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Distributed Array Processing · Awesome GitHub Repositories

1 repo

Awesome GitHub RepositoriesDistributed Array Processing

Systems for scaling large-scale data computations across multiple hardware devices.

Distinguishing note: Focuses on the infrastructure of array partitioning and inter-device communication rather than high-level data analysis.

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  • jax-ml/jax

    jax-ml/jax

    34,919View on GitHub↗

    This project is a high-performance numerical computing library designed for large-scale scientific and machine learning workloads. It functions as an automatic differentiation framework and a just-in-time compilation engine, transforming high-level Python code into optimized machine instructions. By enforcing pure functional programming patterns and immutable array semantics, the library ensures that mathematical functions remain compatible with automated graph transformations and symbolic differentiation. The platform distinguishes itself through its distributed array computing capabilities,

    Scales large-scale data computations across multiple hardware devices by automatically partitioning arrays and managing communication.

    Pythonjax
    34,919View on GitHub↗