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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
  • 31397 Views
  • 19 replies
  • 38 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
  • 31397 Views
  • 19 replies
  • 38 kudos
Latest Reply
Poorva21
New Contributor III
  • 38 kudos

This is an exciting step forward from Databricks! Looking forward to diving into the curriculum and exploring what's next in the world of data + AI! Thanks for sharing @Sujitha 

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KrzysztofPrzyso
by New Contributor III
  • 5245 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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Latest Reply
Louis_Frolio
Databricks Employee
  • 1 kudos

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
  • 4704 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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Latest Reply
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
  • 411 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...

  • 411 Views
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Latest Reply
Harris234
New Contributor II
  • 0 kudos

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
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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
  • 15339 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 

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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
  • 243 Views
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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...

  • 243 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
  • 209 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 ...

  • 209 Views
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Latest Reply
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
  • 827 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 ->...

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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
  • 293 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...

  • 293 Views
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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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wind2025
by New Contributor II
  • 4589 Views
  • 3 replies
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I am struggling on complicated RAG code for Mosaic evaluation deployment

I want to know how I can apply some complicated RAG designs so I can directly deploy on the Mosaic AI evaluation UI. There are two cases:1. two or more index retrieval as independent tools (parallel retrievals)2.two index retrieval processes that dep...

  • 4589 Views
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CharlotteMarti2
New Contributor III
  • 1 kudos

Hi @wind2025, for Mosaic RAG setups:Parallel retrievals: independent retrievers feeding one or multiple LLMs.Linear retrievals: chain retrievers so output of one filters the next.Independent RAG chains: define separate chains and register both as too...

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Louis_Frolio
by Databricks Employee
  • 848 Views
  • 1 replies
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Function Calling and Tool Integration: Empowering Agents to Take Action

Function calling is what truly unlocks an agent’s potential on Databricks. It’s the bridge between conversation and action — turning an LLM from a chatty assistant into an autonomous system that actually gets stuff done. Imagine this: an agent that c...

Generative AI
Agent Bricks
Agentic AI
  • 848 Views
  • 1 replies
  • 1 kudos
Latest Reply
Thompson2345
New Contributor III
  • 1 kudos

To strike the right balance, I’d focus on modular, well-documented tools with strict access control. Each callable function should have:Clear purpose & description – so the LLM knows when to invoke it.Input/output validation – prevents unintended act...

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hammad
by New Contributor
  • 6883 Views
  • 3 replies
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How can we serve Genie as an endpoint model like RAG?

Is there any way to serve genie bot as a endpoint model like we serve RAG models. So we can access the genie bot outside the genie space?

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dkushari
Databricks Employee
  • 0 kudos

Hi @hammad, you can use AgentBricks - Multi Agent Supervisor to achieve the same result. You also use Genie as a Databricks-managed MCP tool. Depending on your situation, you can choose the option that suits you best.

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xiinex
by New Contributor
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Resolved! Exception: The demo llm-rag-chatbot doesn't exist.

Hello,when I try to bring the demo environment (LLM Chatbot With Retrieval Augmented Generation (RAG) and DBRX) into my Databricks workspace, I get the following error: Exception: The demo llm-rag-chatbot doesn't exist.I execute the following code: %...

  • 4380 Views
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dkushari
Databricks Employee
  • 1 kudos

Hi @xiinex - You are right. This demo is now deprecated. Please use the ai-agent demo.  

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Mariano-Vertiz
by New Contributor II
  • 1046 Views
  • 5 replies
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Resolved! Problems with unstructured_data_pipeline

Hi everyone,I'm currently working with the unstructured data pipeline in Databricks, using the official notebook provided by Databricks without any modifications. Strangely, despite being an out-of-the-box resource, the notebook fails during executio...

  • 1046 Views
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Latest Reply
dkushari
Databricks Employee
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Hi @Mariano-Vertiz - Which access mode are you using for your cluster - dedicated or standard? I think it is failing as a standard cluster does not allow the low-level operation it is trying to perform in cell 42. Is that where it's failing? I tried ...

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Sangamswadik
by New Contributor III
  • 5156 Views
  • 1 replies
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Resolved! Error when logging artifact OSError: [Errno 5] Input/output error: '/dbfs/Volumes'

Hi, I'm building an streamlit application on databricks apps, where user can upload some data , and I run an  LLM model and return results. There, I want to log an artifact to a volume. I'm following this documentation https://docs.databricks.com/aws...

  • 5156 Views
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mark_ott
Databricks Employee
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The error   text OSError: [Errno 5] Input/output error: '/dbfs/Volumes' occurs because Databricks Apps (including Streamlit apps running on Databricks) currently do not have direct write access to /dbfs/Volumes for artifact logging via M...

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