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Tianqi Chen, Thierry Moreau, Ziheng Jiang, Lianmin Zheng, Eddie Yan, Haichen Shen, Meghan Cowan, Leyuan Wang, Yuwei Hu, Luis Ceze, Carlos Guestrin, Arvind Krishnamurthy · 2018

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cs.AR 1

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2024 1

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CONDITIONAL 1

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ATiM: Autotuning Tensor Programs for Processing-in-DRAM

cs.AR · 2024-12-27 · conditional · novelty 7.0

ATiM is a TVM-based autotuning compiler for UPMEM DRAM-PIM that jointly optimizes host data distribution and per-bank kernels, with PIM-aware boundary-check elimination, achieving up to 6.18x and 8.21x speedups over hand-tuned baselines.

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  • ATiM: Autotuning Tensor Programs for Processing-in-DRAM cs.AR · 2024-12-27 · conditional · none · ref 7

    ATiM is a TVM-based autotuning compiler for UPMEM DRAM-PIM that jointly optimizes host data distribution and per-bank kernels, with PIM-aware boundary-check elimination, achieving up to 6.18x and 8.21x speedups over hand-tuned baselines.