Column-wise N:M pruning plus fused im2col and data packing accelerates ResNet inference on RISC-V vector CPUs by up to 4x while keeping ImageNet top-1 accuracy within 2.1% of the dense model.
Structured sparsity in the nvidia ampere architecture and its applica- tions
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Efficient Column-Wise N:M Pruning on RISC-V CPU
Column-wise N:M pruning plus fused im2col and data packing accelerates ResNet inference on RISC-V vector CPUs by up to 4x while keeping ImageNet top-1 accuracy within 2.1% of the dense model.