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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
  • 31379 Views
  • 19 replies
  • 37 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
  • 31379 Views
  • 19 replies
  • 37 kudos
Latest Reply
Poorva21
New Contributor III
  • 37 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 

  • 37 kudos
18 More Replies
Sujitha
by Databricks Employee
  • 31379 Views
  • 19 replies
  • 37 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
  • 31379 Views
  • 19 replies
  • 37 kudos
Latest Reply
Poorva21
New Contributor III
  • 37 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 

  • 37 kudos
18 More Replies
Daya3189
by New Contributor II
  • 261 Views
  • 1 replies
  • 1 kudos

Databricks app services

Hi- I have built node.js based chatbot app that uses Azure OpenAI API to build connection and get query answers from it. I am using my organization deployed API on azure that requires cert.pem and cacert.pem certificates to authenticate. everything i...

  • 261 Views
  • 1 replies
  • 1 kudos
Latest Reply
stbjelcevic
Databricks Employee
  • 1 kudos

Hi @Daya3189 , Your local system likely has the organization's certificates installed in the Windows/Mac system trust store, which Node.js (or your browser) can read. On Databricks, the app runs in a secure, isolated Linux container. It has no knowle...

  • 1 kudos
andcch552
by New Contributor
  • 215 Views
  • 1 replies
  • 0 kudos

Slow Delta write when creating embeddings with mapPartitions

I’m trying to generate 35k+ embeddings in Databricks. What I’ve tried so far:Per-row UDF (very slow).Replaced UDF with rdd.mapPartitions to batch API calls, create one Azure client per partition, and call client.embed_documents(texts) in batches. Thi...

  • 215 Views
  • 1 replies
  • 0 kudos
Latest Reply
bianca_unifeye
Contributor
  • 0 kudos

HiYou’ve optimised the embedding side really nicely already, batching in mapPartitions and creating one Azure client per partition is exactly what we recommend.For 35k rows, if embedding is fast but the Delta write/commit is slow, it’s almost always ...

  • 0 kudos
rajcoder
by New Contributor II
  • 775 Views
  • 3 replies
  • 3 kudos

Resolved! Issue with ai_parse_document Not Extracting Text from Images in PDF

Hello Team,I hope you are doing well.I am a student currently exploring Databricks and learning how to work with the "ai parse document" function. While experimenting, I encountered a couple of issues related to text extraction from images inside PDF...

  • 775 Views
  • 3 replies
  • 3 kudos
Latest Reply
rajcoder
New Contributor II
  • 3 kudos

Thank you for your reply!Yes, I have gone through your article — it explains very well how to extract text content from PDFs. However, I am facing a different issue.In my case, the PDF contains multiple images and paragraphs, but "ai_parse_document" ...

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2 More Replies
Suheb
by Contributor
  • 176 Views
  • 1 replies
  • 0 kudos

What is the difference between full fine-tuning, LoRA, and p-tuning on Databricks?

How are these three methods different?Full Fine-TuningLoRAP-Tuning

  • 176 Views
  • 1 replies
  • 0 kudos
Latest Reply
saurabh18cs
Honored Contributor II
  • 0 kudos

Hi @Suheb Summary Table:Method What’s Tuned Speed/Cost Flexibility Use CaseFull Fine-TuningAll model weightsSlow/HighMaximumCustom tasks, large dataLoRASmall adapter layersFast/LowHighEfficient adaptationp-tuningPrompt embeddingsFastest/LowLimitedPro...

  • 0 kudos
Hemanthr
by New Contributor
  • 224 Views
  • 1 replies
  • 0 kudos

Genie - Value dictionary

When I add the tables to the genie space, it automatically turns on the value dictionary for first 120 string fields, Is there a way to disable them by default and add only to the needed fields later?I am working in curating responses for around 15 t...

  • 224 Views
  • 1 replies
  • 0 kudos
Latest Reply
Hubert-Dudek
Databricks MVP
  • 0 kudos

"Value sampling is enabled by default for all Genie spaces." The only solution that I see is to build json and use as a serialized_space template https://docs.databricks.com/api/azure/workspace/genie/getspace

  • 0 kudos
Suheb
by Contributor
  • 443 Views
  • 1 replies
  • 1 kudos

Resolved! How do I build a robust multi-agent system (e.g. using Agent Bricks / Genie) on Databricks, while en

How can I set up several AI agents on Databricks that work together at the same time, and make sure they don’t mess up the data or break the system?

  • 443 Views
  • 1 replies
  • 1 kudos
Latest Reply
KaushalVachhani
Databricks Employee
  • 1 kudos

@Suheb, Depends on your usecase. However, if it fits, I would recommend that you start with a multi-agent supervisor if you have the agents from the list below An existing Agent Bricks: Knowledge Assistant(/generative-ai/agent-bricks/knowledge-assist...

  • 1 kudos
snarayan
by New Contributor III
  • 390 Views
  • 3 replies
  • 4 kudos

Multi‑Agent Supervisor: url_citation (source links) not shown in Playground — why and how to enable?

I’m seeing a difference in citation behavior between a single Knowledge Assistant (KA) agent and the Multi‑Agent Supervisor setup.What I testedIn Agent Bricks → Knowledge Assistant, I created an agent that returns citations with links (e.g., url_cita...

  • 390 Views
  • 3 replies
  • 4 kudos
Latest Reply
Hubert-Dudek
Databricks MVP
  • 4 kudos

@snarayan great feedback what should be improved!

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2 More Replies
snarayan
by New Contributor III
  • 634 Views
  • 2 replies
  • 2 kudos

How to Increase HTTP Request Timeout for Databricks App Beyond 120 Seconds?

I’ve built a Databricks App using Gradio that leverages predict_stream to get streaming responses from a multi-agent supervisor. The app coordinates reasoning across four knowledge agents, so the model uses a long chain-of-thought process before retu...

  • 634 Views
  • 2 replies
  • 2 kudos
Latest Reply
szymon_dybczak
Esteemed Contributor III
  • 2 kudos

Hi @snarayan ,I think you might be hitting timeout from model serving endpoint:Debug model serving timeouts - Azure Databricks | Microsoft LearnYou can try to increase timeout using environment variables using the Serving UI or programmatically using...

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1 More Replies
maikel
by New Contributor III
  • 645 Views
  • 9 replies
  • 2 kudos

Resolved! Custom MCP deployment

Hi Community!I have a question - could somebody please guide me how to deploy my custom MCP server to databricks?What I would like to achieve is the following:I have a unity catalog in databricks for which I would like to have MCPif the data in unity...

  • 645 Views
  • 9 replies
  • 2 kudos
Latest Reply
maikel
New Contributor III
  • 2 kudos

@Hubert-Dudek ! Okay, I did not know about it! Unfortunately in my databricks workspace a can see Agent Bricks as Coming Soon  

  • 2 kudos
8 More Replies
Shivani_Pande
by New Contributor III
  • 496 Views
  • 3 replies
  • 3 kudos

Resolved! Serving model issue in databricks

I’m facing an issue while trying to deploy a custom pyfunc model for Qwen3-Embedding-8B (GGUF format) registered in Unity Catalog. The GGUF model file is stored inside a Unity Catalog Volume, and during model training and registration everything work...

  • 496 Views
  • 3 replies
  • 3 kudos
Latest Reply
Shivani_Pande
New Contributor III
  • 3 kudos

Thank you so much. That solved my problem

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2 More Replies
Prashanthkumar
by New Contributor III
  • 1703 Views
  • 5 replies
  • 2 kudos

Resolved! Databricks Genie new space creation using API

I am exploring an option to see if Databricks Genie can be created using API or using python script?

  • 1703 Views
  • 5 replies
  • 2 kudos
Latest Reply
mcassis15
Databricks Employee
  • 2 kudos

A recent update introduced the ability to create, update, and delete genie spaces. By stringing these together into your CI/CD pipeline, you should be able to accomplish everything you need. It is not in the SDK or DABs quite yet, but keep an eye out...

  • 2 kudos
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Suheb
by Contributor
  • 306 Views
  • 3 replies
  • 1 kudos

What is the core goal of your project or what problem are you trying to solve with generative AI or

What problem are you trying to solve using Databricks and generative AI?

  • 306 Views
  • 3 replies
  • 1 kudos
Latest Reply
iyashk-DB
Databricks Employee
  • 1 kudos

Below are high-impact problems you can solve with Databricks and generative AI, grounded in your enterprise data and governed end to end. Customer and employee knowledge accessBuild RAG-powered knowledge assistants that answer questions over your pr...

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2 More Replies
shivamrai162
by New Contributor III
  • 400 Views
  • 3 replies
  • 2 kudos

Resolved! Multi Agent Supervisor not able to coordinate with genie when deployed as a databricks app

Hello,I've provided necessary permissions to a chatbot that i created using DAB and deployed on databricks apps following this documentation. At the backend its using below agentsMulti Agent SupervisorKnowledge AssistantAI/BI GenieI've provided can_q...

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  • 400 Views
  • 3 replies
  • 2 kudos
Latest Reply
shivamrai162
New Contributor III
  • 2 kudos

Hello Bianca,After following what you told, i found issues at two levelsOne was the missing genie-space configuration within databricks.ymlOther was with granting permissions to the service principal (app identity) access to the underlying tables.tha...

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rafaelgildin
by New Contributor II
  • 750 Views
  • 3 replies
  • 1 kudos

Error from mlflow traces in Databricks notebook

I'm unable to log my traces in my mlflow experiments.The goal is to have the tracing from my genAI calls like described in Tutorial: Connect your development environment to MLflow .So I'm able to create my experiment run, but they are every time empt...

rafaelgildin_0-1764261207256.png
  • 750 Views
  • 3 replies
  • 1 kudos
Latest Reply
iyashk-DB
Databricks Employee
  • 1 kudos

@rafaelgildin , I see that you have raised an Issue in the OSS mlflow repo, while the issue that you are encountering is on Databricks. The issue here is that you are explicitly adding trace.set_tracer_provider(tracer_provider). Databricks installs i...

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