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- W2564103638 abstract "This article describes Surge, a nested data-parallel programming system designed to simplify the porting and tuning of parallel applications to multiple target architectures. Surge decouples high-level specification of computations, expressed using a C++ programming interface, from low-level implementation details using two first-class constructs: schedules and policies. Schedules describe the valid ways in which data-parallel operators may be implemented, while policies encapsulate a set of parameters that govern platform-specific code generation. These two mechanisms are used to implement a code generation system that analyzes computations and automatically generates a search space of valid platform-specific implementations. An input and architecture-adaptive autotuning system then explores this search space to find optimized implementations. We express in Surge five real-world benchmarks from domains such as machine learning and sparse linear algebra and from the high-level specifications, Surge automatically generates CPU and GPU implementations that perform on par with or better than manually optimized versions." @default.
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- W2564103638 date "2016-12-28" @default.
- W2564103638 modified "2023-09-23" @default.
- W2564103638 title "Designing a Tunable Nested Data-Parallel Programming System" @default.
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- W2564103638 doi "https://doi.org/10.1145/3012011" @default.
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