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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
  • 34217 Views
  • 22 replies
  • 46 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 ...

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  • 34217 Views
  • 22 replies
  • 46 kudos
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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aero_g
by Databricks Partner
  • 2344 Views
  • 1 replies
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Issues with Generating Synthetic Data Using the Mosaic AI API - 403 Permission Denied Error

 Hi everyone,I’m currently working with the new Synthetic Data Generation API in Mosaic AI, and I’ve encountered an issue when trying to generate questions for a document. Specifically, I’m running into the following error:Failed to generate question...

  • 2344 Views
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Alberto_Umana
Databricks Employee
  • 0 kudos

Hi @aero_g, Looks like it is not supported on your region, but I will get more details internally.

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paalvibe
by Databricks MVP
  • 1916 Views
  • 3 replies
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Should elaborate and complex LLM apps be deployed as MLFlow serving endpoints?

In a project we are building increasingly complex LLM-based Apps (RAG, multi-agent workflows, langgraph, unstructured ingestion etc), and we are having doubts if these apps should be deployed as MLFlow-based endpoints. I would like your feedback on i...

  • 1916 Views
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paalvibe
Databricks MVP
  • 0 kudos

Actually, maybe root folder was imprecise. The point is that it gets file system access. It becomes a regular Workspace user, with too much access. If, however, you want to give it specific accesses beyond that, you could give it access to specific v...

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Nawneet
by New Contributor II
  • 1258 Views
  • 1 replies
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Error running mlflow.evaluate()

Hi Team,I am following below article to evaluate my model.What is Mosaic AI Agent Evaluation? | Databricks on AWSExample for my model is below:input_example = pd.DataFrame({    "text": ["What is the stoppage duration for January month 2024?"],    "pa...

  • 1258 Views
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Alberto_Umana
Databricks Employee
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Hello @Nawneet, Ensure that the input format for the agent evaluation matches the expected schema. Here is an example to structure your input data correctly: import mlflow import pandas as pd examples = { "request": [ {"messages": [{"ro...

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Kjetil
by Contributor
  • 5255 Views
  • 4 replies
  • 4 kudos

Model Serving and Streaming

Hi everyone,I have a question regarding the concurrency limitations of streaming responses from an LLM chain via Databricks Model Serving.When using a streaming response, the request remains open for the duration of the generation process. For exampl...

  • 5255 Views
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Latest Reply
LaurenFletcher
New Contributor II
  • 4 kudos

Wow, Thank you so much for your help.

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3 More Replies
kbmv
by Contributor
  • 2755 Views
  • 1 replies
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Resolved! Understanding compute requirements for Deploying Deepseek-R1-Distilled-Llama Models on databricks

Hi I came across the blog Deploying Deepseek-R1-Distilled-Llama Models on Databricks at https://www.databricks.com/blog/deepseek-r1-databricksI am new to using custom models that are not available as part of foundation models.According to the blog, I...

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  • 2755 Views
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kbmv
Contributor
  • 0 kudos

Its Resolved https://community.databricks.com/t5/machine-learning/understanding-compute-requirements-for-deploying-deepseek-r1/m-p/109357#M3956

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dileepkumar_t
by New Contributor
  • 6025 Views
  • 1 replies
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Error - Interact with SQL database

 When I try to use Datbricks sql agent, I'm getting below error:DatabaseError: (databricks.sql.exc.ServerOperationError) [UNBOUND_SQL_PARAMETER] Found the unbound parameter: param_1. Please, fix `args` and provide a mapping of the parameter to a SQL ...

  • 6025 Views
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Latest Reply
kamal_ch
Databricks Employee
  • 0 kudos

Hi @dileepkumar_t The UNBOUND_SQL_PARAMETER error in Databricks SQL Agent occurs when a parameter marker in a SQL query is not associated with a value. This error is raised because the SQL query is expecting a parameter to be provided, but it has not...

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Mohanrajv27
by New Contributor
  • 4835 Views
  • 1 replies
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Cost Analysis for Databricks Compute

I am currently using the Databricks Vector Search on top of my databricks workspace and running the DBRX Model for querying off and retrieve the results out of it.I have noticed something, a category of compute occurred, which I haven't seen earlier....

  • 4835 Views
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kamal_ch
Databricks Employee
  • 0 kudos

Hi @Mohanrajv27 The "Automated Serverless compute Pro" category in Databricks is designed to provide a serverless environment where compute resources are automatically managed and scaled by Databricks. Hope this answers your question!

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thmonte
by New Contributor II
  • 2146 Views
  • 2 replies
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Tool Calls with Workspace Models

I recently followed the blog post on running deepseek llama distilled.  I then served it via Serving Endpoints with provisioned throughput.  In my use case I am using pydantic-ai to build out some simple agents for testing.  It seems with this style ...

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Latest Reply
thmonte
New Contributor II
  • 1 kudos

Thanks @Alberto_Umana which one of these controls allows the conversation to continue past the first tool call?  Is there documentation on all configurable fields?  Also does this still allow override some of these at the client level? Ex. passing in...

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aliciachimeno
by New Contributor III
  • 3943 Views
  • 2 replies
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Integrating LangGraph with AI Cookbook Agent Template on Databricks using MLflow

I am working on building an agent using the AI Cookbook Agent Template and would like to integrate LangGraph into the agent template. Specifically, I want to build an agent that uses an adaptive RAG  chain and an SQL agent. My goal is to implement th...

  • 3943 Views
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Latest Reply
Alberto_Umana
Databricks Employee
  • 2 kudos

Hi @aliciachimeno, Please take a look at: https://github.com/databricks/genai-cookbook

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vipintyagi
by Databricks Partner
  • 2899 Views
  • 2 replies
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Resolved! Databricks Certified Generative AI Engineer Associate

Hi, I passed Databricks Certified Generative AI Engineer Associate exam yesterday and I havent received certificate. I verified my accredible account but it is not reflecting. In fact, there are several partner training I did last month and they are ...

  • 2899 Views
  • 2 replies
  • 3 kudos
Latest Reply
Advika_
Databricks Employee
  • 3 kudos

Hello @vipintyagi!Your certificate has already been sent. Please ensure you're using the same email ID for your Accredible account as the one used during exam registration.

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Muhammad_Umer
by New Contributor III
  • 15006 Views
  • 1 replies
  • 3 kudos

Genie Space

How can I export/share a Genie space across different workspace environments such as DEV,QA, and PROD etc.# Genie

  • 15006 Views
  • 1 replies
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Latest Reply
Rjdudley
Honored Contributor
  • 3 kudos

You would use Git Folders (Run Git operations on Databricks Git folders (Repos) | Databricks on AWS).  In my environment, it doesn't appear to be supported yet.  You can create a Genie space in a Git Folder at this time, but you get this alert: 

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bryan1
by New Contributor III
  • 4230 Views
  • 7 replies
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Customizing the UI of Streamlit App Template

Hi There,I used the Streamlit Chatbot template for Databricks Apps. I'm looking to customize the UI and wanted to make changes to the app.py file to do so. Even before I made any changes, I ran the file and I'm getting an error with databricks SDK an...

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  • 4230 Views
  • 7 replies
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Latest Reply
Alberto_Umana
Databricks Employee
  • 1 kudos

Hi @bryan1, Thanks for the details, there might be something at the cluster level configuration, can you please share your cluster settings like DBR version / libraries / access mode? I even tried on an older version / serverless and worked:  

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jericksoncea
by New Contributor III
  • 9818 Views
  • 11 replies
  • 2 kudos

Help with Databricks vector search index advanced metadata filtering

I have been able to successfully implement a Databricks vector search index with metadata filtering (How to create and query a vector search index | Databricks on AWS).However, I am facing a challenge when implementing a more advanced filtering mecha...

  • 9818 Views
  • 11 replies
  • 2 kudos
Latest Reply
Walter_C
Databricks Employee
  • 2 kudos

sure, happy to help, let us know in case you have additional questions

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infinitylearnin
by New Contributor III
  • 842 Views
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Role of Data practitioner in AI Era

As the AI revolution takes off in 2025, there is a renewed emphasis on adopting a Data-First approach. Organizations are increasingly recognizing the need to establish a robust data foundation while preparing a skilled fleet of Data Engineers to tack...

  • 842 Views
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txti
by New Contributor III
  • 5519 Views
  • 7 replies
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Resolved! Importing LanceDB Library Crashes Python Driver

Hello, I am unable to import the LanceDB library.My environment is configured as follows:Single Node of type g4dn.xlargeDBR 16.1 ML for GPUCode to Reproduce: %pip install lancedb==0.17.0 dbutils.library.restartPython() # Crashes on import import lan...

  • 5519 Views
  • 7 replies
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Latest Reply
Walter_C
Databricks Employee
  • 1 kudos

Hello @victor58 thanks for your question, on your case lets start with validations based on KB https://kb.databricks.com/en_US/clusters/python-kernel-is-unresponsive-error-message 

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