VTC eliminates unnecessary data movement in DNN compilation using virtual tensors tracked by index mappings, achieving up to 1.93x speedup and 60% memory savings on NVIDIA GPUs.
Vtensor: Using virtual tensors to build a layout-oblivious ai programming framework.JOUR- NAL OF COMPUTER SCIENCE AND TECHNOLOGY, 38(5):1074–1097
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VTC: DNN Compilation with Virtual Tensors for Data Movement Elimination
VTC eliminates unnecessary data movement in DNN compilation using virtual tensors tracked by index mappings, achieving up to 1.93x speedup and 60% memory savings on NVIDIA GPUs.