SYCLops: A SYCL Specific LLVM to MLIR Converter

Alexandre Singer, Frank Gao, Kai-Ting Amy Wang
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引用次数: 2

Abstract

There is a growing need for higher level abstractions for device kernels in heterogeneous environments, and the multi-level nature of the MLIR infrastructure perfectly addresses this requirement. As SYCL begins to gain industry adoption for heterogeneous applications and MLIR continues to develop, we present SYCLops: a converter capable of translating SYCL specific LLVM IR to MLIR. This will allow for both target and application specific optimizations within the same framework to exploit opportunities for improvement present at different levels.
在异构环境中,越来越需要对设备内核进行更高级别的抽象,而MLIR基础结构的多层次特性完美地满足了这一需求。随着SYCL开始获得异构应用的行业采用和MLIR的持续发展,我们提出了SYCLops:一个能够将SYCL特定的LLVM IR转换为MLIR的转换器。这将允许在同一框架内进行目标和特定于应用程序的优化,以利用在不同级别上存在的改进机会。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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