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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
  • 29967 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
  • 29967 Views
  • 18 replies
  • 33 kudos
Latest Reply
AIChief
New Contributor II
  • 33 kudos

thanks for sharing

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Karthik_Karanm
by New Contributor III
  • 1070 Views
  • 1 replies
  • 1 kudos

Permission Denied for Genie Auto-Generated Service Principal on SQL Endpoint in Playground

Hi community,Use Genie in multi-agent systems | Databricks DocumentationI’ve developed a multi-agent Genie in Databricks and integrated it with vector indexes. The setup works fine during model logging and prediction. The system successfully register...

  • 1070 Views
  • 1 replies
  • 1 kudos
Latest Reply
dkushari
Databricks Employee
  • 1 kudos

Hi @Karthik_Karanm - Can you ensure to add the Genie in the resources as mentioned in the TODO of the cell. To enable automatic authentication, specify the dependent Databricks resources when calling mlflow.pyfunc.log_model(). TODO: If your Unity Ca...

  • 1 kudos
stexil
by New Contributor
  • 615 Views
  • 2 replies
  • 0 kudos

Utilizing Genie AI with Workflows

As subject says, is this possible via creating a python script that calls agent.predict etc...? Similar to thisagent.predict( { "messages": [{"role": "user", "content": "...the question we want to ask Genie..."}], } )I want to implement Genie AI, and...

  • 615 Views
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Latest Reply
dkushari
Databricks Employee
  • 0 kudos

Hi @stexil, you can achieve this by using Genie as an agent in a multi-agent system. If you prefer to use code then follow this - https://docs.databricks.com/aws/en/generative-ai/agent-framework/multi-agent-genie#gsc.tab=0. If you want to use point a...

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JingXie
by New Contributor II
  • 948 Views
  • 2 replies
  • 2 kudos

Resolved! Model serving endpoint API error - Mosaic AI Agents API

Hi, I have built a Chatbot App using Streamlit (through Databricks Apps UI). The chatbot backend is a custom RAG model which is built by following this example notebook: 02-Deploy-RAG-Chatbot-Model.The needed databricks packages are installed: databr...

  • 948 Views
  • 2 replies
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Latest Reply
stbjelcevic
Databricks Employee
  • 2 kudos

Hi @JingXie, This is a classic authentication token issue, but it's happening in a different place than you might think. The Invalid Token error is not coming from your Streamlit App's call to your chatbot_poc endpoint. It's coming from inside your c...

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brahaman
by New Contributor II
  • 813 Views
  • 1 replies
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Resolved! DatabricksVectorSearch seems to crash when served

Hey y'all !So I'm experimenting with the Databricks' DatanircksVectorSearch class in Python to serve as a tool that can be used by an agent. When I run it on a notebook, I get the following error:"[NOTICE] Using a notebook authentication token. Recom...

  • 813 Views
  • 1 replies
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Latest Reply
Louis_Frolio
Databricks Employee
  • 0 kudos

Hello @brahaman ,  The notice you're seeing is exactly what's causing the authentication issue when your agent is deployed. When running in a notebook, the `DatabricksVectorSearch` class automatically uses your notebook authentication token (which wo...

  • 0 kudos
Prashanthkumar
by New Contributor III
  • 2986 Views
  • 3 replies
  • 2 kudos

Resolved! Whether Databricks has any plans to Integrate Databricks Genie with Azure OpenAI?

Hi,I am checking to see if Databricks has any plans to Integrate Databricks Genie with Azure OpenAI? as I know Databricks Genie is designed to work with Databricks' data ecosystem itself. But is there any plans to enhance this capability where we can...

  • 2986 Views
  • 3 replies
  • 2 kudos
Latest Reply
Louis_Frolio
Databricks Employee
  • 2 kudos

@Prashanthkumar , if you are satisfied with my response would you mind clicking on "Accept as Solution" so that others will have confidence in the answer. Thanks, Louis.

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brahaman
by New Contributor II
  • 393 Views
  • 2 replies
  • 1 kudos

Agent Serving Not Able To Use Route Optimisation

Hey y'all !I have model that I already serve with `agents.deploy` and works fine.I wanted to try out the Route Optimisation features as it can be found in the Edit tab of a model serving by adding in the creation via the API call (https://docs.databr...

  • 393 Views
  • 2 replies
  • 1 kudos
Latest Reply
MandyR
Databricks Employee
  • 1 kudos

@brahaman If this has solved your issue, please click the Accept as Solution button. Thanks! 

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mmoise
by New Contributor
  • 269 Views
  • 1 replies
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Cannot create databricks app using knowledge assistant

Hello, I built a knowledge assistant and I want to create a databricks app with it. I am using the streamlit chatbot template. I get an error "endpoint not supported". I can successfully create other databricks apps using models like claude sonnet. I...

  • 269 Views
  • 1 replies
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Latest Reply
dkushari
Databricks Employee
  • 0 kudos

Hi @mmoise - It is not yet possible to create a DB app using an agent created from Agent Bricks KA. It will be added soon in the future. You can create a custom app, though. You can refer to the DB apps cookbook and use FastAPI as backend and React a...

  • 0 kudos
suho_ryo
by New Contributor II
  • 344 Views
  • 4 replies
  • 0 kudos

Agent Bricks import table error

"I encountered an error when I tried to import a table to improve the quality of the Agent Bricks Knowledge Assistant. The error message is: 'Unrecognized token 'The': was expecting ('true', 'false' or 'null') at [Source: The provided text discusses ...

  • 344 Views
  • 4 replies
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Latest Reply
suho_ryo
New Contributor II
  • 0 kudos

Hello @Khaja_Zaffer Here is the actual data I tried to import:INSERT INTO table_name VALUES ( 'eval-001', 'Translate this text to Japanese.', array('Be natural.', 'Keep the original nuance.'), array('true', 'false'), '{"model_version": "Kno...

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Prashanthkumar
by New Contributor III
  • 1269 Views
  • 3 replies
  • 1 kudos

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?

  • 1269 Views
  • 3 replies
  • 1 kudos
Latest Reply
kbaig8125
New Contributor III
  • 1 kudos

Creating Genie using API / sdk etc. would be great to quickly spin up multiple specialized genie spaces and stitch them up with a supervisor agent programmatically. please provide any update or when to expect this in the coming future

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Rajat-TVSM
by New Contributor III
  • 433 Views
  • 3 replies
  • 4 kudos

Resolved! Facing pydantic errors at runtime in MLFlow ChatAgent

Code works fine locally but deployment in serving endpoint gives me below error at runtime:{"error_code": "BAD_REQUEST", "message": "Encountered an unexpected error while evaluating the model. Verify that the input is compatible with the model for in...

  • 433 Views
  • 3 replies
  • 4 kudos
Latest Reply
szymon_dybczak
Esteemed Contributor III
  • 4 kudos

Hi @Rajat-TVSM ,Below someone had the exact same issue. The solution is to use newer version of mlflow >= 3.2The problem is caused because there's been an update in pydantic. They changed a lot of things in pydantic v2. So not all APIs are compatibil...

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Yash01Kumar12
by New Contributor II
  • 568 Views
  • 5 replies
  • 2 kudos

Resolved! Select LLM in Agentbricks - Knowledge Assistant

Hello,I am preparing a demo using for Multi Agent Supervisor Agent using knowledge assistant and Genie. Throughout the demo creation I have the following doubts:1) In the Knowledge assistant can we select another LLM model. Also, by default which LLM...

  • 568 Views
  • 5 replies
  • 2 kudos
Latest Reply
Louis_Frolio
Databricks Employee
  • 2 kudos

A bit more information: In Agent Bricks, Databricks “automatically try various AI models, fine‑tune them using your data, optimize, and evaluate” to pick the best system for your use case — model selection is managed by the backend rather than the KA...

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suho_ryo
by New Contributor II
  • 427 Views
  • 2 replies
  • 1 kudos

Resolved! Where is the vector table created by the Knowledge Assistant located?

In Agent Bricks' Knowledge Assistant, you can create a chatbot using files on Unity Catalog. I suspect that a vector table is being created from these files. If so, where would this vector table be located? It doesn't seem to be present in my own Uni...

  • 427 Views
  • 2 replies
  • 1 kudos
Latest Reply
suho_ryo
New Contributor II
  • 1 kudos

Hi @szymon_dybczak ,Thank you for your reply. I assume it's located on the Databricks serverless side.

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1 More Replies
Yash01Kumar12
by New Contributor II
  • 469 Views
  • 3 replies
  • 0 kudos

Agent Bricks Information Extraction

I am facing some problem in Information extraction using PDF. I have done all the necessary steps. 1) I loaded the data in Volume.2) I ran the Use PDF's functionality to create a structure table of the PDFs3) I now have the table with the column name...

Yash01Kumar12_0-1760117409670.png Yash01Kumar12_1-1760117530018.png
  • 469 Views
  • 3 replies
  • 0 kudos
Latest Reply
Yash01Kumar12
New Contributor II
  • 0 kudos

Thank You @NandiniN for responding. For now, I have changed the type of "raw_parsed" to string and created a vector index after that.But can you help me with one more thing. I am creating a Multi-Agent-Supervisor, can you explain me the need of OBO U...

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JohnnyA
by New Contributor II
  • 592 Views
  • 2 replies
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Resolved! Using Genie Conversational API with External Users and Data-Level Security

We are planning to implement a chat interface in our portal application using the Genie Conversational API, where clients, partners, and internal users can ask questions in natural language and receive answers based on our data.I have the following q...

  • 592 Views
  • 2 replies
  • 2 kudos
Latest Reply
Isi
Honored Contributor III
  • 2 kudos

Hello @JohnnyA I'll try to explain ideas and hope something works for you because I don't have the whole context.1) Authentication & authorization for external usersRecommended (best practice):Federated identity + OBO. Your portal authenticates with ...

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ChrisLawford_n1
by Contributor
  • 1354 Views
  • 2 replies
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Resolved! Clarification on Databricks Claude 3.7 Sonnet native serving endpoint data processing location.

Hello, I am trying to clarify if Databricks Claude 3.7 Native serving endpoint is safe for use in our enterprise or if it needs to be disabled.I am trying to understand if the data sent to this endpoint is kept within our geo region (UKSouth/Europe)....

ChrisLawford_n1_0-1753277934139.png
  • 1354 Views
  • 2 replies
  • 0 kudos
Latest Reply
Krishna_S
Databricks Employee
  • 0 kudos

Hi @ChrisLawford_n1  The Databricks Claude 3.7 for UKsouth, as you can see in the documentation, can only be used if it is supported based on GPU availability and requires cross-geo routing to be enabled, so cross-geo processing that allows data for ...

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