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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
  • 30842 Views
  • 19 replies
  • 34 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
  • 30842 Views
  • 19 replies
  • 34 kudos
Latest Reply
Poorva21
New Contributor II
  • 34 kudos

This is an exciting step forward from Databricks! Looking forward to diving into the curriculum and exploring what's next in the world of data + AI! Thanks for sharing @Sujitha 

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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
  • 0 kudos

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
  • 7434 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...

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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
  • 2512 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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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
  • 14633 Views
  • 5 replies
  • 2 kudos

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
  • 1046 Views
  • 1 replies
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Genie - Data Lineage

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

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Latest Reply
Louis_Frolio
Databricks Employee
  • 0 kudos

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
  • 1737 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...

SandipCoder_0-1736512522115.png SandipCoder_1-1736512522122.png
  • 1737 Views
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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
  • 0 kudos

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
  • 16950 Views
  • 1 replies
  • 5 kudos

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, ...

  • 16950 Views
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  • 5 kudos
Latest Reply
spaceghost
New Contributor II
  • 5 kudos

very cool

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Krthk
by New Contributor
  • 930 Views
  • 1 replies
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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...

  • 930 Views
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Latest Reply
Alberto_Umana
Databricks Employee
  • 0 kudos

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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neha89
by New Contributor II
  • 3562 Views
  • 3 replies
  • 1 kudos

Resolved! Custom LLM Function similar to Databricks built in AI functions

Hi Team,I am new to Databricks and working on Gen AI requirements.Task - Build custom prompt with set of instructions to classify incident e.g. False Positive or True Positive. Input will be columns in Delta TableCan I build custom LLM function with ...

  • 3562 Views
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Latest Reply
Alberto_Umana
Databricks Employee
  • 1 kudos

No problem, if you have any other question, let me know!

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SaiVihAI
by New Contributor
  • 4220 Views
  • 1 replies
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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

  • 4220 Views
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Latest Reply
santhakumar11
New Contributor III
  • 0 kudos

Hi SaiVihAIDatabricks Vector Search currently does not support creating multi-vector indexes that are directly based on multiple embedding columns in a Delta table. Creating separate vector indexes for each embedding column is an option.Ref  How to c...

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SaiVihAI
by New Contributor
  • 1520 Views
  • 1 replies
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Vector Quantization

Does Databricks Vector Search support vector quantization?

  • 1520 Views
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Latest Reply
santhakumar11
New Contributor III
  • 0 kudos

Hi SaiVihAIIn my opinion, Databricks utilizes Mosaic Vector Search, which is largely aided by the Hierarchial Navigable Small World (HNSW) algorithm for neighbor search and hybrid keyword similarity search.Ref   Mosaic AI Vector Search | Databricks D...

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aliciachimeno
by New Contributor III
  • 5906 Views
  • 7 replies
  • 5 kudos

Genie Agent Integration in Databricks

I'm developing an Agent using the Cookbook template and would like to incorporate a Genie agent. I came across the Databricks GitHub repository and noticed they're actively working on it: GitHub - Genie Agent. However, it seems to be in the early sta...

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  • 7 replies
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Latest Reply
NathanSundarara
Valued Contributor
  • 5 kudos

I think Teams/Slack channel as a chat bot will be more exciting use case. When we demoed the Genie to our executives we are in Retail Industry Client and we have lots of stores one of the thing they said is this would be awesome if this can be in Tea...

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sebascardonal
by New Contributor III
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Resolved! LangGraph MemorySaver checkpointer usage with MLflow

Hi everyone.I am working on a graph that utilizes the MemorySaver class to incorporate short-term memory. This will enable me to maintain a multi-turn conversation with the user by storing the chat history.I am using the MLflow "models from code" fea...

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sebascardonal
New Contributor III
  • 0 kudos

Hi @moemedina. No, I didn't.I'm considering using ChatModel/ChatAgent class to wrap the graph and be able to move on. However, the MLflow documentation is still referring to ChatModel where Chat Agent is the latest recommendation:MLflow ChatModel Doc...

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