hello DataBricks Community,I'm Prakash Hinduja from Geneva, Switzerland (Swiss). As a financial strategist, I play an active role in strengthening the Swiss investment market. By connecting global investors with high-potential opportunities across Sw...

  • 4056 Views
  • 5 replies
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Latest Reply
simonsmart
New Contributor II
  • 5 kudos

@Khaja_Zaffer It's actually a weird type of spam - see simon-smart88/Hinduja_spam on GitHub. I've reported this post.

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4 More Replies
SandipCoder
by New Contributor II
  • 4766 Views
  • 1 replies
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How can we deploy a custom model

Goal:Let's say we have a custom function with arbitrary python code . And we want to deploy that as model as we wanted to generate an API endpoint .So that that can be accessed from external applications.I am attaching the below code I have tried .If...

Generative AI
GenAI
modelcreation
  • 4766 Views
  • 1 replies
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Latest Reply
Vidhi_Khaitan
Databricks Employee
  • 0 kudos

Hi @SandipCoder I believe that you are not seeing an output because you're calling the MLflow model via a REST API endpoint. MLflow’s REST API expects the inputs to be a DataFrame-like structure, not just a single string.Instead of passing this - {"i...

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