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Postgres is Now a Vector Database, Too

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Manage episode 417313587 series 75006
Content provided by The New Stack Podcast and The New Stack. All podcast content including episodes, graphics, and podcast descriptions are uploaded and provided directly by The New Stack Podcast and The New Stack or their podcast platform partner. If you believe someone is using your copyrighted work without your permission, you can follow the process outlined here https://player.fm/legal.

Amazon Web Services (AWS) has introduced PG Vector, an open-source tool that integrates generative AI and vector capabilities into PostgreSQL databases. Sirish Chandrasekaran, General Manager of Amazon Relational Database Services, explained at Open Source Summit 2024 in Seattle that PG Vector allows users to store vector types in Postgres and perform similarity searches, a key feature for generative AI applications.

The tool, developed by Andrew Kane and offered by AWS in services like Aurora and RDS, originally used an indexing scheme called IVFFlat but has since adopted Hierarchical Navigable Small World (HNSW) for improved query performance.

HNSW offers a graph-based approach, enhancing the ability to find nearest neighbors efficiently, which is crucial for generative AI tasks. AWS emphasizes customer feedback and continuous innovation in the rapidly evolving field of generative AI, aiming to stay responsive and adaptive to customer needs.

Learn more from The New Stack about Vector Databases

Top 5 Vector Database Solutions for Your AI Project

Vector Databases Are Having a Moment – A Chat with Pinecone

Why Vector Size Matters

Join our community of newsletter subscribers to stay on top of the news and at the top of your game. https://thenewstack.io/newsletter/

  continue reading

860 episodes

Artwork
iconShare
 
Manage episode 417313587 series 75006
Content provided by The New Stack Podcast and The New Stack. All podcast content including episodes, graphics, and podcast descriptions are uploaded and provided directly by The New Stack Podcast and The New Stack or their podcast platform partner. If you believe someone is using your copyrighted work without your permission, you can follow the process outlined here https://player.fm/legal.

Amazon Web Services (AWS) has introduced PG Vector, an open-source tool that integrates generative AI and vector capabilities into PostgreSQL databases. Sirish Chandrasekaran, General Manager of Amazon Relational Database Services, explained at Open Source Summit 2024 in Seattle that PG Vector allows users to store vector types in Postgres and perform similarity searches, a key feature for generative AI applications.

The tool, developed by Andrew Kane and offered by AWS in services like Aurora and RDS, originally used an indexing scheme called IVFFlat but has since adopted Hierarchical Navigable Small World (HNSW) for improved query performance.

HNSW offers a graph-based approach, enhancing the ability to find nearest neighbors efficiently, which is crucial for generative AI tasks. AWS emphasizes customer feedback and continuous innovation in the rapidly evolving field of generative AI, aiming to stay responsive and adaptive to customer needs.

Learn more from The New Stack about Vector Databases

Top 5 Vector Database Solutions for Your AI Project

Vector Databases Are Having a Moment – A Chat with Pinecone

Why Vector Size Matters

Join our community of newsletter subscribers to stay on top of the news and at the top of your game. https://thenewstack.io/newsletter/

  continue reading

860 episodes

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