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pytorch.org

URL: pytorch.org

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The website discusses the implementation of experimental async tensor parallelism support in PyTorch, integrated in TorchTitan. The authors observed significant speedups in forward pass and end-to-end processing in large-scale LLM training models. They introduce the concept of tensor parallelism (TP) as a model parallelism technique crucial for scaling computations across multiple GPUs. The site also explains async tensor parallelism as an optimization to address communication efficiency challenges by overlapping dependent communication and computation operators.

Added on: October 4, 2025


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