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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
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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 ...

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ChiranjeeviKudu
New Contributor III
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Thanks for sharing.

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tigerdeng
by • New Contributor
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pradeep_singh
Honored Contributor III
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For every endpoint there will be an inference table that can be configured to store the logs . https://docs.databricks.com/aws/en/ai-gateway/inference-tables#enable-and-disable-inference-tablesYou can then query and analyze this table - https://docs....

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kuznetsovvs
by • Databricks Partner
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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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iyashk-DB
Databricks Employee
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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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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...

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jpradeepkumar
New Contributor III
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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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Artur1
by • Databricks Partner
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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...

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Charuvil
Contributor
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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
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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...

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emma_s
Databricks Employee
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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
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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...

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iyashk-DB
Databricks Employee
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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
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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...

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emma_s
Databricks Employee
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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
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Resolved! Accessing Knowledge Base from Databricks One

Is it possible to use Knowledge Assistant from Databricks one ? 

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

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shivamrai162
by • New Contributor III
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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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stbjelcevic
Databricks Employee
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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
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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": ...

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Louis_Frolio
Databricks Employee
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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
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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...

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jameswood32
Contributor
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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
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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?

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Thompson2345
New Contributor III
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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
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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 ...

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Hubert-Dudek
Databricks MVP
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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
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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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Raman_Unifeye
Honored Contributor III
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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
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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...

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lucaperes
New Contributor III
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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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