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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
  • 35164 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
  • 35164 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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Karthik_Karanm
by New Contributor III
  • 9691 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...

  • 9691 Views
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Latest Reply
lingareddy_Alva
Esteemed Contributor
  • 7 kudos

Thank you

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skrishnaprasad
by New Contributor III
  • 3364 Views
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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...

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TejaJuttu
Databricks Partner
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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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mayanksharma
by New Contributor
  • 5512 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...

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

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Rumesh
by New Contributor
  • 3317 Views
  • 1 replies
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Resolved! AI/BI Genie Space - 20 QPM

Hi Databricks Community,I'm working with Genie Spaces and came across the documented limit of 20 questions per minute per workspace. Could someone please confirm whether this is a soft limit, and if it can be relaxed or increased upon request through...

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Advika
Community Manager
  • 1 kudos

Hello @Rumesh! The 20 questions per minute per workspace limit is fixed. To double-check for enterprise or production use cases, I recommend contacting your Account Executive or Databricks Support to confirm or explore possible options.

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kirti-11
by Databricks Partner
  • 4854 Views
  • 2 replies
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Databricks Serving Endpoint 400 Error: Model Response Format Issue while langgraph tool calling

Dear Databricks Community,I am seeking assistance with an issue I've encountered while deploying a model on Databricks. When invoking the serving endpoint, I receive the following error message sometimes:400 Client Error: Error: Model response did no...

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Latest Reply
jericksoncea
New Contributor III
  • 1 kudos

Same issue here... developing a langraph tool-calling agent, and for certain (but not all) questions, I get the same error.Any luck resolving?

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SomLTIM
by Databricks Partner
  • 874 Views
  • 1 replies
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Compute Claster Creation Failing

Everytime we try to roll out compute cluster it fails.

  • 874 Views
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Shua42
Databricks Employee
  • 0 kudos

Hey @SomLTIM , Can you provide any additional information here to help troubleshoot? It would be helpful to know the region, cloud, error message, and any configurations you can provide on the cluster.

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RitikaKulshrest
by New Contributor
  • 2639 Views
  • 1 replies
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Unable to read message from Genie Conversation API

Hi Team,I am facing issue in getting the message details from the genie conversation API. I have created the conversation, which returns the message ID and conversation ID. But I am unable to see the message. I am getting error, when hitting the Get ...

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lingareddy_Alva
Esteemed Contributor
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@RitikaKulshrest I can see what's happening with your Genie conversation API issue. The problem is not with your API call but with the Genie service's attempt to execute your query.The response indicates that your message was received but failed to p...

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yj940525
by New Contributor III
  • 2180 Views
  • 3 replies
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Genie Agent integration issue

Hi, anyone from development team for Genie Agent integration?  i had an issue of using sample code of Genie Agent integration. The issue is that underlying code (databricks_ai_bridge/genie.py) cannot connect to url openaipublic.blob.core.windows.net ...

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lingareddy_Alva
Esteemed Contributor
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You're absolutely right. The implementation should definitely take restricted network scenarios into consideration, as many enterprise Databricks deployments operate in air-gapped or network-restricted environments.Commenting out the token counting l...

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royinblr11
by Databricks Partner
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Resolved! LLM with the largest context window

A Generative AI Engineer is tasked with developing an application that is based on an open-source large language model (LLM). They need a foundation LLM with a large context window. Which model fits this need?DBRX,Llama2-70B,DistilBert MPT-30B.DBRX h...

  • 8250 Views
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lingareddy_Alva
Esteemed Contributor
  • 2 kudos

@royinblr11 You're absolutely right to question the answer — the correct model for an application needing a foundation LLM with a large context window is: DBRXWhy DBRX is the Best Fit:It is a foundation model, designed for generation tasks.It support...

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brandt6264
by New Contributor II
  • 1413 Views
  • 3 replies
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Are serverless endpoints possible in this Technical Blog post by qianyu?

Hi, are serverless endpoints possible for Whisper and Llama in this Technical Blog post by qianyu?https://community.databricks.com/t5/technical-blog/streamline-customer-call-center-transcripts-analytics-with/ba-p/101689Thanks! 

  • 1413 Views
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-werners-
Esteemed Contributor III
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https://www.databricks.com/product/pricing/foundation-model-servingWe don´t serve models on databricks, but as far as i can see you pay per input/output tokens (for foundation models).For classic models:https://www.databricks.com/product/pricing/mode...

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pemidexx
by New Contributor III
  • 5213 Views
  • 4 replies
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Resolved! MLFlow Authentication from Databricks App for GenAI Tracing

I am working on a Dash-based app that includes a call to a Databricks-hosted LLM endpoint. I am trying to track those calls with MLFlow. My code is (roughly) like this:from openai import OpenAIimport mlflowmlflow.set_tracking_uri("databricks")mlflow....

  • 5213 Views
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pemidexx
New Contributor III
  • 2 kudos

Thank you for the push in the right direction! I was able to solve the issue with this codeos.environ["DATABRICKS_CLIENT_ID"] = "" os.environ["DATABRICKS_CLIENT_SECRET"] = "" os.environ["DATABRICKS_TOKEN"] = os.environ.get("VAR_CONFIGURED_WITH_DATABR...

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GabrielS
by New Contributor II
  • 10701 Views
  • 2 replies
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AI/BI Genie API

Hi everyone,I'm currently working on a project that implements a custom front end for Genie using the Genie API: https://docs.databricks.com/api/workspace/genie. So far, I’ve successfully built a working model that can send and receive messages.Howev...

  • 10701 Views
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  • 1 kudos
Latest Reply
Walter_C
Databricks Employee
  • 1 kudos

Is there any possibility that workspace admin could have removed this permission to you? If you check the permissions on your side do you see yourself with at least Can View?

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jAAmes_bentley
by Databricks Partner
  • 4684 Views
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Resolved! Roadmap for vector_search function

I was wondering if there was a roadmap for the development of the vector_search function: vector_search function | Databricks DocumentationSpecifically, I was wondering if / when the following limitations may be lifted:Querying DIRECT_ACCESS index ty...

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Vinay_M_R
Databricks Employee
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Hello @jAAmes_bentley, DIRECT_ACCESS & filters_json are not currently supported with vector_search sql function. These are on our roadmap, but we don’t have concrete ETAs to share at the moment as we’re focusing on other high-priority tasks. Hybrid s...

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Iris12
by New Contributor
  • 9467 Views
  • 1 replies
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Resolved! How to do NLP against PDFs in Databricks? Can be done in Snowflake very easily.

I’d love to build a quick "art of the possible" demo showing how easy it is to query unstructured PDFs using natural language. In Snowflake, I wired up a similar solution in ~2 hours just by following their tutorial guide.Does anyone know the best wa...

  • 9467 Views
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Louis_Frolio
Databricks Employee
  • 0 kudos

To query unstructured PDF files using natural language in Databricks, you can leverage an approach similar to the "Retrieval Augmented Generation (RAG) and DBRX" demo. Although the specific demo you referenced (https://notebooks.databricks.com/demos/...

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irfanghat
by New Contributor II
  • 4343 Views
  • 4 replies
  • 3 kudos

LangChain Compatibility in Databricks – Painfully Inconsistent Experience

Hey all,Is anyone else experiencing major friction when using LangChain within Databricks?Even after carefully pinning versions like:%pip install \ loguru \ mlflow==2.10.1 \ langchain==0.1.5 \ langchain-google-vertexai \ databricks-vectorse...

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Latest Reply
irfanghat
New Contributor II
  • 3 kudos

I'll definitely look into installing libraries at the cluster level via init scripts makes a lot of sense for stability and reproducibility. I hadn't considered that approach, so I really appreciate you highlighting that and providing the relevant Da...

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