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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
  • 30788 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
  • 30788 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 

  • 34 kudos
18 More Replies
GiriSreerangam
by New Contributor III
  • 782 Views
  • 4 replies
  • 2 kudos

AI Agents - calling custom code and databricks jobs

Hi EveryoneI am building AI Agents; my requirement is to call custom tool logic (which was not possible using a unity catalog function) and databricks jobs. I could not find much of documentation on these scenarios. If someone could share any referen...

  • 782 Views
  • 4 replies
  • 2 kudos
Latest Reply
jamesl
Databricks Employee
  • 2 kudos

Hi @GiriSreerangam , can you share what you are trying to do with the custom tool? You might be able to implement with a custom MCP server. Here are some other resources that may help:  https://github.com/JustTryAI/databricks-mcp-serverhttps://github...

  • 2 kudos
3 More Replies
Phani1
by Databricks MVP
  • 1083 Views
  • 2 replies
  • 2 kudos

Export/Share Genie Space Across DEV, QA, and PROD Environments

Hi Team,What is the procedure for exporting a Genie space across multiple workspace environments such as DEV, QA, and PROD?Can you provide any details around this. Thanks ,Phani

  • 1083 Views
  • 2 replies
  • 2 kudos
Latest Reply
spoltier
New Contributor III
  • 2 kudos

@Pilsner When I try to export, I get Error: dataRoom is not user-facing. Trying to download in the workspace browser results in a 400 Bad Request.The bundle documentation for AWS and Azure does not mention genie spaces as existing resources.See the r...

  • 2 kudos
1 More Replies
brahaman
by New Contributor II
  • 587 Views
  • 1 replies
  • 1 kudos

Resolved! Vectorisation job automatisation and errors

Hey there ! So I'm fairly new to AI and RAG, and at this moment I'm trying to automatically vectorise documents (.pdf, .txt, etc...) each time a new file comes in a volume that I created.For that I created, a job that's triggered each time a new file...

  • 587 Views
  • 1 replies
  • 1 kudos
Latest Reply
mark_ott
Databricks Employee
  • 1 kudos

To address the question about automating and optimizing document vectorization pipelines (PDF, TXT, etc.) like the Databricks unstructured data pipeline with challenges around HuggingFace model downloads and job flexibility, here are insights and alt...

  • 1 kudos
prakashhinduja1
by New Contributor
  • 448 Views
  • 1 replies
  • 1 kudos

Resolved! Prakash Hinduja Switzerland (Swiss) How can I manage spending while optimizing compute resources?

Hi I am Prakash Hinduja Visionary Financial Strategist, born in Amritsar (India) and now lives in Geneva, Switzerland (Swiss) I’m looking for advice on how to better manage costs in Databricks while still keeping performance efficient. If you’ve foun...

  • 448 Views
  • 1 replies
  • 1 kudos
Latest Reply
mark_ott
Databricks Employee
  • 1 kudos

To optimize costs in Databricks while maintaining strong performance, consider a blend of strategic cluster configurations, autoscaling, aggressive job scheduling, and robust monitoring tools. These proven practices are used by leading enterprises in...

  • 1 kudos
chunky35
by New Contributor
  • 1394 Views
  • 1 replies
  • 1 kudos

Resolved! streaming llm response

I am deploying an agent that works good withouth streaming:it is using the following packages:      "mlflow==2.22.1",      "langgraph",      "langchain",      "pydantic==2.8.2",      "langgraph-checkpoint-sqlite",      "databricks-langchain",      "p...

  • 1394 Views
  • 1 replies
  • 1 kudos
Latest Reply
mark_ott
Databricks Employee
  • 1 kudos

To implement streaming output for your agent in Databricks and resolve the error "This model does not support predict_stream method.", the key requirement is that your underlying MLflow model must support the predict_stream method. Most l...

  • 1 kudos
HemantvIkani32
by New Contributor II
  • 992 Views
  • 5 replies
  • 3 kudos

Model deprecation issue while serving on Databricks

I am facing this below error while serving codellama model:Exception: Request failed with status 400, {"error_code":"INVALID_PARAMETER_VALUE","message":"The provisioned throughput model Llama 2 7B is deprecated and no longer supported in serving. See...

  • 992 Views
  • 5 replies
  • 3 kudos
Latest Reply
Advika
Community Manager
  • 3 kudos

Hello @HemantvIkani32! Did the responses shared above help resolve your concern? If yes, please consider marking the relevant response(s) as the accepted solution.

  • 3 kudos
4 More Replies
dk_g
by New Contributor
  • 591 Views
  • 1 replies
  • 0 kudos

How to utilize clustered gpu for large hf models

Hi,I am using clustered GPU(driver -1GPU and Worker-3GPU), and caching model data into unity catalog but while loading model checkpoint shards its always use driver memory and failed due insufficient memory.How to use complete cluster GPU while loadi...

  • 591 Views
  • 1 replies
  • 0 kudos
Latest Reply
lin-yuan
Databricks Employee
  • 0 kudos

1. Are you using any of the model parallel library, such as FSDP or DeepSpeed? Otherwise, every GPU will load the entire model weights.  2. If yes in 1, Unity Catalog Volumes are exposed on every node at /Volumes/<catalog>/<schema>/<volume>/..., so w...

  • 0 kudos
gascarin
by New Contributor II
  • 1041 Views
  • 3 replies
  • 1 kudos

AgentBricks Query Error

Does anyone got:[REMOTE_FUNCTION_HTTP_FAILED_ERROR]The remote HTTP request failed with code 400, and error message 'HTTP request failed with status: {"error_code": "BAD_REQUEST", "message": "Errored due to unknown error. Please contact Databricks sup...

  • 1041 Views
  • 3 replies
  • 1 kudos
Latest Reply
Krishna_S
Databricks Employee
  • 1 kudos

Hi @gascarin  Is this endpoint optimized or the base endpoint? Try optimizing the endpoint and check it again. Are you running ai_query? Can you please run it with a very simple and short prompt to see if it works? 

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2 More Replies
bhanu_gautam
by Valued Contributor III
  • 803 Views
  • 4 replies
  • 3 kudos

Resolved! Agent Bricks not visible on free edition yet

Hi I am from Asia location and Agent bricks is not yet enabled in free version any idea till when it is expected to be released

  • 803 Views
  • 4 replies
  • 3 kudos
Latest Reply
bhanu_gautam
Valued Contributor III
  • 3 kudos

Thank you @Advika  and @nayan_wylde 

  • 3 kudos
3 More Replies
kay0291
by New Contributor
  • 577 Views
  • 1 replies
  • 1 kudos

Resolved! Databricks app crash

Hello everyone,I am working on a databricks app project. IT's a chatbot on a monorepo wih a frontend built with next.js and a fastapi backend. Sometimes the app crashes unexpectedly. In the logs i see these messages : -> sending sigterms to other pro...

  • 577 Views
  • 1 replies
  • 1 kudos
Latest Reply
sarahbhord
Databricks Employee
  • 1 kudos

Hey Kay0291 - Your logs suggest the app is running out of memory: exit code 137 means the OS killed your process (likely exceeding Databricks Apps’ 2 vCPU/6GB RAM limit). This often happens when both Next.js and FastAPI run together, especially under...

  • 1 kudos
kbaig8125
by New Contributor III
  • 1062 Views
  • 2 replies
  • 2 kudos

Resolved! Databricks Genie as Managed MCP server

I am trying out a Genie space to be used as a MCP server with a client. When i add the URL details and authentication PAT I get an error .. attached image file for more details. Unable to validate mcp server capabilities! Error: MCP server validation...

  • 1062 Views
  • 2 replies
  • 2 kudos
Latest Reply
Advika
Community Manager
  • 2 kudos

Hello @kbaig8125! Did the steps shared above help resolve your issue? If yes, please consider marking it as the accepted solution. If you found a different approach, please share it with the community so others can benefit as well.

  • 2 kudos
1 More Replies
HemantvIkani32
by New Contributor II
  • 1040 Views
  • 2 replies
  • 1 kudos

LLAMA3.1 logging using mlflow

Hi team, I am facing issue after registering the meta llama 3.1 8b instruct model, while serving i get the response like{error code: BAD REQUEST, "message": "Time out while evaluating the model. Verify that the model evaluate within the timeframe."Gi...

  • 1040 Views
  • 2 replies
  • 1 kudos
Latest Reply
Advika
Community Manager
  • 1 kudos

Hello @HemantvIkani32! Did the above suggestion help resolve your issue? If yes, please consider marking it as the accepted solution. If you found another approach, it would be great if you could share it with the community.

  • 1 kudos
1 More Replies
Phani1
by Databricks MVP
  • 1686 Views
  • 2 replies
  • 1 kudos

Preserving Intelligence and Learning during Genie Space Migration

Hi Team,How can we migrate a Genie space to a higher environment while preserving its existing intelligence and learning, along with the catalog, to avoid recreating the same knowledge.Regards,Phani

  • 1686 Views
  • 2 replies
  • 1 kudos
Latest Reply
szymon_dybczak
Esteemed Contributor III
  • 1 kudos

Okay, maybe I’ll bring up an uncomfortable topic and ask why we should even bother trying to help you if you can’t dedicate five minutes of your time to let us know whether a suggestion or reply worked. We are spending our free time answering questio...

  • 1 kudos
1 More Replies
Tee_O
by New Contributor II
  • 1463 Views
  • 1 replies
  • 0 kudos

Resolved! Viewing logged User input and LLM response for a Deployed Chatbot

Hi All, I deployed a simple chatbot on Databricks Free Edition and I am trying to find the location where the user input and llm response are stored (logged) when a user asks a question (I assumed this would be in the payload table created but couldn...

  • 1463 Views
  • 1 replies
  • 0 kudos
Latest Reply
jamesl
Databricks Employee
  • 0 kudos

Hi @Tee_O , are you still facing this issue?If you see (or saw) the payload table in your catalog but didn't see any rows/entries, it's probably just a time delay issue -- it can take up to 1 hr for the logs to appear. If you *don't* see the table th...

  • 0 kudos
atharvaghodekar
by New Contributor III
  • 413 Views
  • 1 replies
  • 0 kudos

How to authenticate Vector Search Retriever Tool in Databricks AI Agent App?

I’m getting the following error while building a Databricks AI Agent app:databricks.vector_search.exceptions.InvalidInputException: Please specify either personal access token or service principal client ID and secret.My code looks like this: vector_...

  • 413 Views
  • 1 replies
  • 0 kudos
Latest Reply
szymon_dybczak
Esteemed Contributor III
  • 0 kudos

Hi @atharvaghodekar ,AI agents support 3 authentication methods:- automatic authentication passthrough-  on-behalf-of-use authentication (OBO)- manual authentication In case of manual authentication you need to explicitly provide credentials using en...

  • 0 kudos

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