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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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  • 23 replies
  • 51 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
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Latest Reply
ChiranjeeviKudu
New Contributor III
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Thanks for sharing.

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Aminsn
by • New Contributor III
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Resolved! Building RAG without Catalog

All the tutorials I have seen about building a RAG within databricks involves using the Catalog option. For some reason my organization doesn't support that option and I can't use the unity catalog to build a RAG. Can I still use other features such ...

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Latest Reply
raphaelblg
Databricks Employee
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Hi @Aminsn, Having Unity Catalog enabled is a requirement for vector search. Source: Vector Search - Requirements. If you're referencing this tutorial Creating High Quality RAG Applications with Databricks I think that many of the required features a...

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luismolina
by • New Contributor II
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CORS - Endpoint issue with CORS

Hi, I have created an endpoint to return information from a RAG system, but when trying to be consumed by external apps, they got a CORS error because they are in a different domain and use javascript to call the API. How can I implement CORS in my e...

Generative AI
azure
Azure Databricks
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Latest Reply
galxy25
New Contributor II
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@Retired_mod My company is running into the same issue serving a model via REST API for a web application to call, and like @mcoffey I'm not able to see the CORs section after logging into the workspace as an admin and viewing the settings for the wo...

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MichTalebzadeh
by • Valued Contributor
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Review of the First 20 Pages of "The Big Book of Generative AI from Databricks"

Summary"The Big Book of Generative AI from Databricks" provides a comprehensive guide to these critical questions and more, offering valuable insights into the tools and skills required for successful GenAI implementation. By addressing these questio...

review 20 pages of databricks big book.PNG
Generative AI
ArtificialIntelligence
datascience
GenAI
Innovation
MachineLearning
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nitinkapse
by • New Contributor
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GAI Lab practice

Hi DBs Team,   Do you have lab environment for GAI assignments practice?How can I subscribe to it? Regards,Nitin Kapse 

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ShankarM
by • Databricks Partner
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Gen AI governance and compliance

I have few questions for which I am looking for answers in Databricks context. 1. Plagiarism and Originality   How do we address the issue of plagiarism, where similar code, solutions, or documentation may be generated for similar prompts globally, p...

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ShankarM
Databricks Partner
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Thanks @Retired_mod I am looking for specific solutions on how this can be implemented in databricks for each of the above points. What tools/frameworks/functions can be used. I understand that it will depend on use cases but if you can take one exam...

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databreaks
by • New Contributor
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Any advantage with knowledge graphs in RAG + LLM use cases?

In Gartner conference I heard about knowledge graph would be useful in giving better context to LLM models... haven't seen anyone actually talking about that angle. Any LLM guru's chime in with your views please?

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Latest Reply
oquintana
New Contributor II
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Microsoft released a repo for Graph Rag, with a subrepo for aceleration using Azure infraestructure. Perhaps, Databricks working on Azure cloud may take advantage of the aceleration subrepo.https://microsoft.github.io/graphrag/

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MaheshPS
by • Databricks Partner
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DBRX: Associating ROI of any implementation

Hi, how can one go about assessing the value created due to the implementation of DBRX?

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AustinZaccor
Databricks Employee
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Hi @MaheshPS, great question, if not a little abstract. There are probably as many ways to measure the ROI of using DBRX as there are use cases for it, but let's try to focus on some more concrete examples.  If you use DBRX as part of an internal kno...

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Kk17
by • New Contributor
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DBRX vs GPT4

Which is the best

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AustinZaccor
Databricks Employee
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Hi @Kk17 , it really depends on what you value most. If you value leaderboard scores and model output quality above all else, then GPT-4 is generally the stronger of the two models. However, GPT-4 also costs nearly $40 per million tokens, your reques...

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JayYoon
by • New Contributor
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Is image to text model available in databricks?

I am interested in trying databricks' native image-to-text model available?

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AustinZaccor
Databricks Employee
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Image to text is not currently available as a native model in Databricks, but we did recently release Shutterstock ImageAI, powered by Databricks for text to image capabilities. To learn more about that, please see the related blog post from June.  I...

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prasadvaze
by • Valued Contributor II
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How to to create vector search index on multiple columns in the delta table

I want to create vector search index on a delta table using multiple "Embedding source column" from the table.  I don't see an option to choose multiple columns so what's the alternative?  create index per source column?  so multiple indexes for sing...

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Himali_K
by • New Contributor II
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Latest Reply
dbrx_user
Databricks Partner
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Use the OpenAI API. They have a comprehensive guide with lots of example code here: Quickstart tutorial - OpenAI APIJust remember to save your API keys as databricks secrets and access them wit dbutils.secrets - Secret management | Databricks on AWS

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JUNNIE_J
by • New Contributor II
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DatabaseError (databricks.sql.exc.DatabaseError) Invalid SessionHandle in LangChain SQL chain

When creating a SQL Chatbot with LangChain SQLDatabase chain, Databricks database, and OpenAI model, I got a "Invalid SessionHandle" Error.Code of creating the SQL Chain:<code>llm = ChatOpenAI(temperature=0, openai_api_key=api_key, model_name='gpt-4-...

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sarenity
by • New Contributor
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Can't use tool type role with DBRX

Error code: 404 - {'error_code': 'FEATURE_DISABLED', 'message': 'FEATURE_DISABLED: Tool Calling is not enabled for this workspace'}Receiving this error when trying to complete chat using tools. How to enable tool calling feature?I am posting for the ...

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Latest Reply
NandiniN
Databricks Employee
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Latest here: https://docs.databricks.com/en/machine-learning/model-serving/function-calling.html

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mayank_gupta
by • Databricks Partner
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Not able to use tool type role with DBRX endpoint

Error code: 404 - {'error_code': 'FEATURE_DISABLED', 'message': 'FEATURE_DISABLED: Tool Calling is not enabled for this workspace'}Receiving this error when trying to complete chat using tools. How to enable tool calling feature?I am posting for the ...

Generative AI
DBRX
model endpoint
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Latest Reply
NandiniN
Databricks Employee
  • 1 kudos

Latest here: https://docs.databricks.com/en/machine-learning/model-serving/function-calling.html

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