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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
  • 30417 Views
  • 18 replies
  • 33 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
  • 30417 Views
  • 18 replies
  • 33 kudos
Latest Reply
AIChief
New Contributor II
  • 33 kudos

thanks for sharing

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suho_ryo
by New Contributor III
  • 429 Views
  • 4 replies
  • 0 kudos

Agent Bricks import table error

"I encountered an error when I tried to import a table to improve the quality of the Agent Bricks Knowledge Assistant. The error message is: 'Unrecognized token 'The': was expecting ('true', 'false' or 'null') at [Source: The provided text discusses ...

  • 429 Views
  • 4 replies
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Latest Reply
suho_ryo
New Contributor III
  • 0 kudos

Hello @Khaja_Zaffer Here is the actual data I tried to import:INSERT INTO table_name VALUES ( 'eval-001', 'Translate this text to Japanese.', array('Be natural.', 'Keep the original nuance.'), array('true', 'false'), '{"model_version": "Kno...

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Prashanthkumar
by New Contributor III
  • 1360 Views
  • 3 replies
  • 1 kudos

Databricks Genie new space creation using API

I am exploring an option to see if Databricks Genie can be created using API or using python script?

  • 1360 Views
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  • 1 kudos
Latest Reply
kbaig8125
New Contributor III
  • 1 kudos

Creating Genie using API / sdk etc. would be great to quickly spin up multiple specialized genie spaces and stitch them up with a supervisor agent programmatically. please provide any update or when to expect this in the coming future

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Rajat-TVSM
by New Contributor III
  • 535 Views
  • 3 replies
  • 4 kudos

Resolved! Facing pydantic errors at runtime in MLFlow ChatAgent

Code works fine locally but deployment in serving endpoint gives me below error at runtime:{"error_code": "BAD_REQUEST", "message": "Encountered an unexpected error while evaluating the model. Verify that the input is compatible with the model for in...

  • 535 Views
  • 3 replies
  • 4 kudos
Latest Reply
szymon_dybczak
Esteemed Contributor III
  • 4 kudos

Hi @Rajat-TVSM ,Below someone had the exact same issue. The solution is to use newer version of mlflow >= 3.2The problem is caused because there's been an update in pydantic. They changed a lot of things in pydantic v2. So not all APIs are compatibil...

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Yash01Kumar12
by New Contributor II
  • 699 Views
  • 5 replies
  • 2 kudos

Resolved! Select LLM in Agentbricks - Knowledge Assistant

Hello,I am preparing a demo using for Multi Agent Supervisor Agent using knowledge assistant and Genie. Throughout the demo creation I have the following doubts:1) In the Knowledge assistant can we select another LLM model. Also, by default which LLM...

  • 699 Views
  • 5 replies
  • 2 kudos
Latest Reply
Louis_Frolio
Databricks Employee
  • 2 kudos

A bit more information: In Agent Bricks, Databricks “automatically try various AI models, fine‑tune them using your data, optimize, and evaluate” to pick the best system for your use case — model selection is managed by the backend rather than the KA...

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suho_ryo
by New Contributor III
  • 500 Views
  • 2 replies
  • 1 kudos

Resolved! Where is the vector table created by the Knowledge Assistant located?

In Agent Bricks' Knowledge Assistant, you can create a chatbot using files on Unity Catalog. I suspect that a vector table is being created from these files. If so, where would this vector table be located? It doesn't seem to be present in my own Uni...

  • 500 Views
  • 2 replies
  • 1 kudos
Latest Reply
suho_ryo
New Contributor III
  • 1 kudos

Hi @szymon_dybczak ,Thank you for your reply. I assume it's located on the Databricks serverless side.

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Yash01Kumar12
by New Contributor II
  • 579 Views
  • 3 replies
  • 0 kudos

Agent Bricks Information Extraction

I am facing some problem in Information extraction using PDF. I have done all the necessary steps. 1) I loaded the data in Volume.2) I ran the Use PDF's functionality to create a structure table of the PDFs3) I now have the table with the column name...

Yash01Kumar12_0-1760117409670.png Yash01Kumar12_1-1760117530018.png
  • 579 Views
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Yash01Kumar12
New Contributor II
  • 0 kudos

Thank You @NandiniN for responding. For now, I have changed the type of "raw_parsed" to string and created a vector index after that.But can you help me with one more thing. I am creating a Multi-Agent-Supervisor, can you explain me the need of OBO U...

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JohnnyA
by New Contributor II
  • 698 Views
  • 2 replies
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Resolved! Using Genie Conversational API with External Users and Data-Level Security

We are planning to implement a chat interface in our portal application using the Genie Conversational API, where clients, partners, and internal users can ask questions in natural language and receive answers based on our data.I have the following q...

  • 698 Views
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Latest Reply
Isi
Honored Contributor III
  • 2 kudos

Hello @JohnnyA I'll try to explain ideas and hope something works for you because I don't have the whole context.1) Authentication & authorization for external usersRecommended (best practice):Federated identity + OBO. Your portal authenticates with ...

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ChrisLawford_n1
by Contributor
  • 1446 Views
  • 2 replies
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Resolved! Clarification on Databricks Claude 3.7 Sonnet native serving endpoint data processing location.

Hello, I am trying to clarify if Databricks Claude 3.7 Native serving endpoint is safe for use in our enterprise or if it needs to be disabled.I am trying to understand if the data sent to this endpoint is kept within our geo region (UKSouth/Europe)....

ChrisLawford_n1_0-1753277934139.png
  • 1446 Views
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Latest Reply
Krishna_S
Databricks Employee
  • 0 kudos

Hi @ChrisLawford_n1  The Databricks Claude 3.7 for UKsouth, as you can see in the documentation, can only be used if it is supported based on GPU availability and requires cross-geo routing to be enabled, so cross-geo processing that allows data for ...

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Dulce42
by New Contributor II
  • 5864 Views
  • 1 replies
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Resolved! API GENIE

Hi community!Yesterday I tried extract history chat from my genie spaces but I can't export chats from other users, I have the next error:{'error_code': 'PERMISSION_DENIED', 'message': 'User XXXXXXXX does not own conversation XXXXXXXX', 'details': [{...

  • 5864 Views
  • 1 replies
  • 1 kudos
Latest Reply
mark_ott
Databricks Employee
  • 1 kudos

Based on current documentation and available resources, exporting chat histories from Genie Spaces is restricted by ownership rules: only the user who owns the conversation can export that specific chat history, regardless of admin permissions or wor...

  • 1 kudos
PiotrM
by New Contributor III
  • 944 Views
  • 7 replies
  • 10 kudos

Resolved! ai_query not affected by AI gateway's rate limits?

Hey, We've been testing the ai_query (Azure Databricks here) on preconfigured model serving endpoints likedatabricks-meta-llama-3-3-70b-instruct and the initial results look nice. I'm trying to limit the number of requests that could be sent to those...

  • 944 Views
  • 7 replies
  • 10 kudos
Latest Reply
PiotrM
New Contributor III
  • 10 kudos

Hey, @BS_THE_ANALYST, before writing that post, I went exactly through the docs you've posted. I wasn't able to find a specific confirmation (or denial) that this function will be affected by the rate limits, which led me to believe that it's worth a...

  • 10 kudos
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qlmahga2
by New Contributor III
  • 1048 Views
  • 2 replies
  • 1 kudos

Finally fix Claude Opus

It's been almost 3 months since the announcement of First-party Anthropic Claude Opus 4 on Databricks Mosaic AI Model Serving, but the model is still unavailable.It's listed in the pricing and documentation, but on the Serving endpoints page, it's be...

  • 1048 Views
  • 2 replies
  • 1 kudos
Latest Reply
jack_zaldivar
Databricks Employee
  • 1 kudos

Hi @qlmahga2 , it appears that Claude Sonnet 4 and Claude Sonnet 4.5 are both currently available. I'm not sure what it looked like when you asked this question, as I didn't check at that time. However, it looks like they should be available now. Can...

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Nobuhiko
by New Contributor III
  • 2388 Views
  • 8 replies
  • 8 kudos

Resolved! Can I get notebooks used in a e-learning video?

I'm currently watching the videos in the "Generative AI Engineering Pathway."In the "Demo" chapters, it appears that the instructor is explaining based on pre-prepared notebooks (for example, a notebook named "2.1 - Preparing Data for RAG"). Would it...

  • 2388 Views
  • 8 replies
  • 8 kudos
Latest Reply
Nobuhiko
New Contributor III
  • 8 kudos

Hello @Advika !Could you provide details about "the lab materials"?Are they just notebooks, or do they include other materials like raw data files to be processed, environment variables (like "DA"), scripts, etc.?I'm very new to Databricks, so it wou...

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GiriSreerangam
by New Contributor III
  • 635 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...

  • 635 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...

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Phani1
by Databricks MVP
  • 856 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

  • 856 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
  • 547 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...

  • 547 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

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