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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
  • 38235 Views
  • 22 replies
  • 48 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
  • 38235 Views
  • 22 replies
  • 48 kudos
Latest Reply
Darshan137
New Contributor II
  • 48 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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longht
by New Contributor II
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Resolved! What is the difference between Databricks vector search vs Mosaic AI Vector Search?

What is the difference between Databricks Vector Search and Mosaic AI Vector Search?As I understand it, the core features of Databricks Vector Search have been integrated into Mosaic AI Vector Search. Does that mean Databricks Vector Search is a depr...

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longht
New Contributor II
  • 4 kudos

thank you @Renu_ and @Sharanya13 for your explainations. Appreciate it!

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vedants
by New Contributor
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Databricks MCP to VsCode

HelloI was hoping for some guidance on databricks MCP configuration?I understand it is in Beta release.I would like to understand- authenticating databricks with vscode- mcp server config to add in vscode

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charlie_wei
New Contributor III
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Connecting VS Code and GitHub Copilot to the Databricks Managed MCP Server 

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prakashhinduja
by New Contributor III
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  • 1 replies
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Resolved! Introduction of Prakash Hinduja Switzerland (Swiss)

Hi Everyone, I'm Prakash Hinduja from Geneva, Switzerland (Swiss), I'm a financial strategist with deep experience in both traditional and emerging markets, I help clients build and preserve wealth through high-impact strategies in sustainable energy...

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Latest Reply
Advika
Community Manager
  • 4 kudos

Welcome to the community, @prakashhinduja, it's great to have you with us! As you explore the Community, be sure to check out the Technical Blogs, to explore in-depth articles and real-world use cases. If you have any technical questions, post them u...

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Malthe
by Valued Contributor II
  • 3350 Views
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Resolved! View inheritance of table and column comments

Reading through the documentation and searching in the community forum, I'm getting conflicting information on how views might inherit table and column comments from the underlying tables in a Genie context.My question is, to what extent does Genie p...

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lingareddy_Alva
Esteemed Contributor
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Hi @Malthe Based on the current understanding of Genie's behavior:Comment Inheritance in Genie ViewsWhat Genie typically inherits:- Column descriptions from underlying tables are often picked up automatically- Basic column metadata (data types, nulla...

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sengkchu
by New Contributor III
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Resolved! ProgramOfThought module in Dspy error in Databricks notebooks

This module uses deno, but even after installing it. I get a permissions error. Anyone encountered this before?Failed to run ProgramOfThought: [Errno 13] Permission denied: 'deno'

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sengkchu
New Contributor III
  • 1 kudos

Got it working @Renu_  I needed to add the permissions in my notebook as I am on serverless. import ospath = "/local_disk0/.ephemeral_nfs/envs/{Python_Env_instance}/bin/deno"os.chmod(path, 0o777)

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ninicky
by New Contributor II
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Is the basic model considering adding Claude 4 Opus?

Is the basic model considering adding Claude 4 Opus? It should be the strongest model in the world right now, and AWS already supports it.

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Vinay_M_R
Databricks Employee
  • 1 kudos

Hello @ninicky, 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 first-par...

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RadhikRajendran
by New Contributor II
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Issue with RAG - Review app - endpoint failed to stream the response

Hi Databricks Support,I am facing issue for using - RAG review app endpoint url. Error message: The endpoint failed to stream the response. Retrying without streaming.The RAG endpoint url was created earlier and it worked with review app, at the time...

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Latest Reply
MariuszK
Valued Contributor III
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Can you share error details? I updated it without an porblme using mlflow.

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smpa01
by Contributor
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Resolved! ai_query issue

As per  the doc , one can execute an ai_query in python. But I am sot sure why I can'tWorks in SQLselect 1 as colA, ai_query('databricks-llama-4-maverick', 'what is 2+2') as testBut not in sparkdf = spark.sql("select 1 as colA") df = df.selectExpr(""...

  • 12312 Views
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Vinay_M_R
Databricks Employee
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Hello @smpa01, I tried to reproduce this issue internally and it worked for me as expected in spark as well. I am sharing below screenshot for your reference: I used DBR 15.4 LTS and serverless it worked on both

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Remy
by New Contributor II
  • 2171 Views
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Questions about the Knowledge Assistant during agentBrick

hello.I'm testing agentBricks right now. As I'm testing, I have a few questions that I'd like to ask.1) Is it possible to input the schema in a format with input and output?2) In the free trial, when I create a vector search index and utilize it as a...

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Renu_
Valued Contributor II
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Hi @Remy, Yes, you can define input and output schemas in Databricks, typically using formats like Python dictionaries, especially when working with Vector Search indexes.Free Edition allows only one Vector Search endpoint per workspace, so creating ...

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jcastro
by New Contributor
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How to use `predict_stream` in Databricks deployed ChatAgent.

Hello,We are working on a solution to have a streaming chat agent. Our agent works fine in the Playground but when we try to call it as an api under /invocations, the streaming does not work. 

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Vinay_M_R
Databricks Employee
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Hello @jcastro I wish you a wonderful day ahead! Databricks recommends the MLflow ChatAgent interface to author production-grade agents. These ChatAgent provides advanced agent capabilities like Streaming output to enable interactive user experiences...

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MattB
by New Contributor III
  • 163456 Views
  • 12 replies
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AI/BI Genie - Call

HiIs there any way to call a Genie space from a notebook and get the response ? Is there any API available?#genie, #databricksgenie, #databricks_genie

  • 163456 Views
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Latest Reply
tomtillo
New Contributor II
  • 11 kudos

Here's the GEnie API Docs - currently in public preview. > Genie API | REST API reference | Databricks on AWSYou can connect to your Genie Spaces and interact with it programmatically.  

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amitkumarvish
by Databricks Partner
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Resolved! Delta Sync index - Slow Sync Performance from Delta Table to Mosaic AI Vector

I'm currently working with Mosaic AI Vector Search on Databricks and using a Delta Sync index (TRIGGERED) to sync from a Delta table (with embedding column already precomputed) to a vector index.However, I'm noticing the sync process is quite slow Ro...

  • 5752 Views
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Latest Reply
Vinay_M_R
Databricks Employee
  • 1 kudos

Hello @amitkumarvish , I wish you a wonderful day ahead! This could be due to dimension mismatch between precomputed embeddings and index expectations or due to storing unnecessary metadata columns or binary data in metadata fields which may creates ...

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hemeiling
by New Contributor
  • 1153 Views
  • 1 replies
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How to build MLOps

How to use Databricks to build MLOps

  • 1153 Views
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Latest Reply
Renu_
Valued Contributor II
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Hi @hemeiling, To build MLOps on Databricks, you can manage the full machine learning lifecycle in one unified platform. Start by preparing your data using Delta Lake and notebooks. Then, train and track models using MLflow, which lets you log metric...

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Rjdudley
by Honored Contributor
  • 4650 Views
  • 1 replies
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Resolved! Azure Databricks: Where are foundation models hosted

In the updated Supported models for Databricks Foundation Models APIs - Azure Databricks | Microsoft Learn document, it's stated that Claude 3.7 and 4 Opus are " hosted by Databricks Inc. in AWS".  Is that accurate for Azure Databricks, or is there a...

  • 4650 Views
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qlmahga2
New Contributor III
  • 0 kudos

Claude is not hosted on Azure. Only Amazon Bedrock and Google Cloud's Vertex AI. Databricks hosts it through AWS within their security perimeter; i.e., requests go through Amazon Bedrock (Fig. 1), as indicated by the model name in AWS format and the ...

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