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The document presents STuning-DL, an innovative autotuning tool designed for optimizing sparse GPU kernels in deep learning, addressing the challenges of sparsity and computational irregularities. STuning-DL achieves significant performance improvements, yielding speedups of up to 5.42× on NVIDIA T4 and 3.6× on NVIDIA A100 GPUs compared to existing sparse libraries. The tool operates at runtime, optimizing performance across various input problems and hardware architectures, marking a significant advancemen

Author

bbfraguela

Language

EN