high performance computing on graphics processing units: hgpu.org

This paper presents a programming language interface, a complete scripting language, to describe composable compiler transformations. These transformation programs can be written, shared and reused by non-expert application and library developers. From a compiler writer’s perspective, a scripting language interface permits rapid prototyping of compiler algorithms that can mix levels and compose different sequences of transformations, producing readable code as output. From a library or application developer’s perspective, the use of transformation programs permits expression of clean high-level code, and a separate description of how to map that code to architectural features, easing maintenance and porting to new architectures. We illustrate this interface in the context of CUDA-CHiLL, a source-to-source compiler transformation and code generation framework that transforms sequential loop nests to high-performance GPU code. We show how this high-level transformation and code generation language can be used to express: (1) complex transformation sequences, exemplified by a single loop restructuring construct used to generate a series of tiling and permute commands; and, (2) complex code generation sequences to produce CUDA code from a high-level specification. We demonstrate that the automatically-generated code either performs closely or outperforms two hand-tuned GPU library kernels from Nvidia’s CUBLAS 2.2 and 3.2 libraries.