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Distributed Inference Runtimes · Awesome GitHub Repositories

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Awesome GitHub RepositoriesDistributed Inference Runtimes

Production environments for serving large-scale models.

Distinguishing note: Focuses on the runtime environment for inference, distinct from training frameworks.

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  • hpcaitech/ColossalAI

    hpcaitech/ColossalAI

    41,349View on GitHub↗

    ColossalAI is a distributed deep learning framework designed for training and deploying massive artificial intelligence models across clusters of hardware accelerators. It functions as a parallel computing engine that partitions model workloads and data across multiple processors to maximize memory efficiency and throughput. The platform distinguishes itself through a comprehensive suite of parallelization strategies, including multi-dimensional tensor parallelism and pipeline-based model parallelism, which segment neural network layers and stages across devices. To support large-scale genera

    Provides a production-ready environment for serving large-scale generative models by distributing request processing.

    Pythonaibig-modeldata-parallelism
    41,349View on GitHub↗