SYCL-BLAS:利用线性代数的表达式树

J. Aliaga, Ruymán Reyes, M. Goli
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引用次数: 10

摘要

在当前的c++应用环境中,越来越需要包括对异构平台的不同级别的支持,在异构平台中,多个专用设备协作来执行应用程序。在这种情况下,Khronos发布了SYCL标准[8],它在OpenCL[8]之上提供了一个c++抽象层,支持对大量异构设备进行单源编程。SYCL单源编程和任务数据流方法使开发人员能够在异构平台上利用现代编程技术。在本文中,我们介绍了SYCL-BLAS,一个使用SYCL的BLAS实现,它使用表达式树模板来生成BLAS内核。然后使用该技术通过树节点的组合来演示无缝核融合。我们还演示了如何通过提供足够的抽象级别来使用SYCL快速开发异构系统的库。
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SYCL-BLAS: Leveraging Expression Trees for Linear Algebra
In the current landscape of C++ applications, there is an increasing need of including different levels of support for heterogeneous platforms, where multiple specialised devices collaborate to execute an application. In this context, the SYCL standard[8] has been published by Khronos, providing a C++ abstraction layer on top of OpenCL[9] that enables single-source programming for a large number of heterogeneous devices. SYCL single-source programming and task data-flow approach enable developers to leverage modern programming techniques on heterogeneous platforms. In this paper, we present SYCL-BLAS, a BLAS implementation using SYCL that uses Expression Tree templates to generate BLAS kernels. This technique is then used to demonstrate seamless kernel fusion via composition of tree nodes. We also demonstrate how SYCL can be used to quickly develop libraries for heterogeneous systems by providing sufficient levels of abstraction.
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