DeepSpeed (Microsoft) vs Horovod
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DeepSpeed (Microsoft)
DeepSpeed is a highly optimized set of tools, particularly famous for its ZeRO optimization stage, which drastically reduces the memory footprint required to train massive Language Models (LLMs). If your primary bottleneck is fitting a multi-billion parameter model onto available GPU memory, DeepSpeed is one of the most powerful solutions available. It requires careful setup but offers unmatched m...
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Horovod
Horovod is an open-source distributed deep learning framework designed to scale training across multiple GPUs, machines, and even clusters. It provides a simple API that wraps around MPI (Message Passing Interface), NCCL, and Gloo backends. Horovod allows developers to take existing PyTorch or TensorFlow code and distribute it with minimal changes, making it highly effective for large-scale model...
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