PostgreSQL with Local Small Language Model and In-Database Vectorization | Azure
Improve search capabilities for your PostgreSQL-backed applications using vector search and embeddings generated in under 10 milliseconds without sending data outside your PostgreSQL instance. Integrate real-time translation, sentiment analysis, and advanced AI functionalities securely within your database environment with Azure Local AI and Azure AI Service. Combine the Azure Local AI extension with the Azure AI extension to maximize the potential of AI-driven features in your applications, such as semantic search and real-time data translation, all while maintaining data security and efficiency.
Joshua Johnson, Principal Technical PM for Azure Database for PostgreSQL, demonstrates how you can reduce latency and ensure predictable performance by running locally deployed models, making it ideal for highly transactional applications.
► QUICK LINKS:
00:00 - Improve search for PostgreSQL
01:21 - Increased speed
02:47 - Plain text descriptive query
03:20 - Improve search results
04:57 - Semantic search with vector embeddings
06:10 - Test it out
06:41 - Azure local AI extension with Azure AI Service
07:39 - Wrap up
► Link References
Check out our previous episode on Azure AI extension at https://aka.ms/PGAIMechanics
Get started with Azure Database for PostgreSQL - Flexible Server at https://aka.ms/postgresql
To stay current with all the updates, check out our blog at https://aka.ms/azurepostgresblog
► Unfamiliar with Microsoft Mechanics?
As Microsoft's official video series for IT, you can watch and share valuable content and demos of current and upcoming tech from the people who build it at Microsoft.
• Subscribe to our YouTube: https://www.youtube.com/c/MicrosoftMechanicsSeries
• Talk with other IT Pros, join us on the Microsoft Tech Community: https://techcommunity.microsoft.com/t5/microsoft-mechanics-blog/bg-p/MicrosoftMechanicsBlog
• Watch or listen from anywhere, subscribe to our podcast: https://microsoftmechanics.libsyn.com/podcast
► Keep getting this insider knowledge, join us on social:
• Follow us on Twitter: https://twitter.com/MSFTMechanics
• Share knowledge on LinkedIn: https://www.linkedin.com/company/microsoft-mechanics/
• Enjoy us on Instagram: https://www.instagram.com/msftmechanics/
• Loosen up with us on TikTok: https://www.tiktok.com/@msftmechanics
Published on:
Learn more
Made for tech enthusiasts and IT professionals. Expanded coverage of your favorite technologies across Microsoft; including Office, Azure, Windows and Data Platforms. We'll even bring you broader topics such as device innovation with Surface, machine learning, and predictive analytics.
Related posts
Microsoft Purview: Data Lifecycle Management- Azure PST Import
Azure PST Import enables Microsoft 365 admins to import PST files from Azure Blob Storage into Exchange Online mailboxes using PowerShell. The...
April Patches for Azure DevOps Server
We are releasing patches for our self‑hosted product, Azure DevOps Server. We strongly recommend that all customers remain on the latest, most...
Integration Testing Azure Functions with Reqnroll and C#, Part 5 - Using Corvus.Testing.ReqnRoll in a build pipeline
If you use Azure Functions on a regular basis, you'll likely have grappled with the challenge of testing them. In the final post in this serie...
Integration Testing Azure Functions with Reqnroll and C#, Part 4 - Controlling your functions with additional configuration
If you use Azure Functions on a regular basis, you'll likely have grappled with the challenge of testing them. In the fourth of this series of...
Integration Testing Azure Functions with Reqnroll and C#, Part 3 - Using hooks to start Functions
If you use Azure Functions on a regular basis, you'll likely have grappled with the challenge of testing them. In the third of a series of pos...
Integration Testing Azure Functions with Reqnroll and C#, Part 2 - Using step bindings to start Functions
If you use Azure Functions on a regular basis, you'll likely have grappled with the challenge of testing them. In the second of a series of po...
Integration Testing Azure Functions with Reqnroll and C#, Part 1 - Introduction
If you use Azure Functions on a regular basis, you'll likely have grappled with the challenge of testing them. In the first of a series of pos...
Announcing Azure MCP Server 2.0 Stable Release for Self-Hosted Agentic Cloud Automation
Azure MCP Server 2.0 is now generally available, delivering first-class self-hosting, stronger security hardening, and a faster foundation for...