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math.OC 1

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2025 1

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Accelerating a Linear Programming Algorithm on AMD GPUs

math.OC · 2025-08-22 · conditional · novelty 4.0

A PyTorch/ROCm implementation of PDHG, torchPDLP, achieves up to 36x speedup over its own CPU version on large linear programs, with a novel but inconsistent multi-start heuristic called fishnet casting.

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  • Accelerating a Linear Programming Algorithm on AMD GPUs math.OC · 2025-08-22 · conditional · none · ref 3

    A PyTorch/ROCm implementation of PDHG, torchPDLP, achieves up to 36x speedup over its own CPU version on large linear programs, with a novel but inconsistent multi-start heuristic called fishnet casting.