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    FreshDiskANN

    Fast and accurate graph-based ANN index for streaming similarity search, enabling real-time updates on billion-point indexes using a single machine with real-time freshness.

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    About this tool

    Overview

    FreshDiskANN is a fast and accurate graph-based ANN (Approximate Nearest Neighbor) index designed for streaming similarity search, aiming to serve and update an index over a billion points with real-time freshness using just one machine.

    Key Features

    • Billion-scale index support on single machine
    • Real-time index updates
    • Graph-based indexing approach
    • Disk-based storage for large datasets
    • Streaming data ingestion
    • High accuracy with fast queries

    Technical Approach

    • Graph-based nearest neighbor search
    • Optimized for disk-resident data
    • Efficient update mechanisms
    • Balances accuracy and speed
    • Single-machine scalability

    Use Cases

    • Real-time recommendation systems
    • Streaming data applications
    • Large-scale similarity search
    • Dynamic vector collections
    • Continuous data ingestion scenarios

    Performance

    • Handles billion-point datasets
    • Real-time freshness guarantees
    • Fast query response times
    • Efficient update operations
    • Single-machine deployment

    Research Context

    Part of the DiskANN family of algorithms from Microsoft Research, focused on making large-scale vector search practical on commodity hardware with disk-based storage.

    Surveys

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    Information

    Websitearxiv.org
    PublishedMar 10, 2026

    Categories

    1 Item
    Research Papers & Surveys

    Tags

    3 Items
    #Ann#Graph Based#Dynamic Updates

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