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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
  • 35840 Views
  • 22 replies
  • 47 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
  • 35840 Views
  • 22 replies
  • 47 kudos
Latest Reply
Darshan137
New Contributor II
  • 47 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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kuznetsovvs
by Databricks Partner
  • 1250 Views
  • 2 replies
  • 0 kudos

Resolved! Agents button is missing

Dear Community,Recently I've followed the AI Agents on Databricks training and wanted to dive into AI world using my company Databricks account.After logging in to the workspace I was quite surprised to see that the Agents button in AI/ML menu is mis...

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  • 1250 Views
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Latest Reply
iyashk-DB
Databricks Employee
  • 0 kudos

Hi @kuznetsovvs , I checked this internally and on Azure, the Mosaic AI Agent Framework and Model Serving are supported in West Europe, the Agent Bricks UI itself is limited to specific regions (primarily in US). That's why the “Agents” button doesn’...

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jpradeepkumar
by New Contributor III
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  • 3 replies
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Resolved! multi agent Genie AI app in serving endpoint fails with PERMISSION ERROR on Databricks tabls.

I have deployed simple multi agent genie app on serving endpoint and it always fails PERMISSION error on tables accessed by Genie agent, however the same app works perfectly when tested from notebook. not sure what am i missing here. I checked all th...

  • 1430 Views
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Latest Reply
jpradeepkumar
New Contributor III
  • 1 kudos

hi @davidmorton thanks for responding, I am only using databricks_token for my authentication when tested via notebook. Can you help what changes needs to be done as per below notebook to enable access to tables when model deployed in serving endpoin...

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OliverMini
by Databricks Partner
  • 1650 Views
  • 4 replies
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Resolved! How to retrieve Genie's narrative text summary (final_summary) via API?

Dear Databricks Community,I am trying to programmatically access the narrative text summary that Databricks Genie displays in the UI, but I cannot find it in the public API responses.What I see in the UI: When I ask Genie a question, the UI displays ...

  • 1650 Views
  • 4 replies
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Latest Reply
tulga-orosoo
New Contributor II
  • 4 kudos

Hey, thank you very much! Confirm the text summary is in the response now.

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Artur1
by Databricks Partner
  • 780 Views
  • 1 replies
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Resolved! How to create an information extraction agent (Trial Version)

I haven't been using Databricks for very long and I'm testing how things work. I tried to create a pre-built agent to extract information from one of my tables, but I get an error when I click create: "Permission denied: provisioned throughput is not...

  • 780 Views
  • 1 replies
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Latest Reply
Charuvil
Contributor
  • 2 kudos

Hi @Artur1 If you are using Agent Bricks to create the agent, this feature is not supported in the Databricks free edition.Please refer here Databricks Free Edition limitations 

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ndw
by New Contributor III
  • 2862 Views
  • 7 replies
  • 1 kudos

Azure Content Understanding Equivalent

Hi all,I am exploring Databricks services or components that could be considered equivalent to Azure Document Intelligence and Azure Content Understanding.Our customer works with dozens of Excel and PDF files. These files follow multiple template typ...

  • 2862 Views
  • 7 replies
  • 1 kudos
Latest Reply
emma_s
Databricks Employee
  • 1 kudos

I would work, but you will need to specify and manage the ranges or number of header rows manually. You could potentially read the whole sheet in and then write some code that identifies the range that is of interest and cleans it in parsing. My reco...

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deane
by New Contributor
  • 2441 Views
  • 1 replies
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Databricks Vector Search Algorithm

I’m working on using Databricks vector search combined with full-text search in my application. I want to filter queries by the id field in my vector search index. I noticed that there is a limit of 1,024 IDs per query when using filters.If I need to...

  • 2441 Views
  • 1 replies
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Latest Reply
iyashk-DB
Databricks Employee
  • 1 kudos

Hi @deane , I worked on a similar issue months earlier and the limit of 1024 is not configurable (no explicit way to increase the filter count), so my suggestion back then was to perform a two step process like filter for half of the filters once and...

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D_Science
by New Contributor
  • 2599 Views
  • 1 replies
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Resolved! Local LLM's available in Databricks for email classification

Hello everyone,I am currently working on an email classification model in Azure Databricks. Since I work for an international company, the emails contain PII data. Because of this, I need to be very careful about compliance and data privacy, especial...

  • 2599 Views
  • 1 replies
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Latest Reply
emma_s
Databricks Employee
  • 1 kudos

Hi, It is absolutely acceptable. Here are some details that you may want to consider. I'd also think about GPU availability in your cloud and region and whether there is GPU available for you to deploy these models to. You should be able to easily te...

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piotrsofts
by Databricks Partner
  • 2376 Views
  • 4 replies
  • 3 kudos

Resolved! Accessing Knowledge Base from Databricks One

Is it possible to use Knowledge Assistant from Databricks one ? 

  • 2376 Views
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Latest Reply
Louis_Frolio
Databricks Employee
  • 3 kudos

@piotrsofts , if you are happy please accept as a solution so others can be confident in the approach.  Cheers, Louis.

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3 More Replies
shivamrai162
by New Contributor III
  • 876 Views
  • 2 replies
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Resolved! Not able to add scorer to multi agent supervisor

Hello,When I try to add scorers to Multi agent endpoint based on the last 10 traces that I have logged and visible in the experiments tab, i get this error.Also, are there any demos which i can refer regarding the tabs within the evaluation bar expla...

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  • 876 Views
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Latest Reply
stbjelcevic
Databricks Employee
  • 1 kudos

Hi @shivamrai162 , Did you add the last 10 traces to the evaluation dataset? You can follow the steps here to make sure you added the traces to the evaluation dataset. To answer your second question, here is a good article that covers the concepts an...

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jmartin1
by New Contributor II
  • 1785 Views
  • 1 replies
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Resolved! Claude Code-Execution Call Format

Is it possible to use the code execution tool with instances of Claude hosted through Databricks? If I try to format the payload like in Anthropic's documentation, I get an error that the function isn't defined properly:  tools=[{ "type": ...

  • 1785 Views
  • 1 replies
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Latest Reply
Louis_Frolio
Databricks Employee
  • 1 kudos

Greeting @jmartin1 ,  The Anthropic “code execution” tool isn’t supported through Databricks’ Foundation Model APIs. Databricks exposes an OpenAI-compatible tools interface, and the only supported tool type today is a function defined with a JSON sch...

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dfighter1312
by New Contributor
  • 9032 Views
  • 3 replies
  • 1 kudos

Behavior of Vector Index Sync with Delta Tables When Using OVERWRITE vs MERGE in Databricks

I'm working with vector search in Databricks using vector index sync with Delta tables, and I'm a bit unclear on how updates to the source table affect the vector index, specifically when using different write operations.If I overwrite the source Del...

  • 9032 Views
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  • 1 kudos
Latest Reply
jameswood32
Contributor
  • 1 kudos

From community experience, vector index sync behavior depends heavily on how the Delta table is updated. With OVERWRITE, the table is effectively replaced, so the vector index typically treats this as a full refresh. Existing embeddings are dropped a...

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Suheb
by Contributor
  • 1023 Views
  • 3 replies
  • 2 kudos

Resolved! How do I integrate third-party ML/AI libraries with Databricks GenAI workflows?

How can I use external AI libraries inside my Databricks GenAI projects?

  • 1023 Views
  • 3 replies
  • 2 kudos
Latest Reply
Thompson2345
New Contributor III
  • 2 kudos

You can use third-party ML/AI libraries in Databricks GenAI by installing them on your cluster or notebook (%pip install library-name), importing them in your code, and then integrating their outputs into your GenAI workflows. For large models, use a...

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GiriSreerangam
by Databricks Partner
  • 1947 Views
  • 5 replies
  • 2 kudos

ai_parse_document + Genie with ai_query

Hi EveryoneI have used ai_parse_document to process multiple PDFs and store the parsed data in a table (one PDF per row). Later, I ran ai_query in natural language, which correctly scans all rows and returns answers from each PDF.However, when I use ...

  • 1947 Views
  • 5 replies
  • 2 kudos
Latest Reply
Hubert-Dudek
Databricks MVP
  • 2 kudos

I think Genie is not optimized for this use case. Please run some experiments - chunk pdf to use multi-agent supervisor from agent bricks to combine Genie with Knowledge Base (although I haven't yet it yet)

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Suheb
by Contributor
  • 1299 Views
  • 1 replies
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Resolved! What’s the recommended architecture for integrating Databricks + MLflow + GenAI for model training

If I want to use Databricks, MLflow, and GenAI together, what is the best way to organize and connect them so that I can train AI models and then use them in real apps?

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Latest Reply
Raman_Unifeye
Honored Contributor III
  • 0 kudos

Broad question. I will recommend to follow Databricks offical documents and ML Training at their customer portal.Yet, I will try to answer it as belowUse the Databricks Lakehouse as the unified platform, with Unity Catalog (UC) providing centralized ...

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JN_Bristol
by Contributor
  • 6406 Views
  • 6 replies
  • 3 kudos

Resolved! ai_parse_document struggling to detect pdf

Hi helpful experts I'm writing my first PySpark Notebook that makes use of the new `ai_parse_document` function.  I am basically following the code example from here: https://learn.microsoft.com/en-gb/azure/databricks/sql/language-manual/functions/ai...

  • 6406 Views
  • 6 replies
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Latest Reply
lucaperes
New Contributor III
  • 3 kudos

Hello @JN_Bristol,I discovered that ai_parse_document only works when the input is parsed as real Python bytes.The binaryFile format in Spark returns the content as an internal binary type (like a memoryview), and ai_parse_document can’t process that...

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