[Launched] Generally Available: DiskANN on Azure Database for PostgreSQL
I couldn't find specific information about the "Generally Available" status of DiskANN on Azure Database for PostgreSQL or the details from the update link you provided. However, I can give you an overview of DiskANN and its integration with Azure Database for PostgreSQL based on available information.
Overview of DiskANN on Azure Database for PostgreSQL
DiskANN is a powerful vector indexing algorithm developed by Microsoft Research. It is designed to enhance the performance of AI-driven applications by providing advanced vector search capabilities. DiskANN is now available on Azure Database for PostgreSQL - Flexible Server.
Key Features of DiskANN
- Improved Performance: DiskANN offers superior latency and accuracy compared to existing methods like HNSW and IVFFlat in pgvector[1][3].
- Scalability: It allows developers to build highly scalable and performant generative AI applications[3].
- Filtered Vector Search: DiskANN overcomes limitations of pgvector by providing more accurate results in filtered searches[3].
Integration with Azure Database for PostgreSQL
To use DiskANN, users need to:
- Enable the pgvector and diskann extensions within their PostgreSQL server configuration.
- Create a table with a vector column to store vector data.
- Create an index on the vector column using diskann to optimize search performance[1].
CREATE EXTENSION IF NOT EXISTS pg_diskann CASCADE;
CREATE INDEX my_table_embedding_diskann_idx ON my_table USING diskann (embedding vector_cosine_ops);
Use Cases
DiskANN is particularly useful for applications requiring efficient and accurate similarity searches, such as AI-driven applications in image or text processing. It is used in services like Bing and Microsoft 365[3].
Conclusion
DiskANN represents a significant advancement in vector indexing technology, offering enhanced performance and scalability for AI applications on Azure Database for PostgreSQL. However, I couldn't confirm its "Generally Available" status or additional details from the Microsoft update link.
อ้างอิงค์ : https://azure.microsoft.com/updates?id=491151
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