Breaking SIMD shackles with an exposed flexible microarchitecture and the access execute PDG

摘要

Modern microprocessors exploit data level parallelism through in-core data-parallel accelerators in the form of short vector ISA extensions such as SSE/AVX and NEON. Although these ISA extensions have existed for decades, compilers do not generate good quality, high-performance vectorized code without significant programmer intervention and manual optimization. The fundamental problem is that the architecture is too rigid, which overly complicates the compiler's role and simultaneously restricts the types of codes that the compiler can profitably map to these data-parallel accelerators.