SDSLc:用于模板计算的多目标特定领域编译器

P. Rawat, Martin Kong, Thomas Henretty, Justin Holewinski, Kevin Stock, L. Pouchet, J. Ramanujam, A. Rountev, P. Sadayappan
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引用次数: 27

摘要

模板计算是许多科学计算领域应用的核心。我们描述了一种用于常规模板计算的领域特定语言,该语言允许以简洁的方式规范计算。我们描述了该DSL的多目标编译器,该编译器为gpu、fpga和具有短向量SIMD指令集的多核处理器生成优化代码,同时考虑了低阶和高阶模板计算。这三种体系结构之间的硬件差异促使编译器采用不同的优化策略。我们使用CPU、GPU和FPGA平台上的许多基准测试来评估特定领域的编译器。
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SDSLc: a multi-target domain-specific compiler for stencil computations
Stencil computations are at the core of applications in a number of scientific computing domains. We describe a domain-specific language for regular stencil computations that allows specification of the computations in a concise manner. We describe a multi-target compiler for this DSL, which generates optimized code for GPUa, FPGAs, and multi-core processors with short-vector SIMD instruction sets, considering both low-order and high-order stencil computations. The hardware differences between these three types of architecture prompt different optimization strategies for the compiler. We evaluate the domain-specific compiler using a number of benchmarks on CPU, GPU and FPGA platforms.
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