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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
  • 28371 Views
  • 18 replies
  • 32 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
  • 28371 Views
  • 18 replies
  • 32 kudos
Latest Reply
AIChief
New Contributor II
  • 32 kudos

thanks for sharing

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RaviSingh0000
by New Contributor
  • 11905 Views
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Genie Space

Hi Team,I would like to use Genie to enable NLP on my delta lake. However, the documentation mention the limitation as 20 messages per minute for a workspace for all Genie Spaces.Is there a pay-as-go model for Genie Space?Regards,Ravi Kumar Singh 

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aero_g
by New Contributor
  • 812 Views
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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...

  • 812 Views
  • 1 replies
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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 New Contributor III
  • 1166 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...

  • 1166 Views
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paalvibe
New Contributor III
  • 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
  • 610 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...

  • 610 Views
  • 1 replies
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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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wind2025
by New Contributor II
  • 3106 Views
  • 1 replies
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I am struggling on complicated RAG code for Mosaic evaluation deployment

I want to know how I can apply some complicated RAG designs so I can directly deploy on the Mosaic AI evaluation UI. There are two cases:1. two or more index retrieval as independent tools (parallel retrievals)2.two index retrieval processes that dep...

  • 3106 Views
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Latest Reply
Mantsama4
Valued Contributor
  • 1 kudos

Interesting use case, would love to know the answer!

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heramb13
by New Contributor II
  • 4863 Views
  • 3 replies
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Unable to log MLFlow run for LangChain chain while using databricks-langchain library

Whenever I try to log my run it throws me the following error: MlflowException: Failed to save runnable sequence: {'0': 'RunnableParallel<query,context> -- Failed to save runnable sequence: {\'context\': "RunnableSequence -- Failed to save runnable s...

  • 4863 Views
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heramb13
New Contributor II
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@Alberto_Umana or anyone? 

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Kjetil
by Contributor
  • 2065 Views
  • 4 replies
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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...

  • 2065 Views
  • 4 replies
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Latest Reply
LaurenFletcher
New Contributor II
  • 4 kudos

Wow, Thank you so much for your help.

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kbmv
by Contributor
  • 2118 Views
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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...

kbmv_0-1738850768911.png
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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
  • 3807 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 ...

  • 3807 Views
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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
  • 3431 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....

  • 3431 Views
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Latest Reply
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
  • 1086 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 ...

  • 1086 Views
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  • 1 kudos
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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SristiRaj
by New Contributor
  • 898 Views
  • 1 replies
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Databricks REST api to manage and deploy Genie spaces programmatically

Hello,I am looking to find documentation for databricks REST api for creating and deploying genie spaces with necessary configuration. Could you please guide me to the documentation for the same.Regards,Sristi Raj 

  • 898 Views
  • 1 replies
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Latest Reply
Alberto_Umana
Databricks Employee
  • 0 kudos

Hi @SristiRaj, Currently there is not API for that. I see that Databricks Genie Conversation APIs are currently in private preview. Please stay tune for news on this!

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aliciachimeno
by New Contributor III
  • 2718 Views
  • 2 replies
  • 2 kudos

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...

  • 2718 Views
  • 2 replies
  • 2 kudos
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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