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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
  • 32507 Views
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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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yj940525
by New Contributor III
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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
Honored Contributor III
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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 New Contributor II
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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...

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lingareddy_Alva
Honored Contributor III
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@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
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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! 

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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
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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....

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pemidexx
New Contributor III
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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
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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...

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Walter_C
Databricks Employee
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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 Contributor
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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
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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...

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Louis_Frolio
Databricks Employee
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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
  • 3369 Views
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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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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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Iris12
by New Contributor
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Getting "The given endpoint does not exist" for LLM endpoint though I've access to it

When trying out this LLM RAG notebook steps I'm getting this error:"The given endpoint does not exist, please retry after checking the specified model and version deployment exists"This notebook originally referred to databricks-meta-llama-3-1-70b-in...

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Latest Reply
Isi
Honored Contributor III
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Hey @Iris12 ,Not sure if this will fix your issue, but I’ve seen similar errors caused by permission mismatches.Make sure that the user or service principal you’re using has the correct permissions both in the Models and Serving tab.Also, double-chec...

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felipe_silva
by New Contributor II
  • 15322 Views
  • 5 replies
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Genie Space Embedded or access using a REST API

Hi all.I would like to embed Genie Space in my company's data intranet to be used like a "ChatGPT", would it be possible?Or use an API to make a call from Genie Space (in this case we would develop an interface on the intranet and send the questions ...

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mark_dingli
New Contributor II
  • 2 kudos

Hi all,I just came across this thread and wanted to jump in — I’m currently working on implementing a Genie Space that will be used by external customers, and we’re also looking into whether it can be accessed via API or embedded into a custom fronte...

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rjhari
by New Contributor
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Genie - Data Lineage

Would it be possible for Genie to bring in the Lineage Graph of table?Thanks

  • 1167 Views
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Louis_Frolio
Databricks Employee
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Have you tried looking at lineage through the system tables: "system.access.table_lineage" and "system.access.column_lineage".  You would need to have entitlements on these objects but you should be able to reference them in Genie.  Give it a try and...

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SandipCoder
by New Contributor II
  • 2285 Views
  • 2 replies
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Issue with Lang Chain Agents

This is regarding Agentic framework. We are getting issues while invoking the lang chain agent and need your help to get some suggestions from your expert team to resolve this.As per our observation Agent is behaving bit weird while calling tools reg...

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Alberto_Umana
Databricks Employee
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Hi @SandipCoder, About point 2, is it working intermittently or failing all the time?

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SandipCoder
by New Contributor II
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How to deploy an agent into model registry using MLFlow

Goal :Here below I am attaching my code snippet where I am trying to build an agent on my custom functions .Things are working well when I am running agent.invoke(“Question”).But now I want to deploy this agent into model registry using MLFlow but I ...

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prar_shah
New Contributor III
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Had the same question when I was trying to deploy my custom llm. How we did it was wrapping it inside a custom mlflow model and registering it.

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olivierddr
by New Contributor III
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Databricks MCP Server

Hey, couldn't find a working Databricks MCP so I forked one and fixed it: https://github.com/markov-kernel/databricks-mcp This allows you to (using Cursor, Claude Code, Windsurf, Claude, etc.):*   Manage Databricks Clusters: List, create, terminate, ...

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spaceghost
New Contributor II
  • 5 kudos

very cool

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Krthk
by New Contributor
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Datbricks Notebook as a Server ?

Hello, What I'm trying to do : I have a piece of python code (an ai application) that i want to deploy as a server, almost exactly like one would lets say on an EC2. The only difference being instead of a flask api i would use dbutils and the databri...

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Alberto_Umana
Databricks Employee
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Hi @Krthk, Thanks for your question. Have you thought about using Model serving endpoint for your use-case: https://docs.databricks.com/aws/en/machine-learning/model-serving/ Launching a Databricks job via the REST API and dbutils is a different para...

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