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.
In15th USENIX Sympo- sium on Operating Systems Design and Implementation (OSDI 21), pages 37–54
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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.