TileLoom: Automatic Dataflow Planning for Tile-Based Languages on Spatial Dataflow Accelerators
Wei Li · Zhenyu Bai · Heru Wang · Pranav Dangi · Zhiqiang Zhang · Cheng Tan · Huiying Lan · Weng-Fai Wong · Tulika Mitra
摘要
Spatial dataflow accelerators are a promising direction for next-generation computer systems because they can reduce the memory bottlenecks of traditional von Neumann machines such as CPUs and GPUs. They organize computation around explicit, compiler-managed data movement over on-chip networks, a...