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Distributed Parallelism APIs · Awesome GitHub Repositories

1 repo

Awesome GitHub RepositoriesDistributed Parallelism APIs

APIs for mapping functions over data shards across multiple hardware devices.

Distinguishing note: Focuses on the API for distributed device management, distinct from the underlying topology configuration.

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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,

    Distributes computations across multiple hardware units by mapping functions over data shards and managing device meshes.

    Pythonjax
    34,919View on GitHub↗