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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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- 23 replies
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- 1328 Views
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Failed to fetch tables for the space when using Genie MCP via Model Serving
Hello everyone,I'm experiencing a specific permissions issue when using an AI agent that queries a Genie space via MCP (Model Context Protocol) within a Model Serving endpoint.I developed an AI agent to query a Genie space to retrieve retail sales da...
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Hi @ilaria, When you call a Genie space via MCP from a Model Serving endpoint, the queries against the table you have mentioned (fashion_retail.ppl_schema.silver_transactions) don’t run as you (the workspace user who owns the catalog/schema/space), b...
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- 1797 Views
- 1 replies
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Resolved! Voice Interface for Genie via Azure AI Foundry – 400 Bad Request with Cross-Subscription Setup
Hi everyone,I'm building a voice-enabled solution on Azure AI Foundry that allows users to interact with Genie using speech instead of text. The architecture involves exposing a Genie Space as a tool within Foundry, which works perfectly in my own en...
- 1797 Views
- 1 replies
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I found the issues.the resources were deployed into different tenant and subscriptions. Seems now it's possible only to autentificate with PAT and not with other auth. So for now I can use only my account and not a Service Principal
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- 5193 Views
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Resolved! Modelling Genie AI/BI costs
I'm trying to model the full TCO of using Genie. We're thinking it would be 1,000 people using Genie, with 20 sessions per month (240 per year).From our understanding, Genie's costs are basically the DBUs that are consumed by running the SQL queries....
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Total Cost ≈ (Avg queries per session × Avg query runtime × DBUs/sec × DBU price) + (Idle DBUs if non-serverless) + (Cloud infra, if applicable)
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- 2315 Views
- 2 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
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- 2 replies
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Hi all. Justo to follow up this conversation. In these days I developed a simple notebook to deploy my genie space. This notebook is into a Job deployed with asset bundle. After the deployment into the target (dev/prod) the CI/CD run this pipeline to...
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- 867 Views
- 1 replies
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Databricks App cannot authenticate to another Databricks App MCP server (OAuth consent redirect)
Hi Team,I am building an MCP client as a Databricks App that connects to an MCP server hosted on another Databricks App. The client works locally but fails when deployed due to OAuth consent redirect.Question: What is the recommended authentication a...
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TLDR: For Databricks App-to-App communication, you should use the client app's automatically provisioned Service Principal rather than On-Behalf-Of (OBO) user authentication to avoid interactive OAuth consent redirects.Why Your Local Approach Fails i...
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- 1349 Views
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Resolved! ai_parse_document time out setting
We are using ai_parse_document on ~4k pdf files. We noticed the load is taking quite a bit of time and when we looked into our intermediate table, we are seeing several errors like this:[ { "error_message":"pdf rendering timed out after 1800 s...
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Greetings @TX-Aggie-00 , Thanks for the detailed description and for including the exact error message — that helps. The “pdf rendering timed out after 1800 seconds” message reflects an internal hard timeout during the document rendering step. The 1...
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- 791 Views
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Endpoint not found
Azure Databricks workspace in East US 2.Genie works in UI but Conversation API returns ENDPOINT_NOT_FOUND.How can I enable Genie Conversation API?
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Hi @alessandrochamp, Can you double-check that the Genie API preview is enabled in your workspace? It is a Public Preview feature, and your error suggests that the preview might not be enabled.
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- 1584 Views
- 1 replies
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Resolved! Genie spaces - instructions
Hi all,I'm experimenting with Databricks Genie, I have a setup where Genie is based on a Metrics View. In the Metrics View, we have multiple sales related measures and different kinds of revenue measures. Is anyone aware, if there is an option to add...
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Hello! Yes, this is possible! You can add this to the Instructions Section of your Genie Space. Here's an example: When users ask about "revenue" without specifying which type, always ask for clarification about which revenue measure they want: Total...
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- 1303 Views
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Resolved! How do I get started with Databricks as a complete beginner?
How can a beginner start learning and using Databricks step by step?
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You can use Databricks free edition to test Databricks and practice, even though the path will also depend in your goals as a professional. You can choose one or multiple of the following paths as guidance: Platform, Data Engineering, Traditional ML...
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- 1995 Views
- 3 replies
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Resolved! AI Model to Generate Python Utilities
Hi team,I'm working on Databricks and need to choose a model from Foundation Model APIs / AI Playground to generate Python utilities for my infra team. For notebook Assistant (Ctrl+I in cells), which model would you recommend for reliable Python code...
- 1995 Views
- 3 replies
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Hi, They are effectively the same assistant under the hood, it's more the context of where it's working from that's important. So the cell based one will assume you're asking about the specific cell you're in and because it's only a small prompt win...
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- 1208 Views
- 2 replies
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Resolved! Harman Singh Deep Kandhari - Gym Owner Aspiring to Learn AI and Generative AI
Hi Everyone,My name is Harman Singh Deep Kandhari, a gym owner eager to learn Artificial Intelligence and Generative AI to enhance fitness services, automate operations, and create smarter, technology-driven workout experiences. Any suggestion from y...
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Thanks Anshu_Roy for your valuable reply. It would be helpful for me. Thanks!!Harmandeep Singh Kandhari
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- 2764 Views
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Resolved! Multi Agent Supervisor w/ Databricks App
Hello, how can I create a databricks app using multi agent supervisor (knowledge assistant + genie) with an interface?
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- 3 replies
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@mmoise Multi Agent Supervisor (MAS) is an orchestrator agent, so it depends on: 1) how many agents it orchestrates, 2) how complex those agents are, and 3) how complex the user prompt is. I would encourage you to review the MLflow experiment traces...
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- 1725 Views
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Resolved! can I use AI/BI agents inside a databricks app?
is it possible to use the AI/BI agents that I built inside databricks to be called in a databrick app? so far, my finding shows the agent is an UI inside databricks and is not exposed as a rest API but i was wondering if anyone knows a solution to th...
- 1725 Views
- 2 replies
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By AI/BI agents do you mean Genie rooms? If so you can save these as a seperate Genie Room and then the Genie room will have an API endpoint that you can query from within the App. This is currently in public preview at the moment. The docs are here ...
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- 13143 Views
- 1 replies
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How can I utilize multiple GPUs from multiple nodes in Databricks
I am currently experimenting with the whisper model for batchwise inference on Databricks and have successfully utilized multiple instances of the model by accessing multiple GPUs available in the driver node. However, I am wondering how I can levera...
- 13143 Views
- 1 replies
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Can you try the Serverless GPU Compute? https://docs.databricks.com/aws/en/machine-learning/sgc-examples/gpu-batch-inference
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- 665 Views
- 1 replies
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Ai query parallel calls
I’m trying to optimize ai_query calls on a table and wanted to get some ideas.So far, I’ve tried repartitioning the DataFrame before running spark.sql(ai_query), but I didn’t see any meaningful performance gains. I also experimented with running mult...
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When you are using ai_query(), there are two main aspects to performance: Model serving endpointSQL warehouse / Compute cluster Very likely, the performance is throttled by the model-serving endpoint's concurrency limit. Reference: https://docs.d...
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