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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
  • 32528 Views
  • 22 replies
  • 46 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
  • 32528 Views
  • 22 replies
  • 46 kudos
Latest Reply
Darshan137
New Contributor II
  • 46 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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Sangamswadik
by New Contributor III
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  • 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...

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mark_ott
Databricks Employee
  • 1 kudos

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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tefrati
by New Contributor III
  • 1969 Views
  • 9 replies
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getting 500 on embedding model invocation call

I'm getting the following error message "{"error_code": "INTERNAL_ERROR", "message": "The server received an invalid response from an upstream server."}" when making a call to bge-large-en embedding model.

  • 1969 Views
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dkushari
Databricks Employee
  • 2 kudos

Hi @tefrati - Can you please go to the model serving endpoint and click on the use drop down (as shown in the picture below) and try the simple python or sql and see if that works for you. from openai import OpenAI import os # How to get your Databr...

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nickv
by New Contributor II
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Multilingual embedding foundation model request

Are there any plans to offer a foundation model with multilingual support? Llama embed nemotron 8b or qwen3-embedding 8b would help out a lot for users that do not only process data in the English language.

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nickv
New Contributor II
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Sorry I wasn't clear enough in my question: I mean embedding models specifically. 

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Karthik_Karanm
by New Contributor III
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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...

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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...

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stexil
by New Contributor
  • 952 Views
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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...

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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
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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...

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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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Prashanthkumar
by New Contributor III
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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...

  • 3354 Views
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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
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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...

  • 632 Views
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Latest Reply
MandyR
Community Manager
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@brahaman If this has solved your issue, please click the Accept as Solution button. Thanks! 

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mmoise
by New Contributor II
  • 748 Views
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Resolved! 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...

  • 748 Views
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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...

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suho_ryo
by New Contributor III
  • 702 Views
  • 4 replies
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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 ...

  • 702 Views
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suho_ryo
New Contributor III
  • 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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Rajat-TVSM
by New Contributor III
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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...

  • 977 Views
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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
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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...

  • 1325 Views
  • 5 replies
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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 III
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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...

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suho_ryo
New Contributor III
  • 1 kudos

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

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Yash01Kumar12
by New Contributor II
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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
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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
  • 1915 Views
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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...

  • 1915 Views
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Latest Reply
Isi
Honored Contributor III
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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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