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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 ...

Screenshot 2024-01-24 at 11.32.01 PM.png
  • 34159 Views
  • 22 replies
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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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cormierjohn
by New Contributor
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FMAPI Anthropic endpoint rejects requests with trailing assistant message — known limitation?

Hey all — looking for confirmation on a behavior I'm hitting on the Foundation Model API (pay-per-token) Anthropic-compatible endpoint, in case anyone else has worked around it.What I'm doing: serving Claude models through /serving-endpoints/anthropi...

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stbjelcevic
Databricks Employee
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Hi @cormierjohn , Your understanding is correct. The validation rejecting a trailing assistant turn is happening at the FMAPI proxy layer before the request reaches Claude, so any client that uses Anthropic's prefill primitive will 400 against this e...

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MWojcicki
by New Contributor
  • 81 Views
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Genie PDF export corrupts non-ASCII characters (Polish diacritics ł, ż, ś, ź, ę, ą)

When exporting a Genie conversation response to PDF, all Polish diacritical characters are systematically replaced with wrong ASCII characters, making the document unreadable for Polish-speaking users.Character substitution patternExpected Rendered a...

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WiliamRosa
Databricks Partner
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Hi @MWojcicki My understanding is that Genie space skills would not solve this issue.The problem you described appears to be a **PDF rendering/export bug**, not something related to Genie instructions, skills, or table definitions.Based on your techn...

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Ale_Armillotta
by Valued Contributor II
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MLFlow tracking from Azure Container Instance

Hi everyone,we're building a voice chatbot for a customer using a mix of technologies — Databricks, Azure AI Foundry, and a few external containerized services.Currently, we're tracking requests and logs via Lakebase with custom traces, but I'm now e...

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prakashhinduja
by New Contributor III
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Resolved! Prakash Hinduja Geneva, Switzerland, How do I fine-tune a large language model (LLM) in Databricks?

Hello Databricks Community,I am Prakash Hinduja from Geneva, Switzerland (Swiss), currently exploring fine-tuning large language models (LLMs) in Databricks and would appreciate any guidance or suggestions from those with experience in this area. Reg...

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anmolhhns
New Contributor II
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Hi @jayshan, you're right the material is outdated now. The more current path is Foundation Model Fine-tuning, which is part of Mosaic AI Model Training. You can run it from the Databricks UI or with the databricks_genai SDK, point it at training dat...

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SaiVihAI
by New Contributor
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Multi Vector Index

Can we create multi vector indexes on multiple embedding columns in delta table as part of databricks vector search

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jwaczak
New Contributor II
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Is this still the case? Both the rest api (https://docs.databricks.com/api/workspace/vectorsearchindexes/createindex) and the python sdk (https://databricks-sdk-py.readthedocs.io/en/latest/dbdataclasses/vectorsearch.html#databricks.sdk.service.vector...

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loujiang
by New Contributor II
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Resolved! AI Playground access Tools(SQL Function) with spark connect PERMISSION_DENIED

Hello, Dear community, I have one SQL function defined in Unity Catalog accessing delta table in the unity catalog. It works normally if i use SQL to execute Function. I see the possibility connecting function to Agent/ Chat. For the quick prototype,...

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Oliver_learning
New Contributor III
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Hello @loujiang,  a few questions to understand the issue.Does your workspace have serverless compute enabled?When AI Playground calls your function as a tool, is there an active classic cluster attached ?If you have a classic cluster, is it configur...

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skarangi_349
by New Contributor
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ai-dev-kit -Best practices and Scoped PATs

SpoilerHi,I am experimenting with ai-dev-kit and would like to ask whether there are any best practices, demos, or safety guardrails that were followed when using it. Specifically recommended settings for a limited-access PAT for dev-ai-toolkit.Thank...

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Sumit_7
Honored Contributor III
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@skarangi_349 As this is not a official DB product hence there's no such guide or docs. Best would be to follow the creators - https://www.youtube.com/@DustinVannoyYou may check other videos over youtube as well.

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kumarsuresh
by New Contributor III
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Gen AI course material

Databricks updated the Generative AI course https://partner-academy.databricks.com/learn/lp/315/generative-ai-engineering-pathway but the course material is missing in the partner academy. Does anybody know where to download the course material? 

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ScottSmithDB
Databricks Employee
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This course is available in the Academy.  The link may be different if you are in Customer, Partner, or general Academy.  You should be able to find it by searching the course catalog for "Databricks Generative AI Fundamentals Learning Plan"

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frankc
by New Contributor III
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OpenAi gpt-oss support for responses API?

I was looking forward to using there openAI responses API when the new gpt-oss models were added to Databricks.The openAI website states these model are compatible with the responses API.However, it does not seem to support it on Databricks. See erro...

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nishkambatta
New Contributor II
  • 6 kudos

Great discussion here—this highlights a real gap between the Chat Completions API and the newer Responses API. It’s clear the Responses API is the direction forward, especially with better multi-modal and tool-calling capabilities, but the lack of su...

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michael365
by New Contributor III
  • 274 Views
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Resolved! Purpose and usage of Entity matching in Genie Spaces

Hi all,I'm tyring to improve a Genie space and and experimenting with features like Format assistance and Entity matching for single columns.Doens anybody know how to use Entity matching feature?Documentation says:"Entity matching: Entity matching pr...

  • 274 Views
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Ashwin_DSA
Databricks Employee
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Hi @michael365, You don’t configure those 1,024 distinct values manually anywhere. For each column with Entity matching turned on, Genie automatically scans the underlying table (up to 100M rows) and picks up to 1,024 distinct values (currently the m...

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wirrywoo
by New Contributor II
  • 654 Views
  • 6 replies
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Resolved! Are there limits set for Agent Mode in Databricks Free Edition?

Hi everyone,I’ve been trying out Agent Mode in the Databricks Free Edition and I’m a bit unclear on the usage limits.From what I can tell, Agent Mode seems to default back to chat mode after a certain point, and when I was using it more heavily, I st...

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wirrywoo
New Contributor II
  • 3 kudos

Great thank you for the explanation @Ashwin_DSA . Very helpful response!I'll be more conscious of my usage of Genie in Free Edition moving forward. To re-enable Genie in my Free Edition workspace, would I just need to wait until the limits are reset ...

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juliechen
by New Contributor II
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Poll: With the current maturity of LLMs and Genie, how are you positioning Genie in your org

Do you see Genie (or similar AI analytics tools) as:1️⃣ Primarily for power users / data-savvy users to enhance their daily work by correlating multiple business signals to generate deeper insights and answer more complex questions for the organizati...

  • 172 Views
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michael365
New Contributor III
  • 1 kudos

According to my experience both target groups can be adressed:Genie (spaces) are made for use by power usersEnabling Genie spaces via Databricks One* can be used by a broad organizationGenie Code is for technical persons e.g. data engineers, data sci...

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actualhuman_012
by New Contributor III
  • 267 Views
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Unable to make fresh deployments to an agent model serving endpoint due to permission issues

One of my teammate left and now I cannot make fresh deployments to the agent serving endpoint created by him. Getting below error while trying to deploy with agents.deploy(). Any way to solve it without recreating the endpoint?PermissionDenied: Princ...

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szymon_dybczak
Esteemed Contributor III
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Hi @actualhuman_012 ,That a bit problematic. According to docs:Create custom model serving endpoints | Databricks on AWS"The identity under which a model serving endpoint runs is tied to the original creator of the endpoint.After endpoint creation, t...

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