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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
  • 28334 Views
  • 18 replies
  • 32 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
  • 28334 Views
  • 18 replies
  • 32 kudos
Latest Reply
AIChief
New Contributor II
  • 32 kudos

thanks for sharing

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17 More Replies
kingn718
by New Contributor III
  • 2867 Views
  • 6 replies
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Claude Opus not available in Databricks?

https://docs.databricks.com/aws/en/machine-learning/foundation-model-apis/supported-modelsOpus is listed here as available model, but I only see Sonnet 4 in Databricks? 

  • 2867 Views
  • 6 replies
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Latest Reply
Shua42
Databricks Employee
  • 1 kudos

Hi @kingn718 , Can you check to see if your workspace is in a supported region? Right now, Opus is only availble in us-east-1, us-east-2 and us-west-2 per https://docs.databricks.com/aws/en/machine-learning/model-serving/foundation-model-overview. If...

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Karthik_Karanm
by New Contributor III
  • 1380 Views
  • 4 replies
  • 2 kudos

Using Genie in Multi-Agent Systems — SQL Query Missing from Output

Hi Community,I’ve implemented a multi-agent system using Genie in Databricks, following the guide on "Use Genie in multi-agent systems | Databricks Documentation". The system integrates well with vector indexes, and everything works fine during model...

  • 1380 Views
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Latest Reply
SP_6721
Contributor III
  • 2 kudos

Hi @Karthik_Karanm,As per my understanding, the issue seems to be that the conversation state or authentication context isn’t being properly passed between agents in the multi-agent setup.A few things you might try:Avoid caching session or conversati...

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3 More Replies
SaiVihAI
by New Contributor
  • 3384 Views
  • 1 replies
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Multi-Vector Embedding Support

Does Databricks Vector Search support Multi-Vector Embedding?

  • 3384 Views
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Latest Reply
Vidhi_Khaitan
Databricks Employee
  • 0 kudos

I believe we can only have one embedding source column mapped to one embedding column.

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mark_goodwin
by New Contributor II
  • 806 Views
  • 2 replies
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Error when querying RAG serving endpoint

I built a RAG by cloning the databricks example (create a vector search index of databricks documentation and then a RAG).When I try and call the RAG via the serving endpoint from a notebook, I get the following error:dictionary update sequence eleme...

  • 806 Views
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Latest Reply
Shua42
Databricks Employee
  • 0 kudos

Hi @mark_goodwin , I believe this has to do with the formatting of the messages. In the serving UI, the formatting is abstracted out for you, but you may need to format it as a list of dictionaries for the invoke() call, such as: messages = [ {"r...

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JoaoPigozzo
by New Contributor II
  • 1332 Views
  • 4 replies
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How to enable word_timestamps=True when querying a Whisper model deployed in Databricks?

I’ve deployed OpenAI’s Whisper model as a serving endpoint in Databricks and I’m trying to transcribe an audio file.import whisper model = whisper.load_model("small") transcript = model.transcribe( word_timestamps=True, audio="path/to/audio...

  • 1332 Views
  • 4 replies
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Latest Reply
lingareddy_Alva
Honored Contributor III
  • 1 kudos

Hi @JoaoPigozzo To enable word_timestamps=True when querying your Whisper model deployed as a serving endpoint in Databricks,you must modify the serving endpoint’s inference logic to accept and process this parameter.1. Update your model serving func...

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hammad
by New Contributor
  • 5223 Views
  • 2 replies
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How can we serve Genie as an endpoint model like RAG?

Is there any way to serve genie bot as a endpoint model like we serve RAG models. So we can access the genie bot outside the genie space?

  • 5223 Views
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Latest Reply
GrahamIII
New Contributor II
  • 0 kudos

see Announcing Public Preview of AI/BI Genie Conversation APIs | Databricks Bloglook for section: Integrating Genie into Mosaic AI Agent Frameworkthere is sample notebook here as well:  langgraph-multiagent-genie-pat - Databricks

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dk_g
by New Contributor
  • 350 Views
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How to utilize clustered gpu for large hf models

Hi,I am using clustered GPU(driver -1GPU and Worker-3GPU), and caching model data into unity catalog but while loading model checkpoint shards its always use driver memory and failed due insufficient memory.How to use complete cluster GPU while loadi...

  • 350 Views
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Nur07
by New Contributor
  • 850 Views
  • 1 replies
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Resolved! AI for educators certificate

Recently I completed the Google generative A.I course for educators. At the start it was mentioned that I will receive a certificate but I didn't got any.. Please help me to get the certificate. 

  • 850 Views
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Latest Reply
Advika
Databricks Employee
  • 0 kudos

Hello @Nur07! Congratulations on completing the course! Since the course isn’t affiliated with Databricks, I recommend contacting the platform or provider where you enrolled for assistance with the certificate. Let us know if you need help with Datab...

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JYvesLimantour
by New Contributor III
  • 1315 Views
  • 2 replies
  • 1 kudos

Resolved! Compound keys on Genie

Is it just me or Genie´s generated SQL code failes to use composite keys -of the underlying related tables- as its default behavoir, regardless of the model having relationships declared explicitly.Sometimes I have fixed this scenario by using an ins...

  • 1315 Views
  • 2 replies
  • 1 kudos
Latest Reply
SP_6721
Contributor III
  • 1 kudos

Hi @JYvesLimantour Genie struggles with composite keys by design. A few things that might help:Clearly define your primary and foreign key relationships in Unity Catalog.Add example SQL queries that include composite joins to give Genie better contex...

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1 More Replies
JingXie
by New Contributor
  • 514 Views
  • 0 replies
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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...

  • 514 Views
  • 0 replies
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brahaman
by New Contributor
  • 1118 Views
  • 1 replies
  • 1 kudos

Question about response time by Llama 3.3 70B

Hey everyone !So I'm new into Databricks and I'm learning about the possibilities offered by Mosaic AI Foundation Model Serving. I'm mostly following the Azure's documentation to learn about it.In my testing, I've created 4 unity catalog functions vi...

  • 1118 Views
  • 1 replies
  • 1 kudos
Latest Reply
Walter_C
Databricks Employee
  • 1 kudos

Llama 3.3 normally offers faster inference speeds compared to earlier versions. It provides approximately 40% faster responses and reduced batch processing time However, the usual performance for Mosaic AI Model Serving are also influenced by configu...

  • 1 kudos
Karthik_Karanm
by New Contributor III
  • 565 Views
  • 0 replies
  • 0 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...

  • 565 Views
  • 0 replies
  • 0 kudos
Karthik_Karanm
by New Contributor III
  • 4995 Views
  • 10 replies
  • 7 kudos

Resolved! Insufficient Permission Error When Serving RAG Model with Multiple Vector Search Indexes

Hi Community,I’m currently working on a Retrieval-Augmented Generation (RAG) use case in Databricks. I’ve successfully implemented and served a model that uses a single Vector Search index, and everything works as expected.However, when I try to serv...

  • 4995 Views
  • 10 replies
  • 7 kudos
Latest Reply
lingareddy_Alva
Honored Contributor III
  • 7 kudos

Thank you

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9 More Replies
skrishnaprasad
by New Contributor III
  • 1923 Views
  • 3 replies
  • 0 kudos

Vector Index format.

On of the key benefits of a delta table format is that it's open.  Is this also the case for vector indexes as well? If so where could I find it's specification?In Databricks today, we see that we can create and manage a vector index using API's. (ht...

  • 1923 Views
  • 3 replies
  • 0 kudos
Latest Reply
TejaJuttu
New Contributor II
  • 0 kudos

HI Team, I am trying to update an existing vector search index with new data which is in another delta table. But i have no luck figuring out how to do it using Python SDK. Can you please hekp point to the right resources?

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2 More Replies
mayanksharma
by New Contributor
  • 3561 Views
  • 1 replies
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Is It Possible to use genie as tool in agents?

Hello, community,I am currently exploring the agentic workflow surrounding Genie and would like to know if there are ways to effectively integrate or incorporate Genie as a tool within my existing agentic workflow. I am open to utilizing frameworks s...

  • 3561 Views
  • 1 replies
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Latest Reply
kamal_ch
Databricks Employee
  • 0 kudos

You may find this useful for your use case - https://gist.github.com/prithvikannan/82e789730c2fceec11932816bda50e59

  • 0 kudos

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