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| Content Provider | IEEE Xplore Digital Library |
|---|---|
| Author | Nomizu, T. Takahashi, D. Jinpil Lee Boku, T. Sato, M. |
| Copyright Year | 2012 |
| Abstract | Due to their outstanding computational performance, many acceleration devices, such as GPUs, the Cell Broadband Engine (Cell/B.E.), and multi-core computing are attracting a lot of attention in the field of high-performance computing. Although there are many programming models and languages de-signed for programming accelerators, such as CUDA, AMD Accelerated Parallel Processing (AMD APP), and OpenCL, these models remain difficult and complex. Furthermore, when programming for accelerator-enhanced clusters, we have to use an inter-node programming interface, such as MPI to coordinate the nodes. In order to address these problems and reduce complexity, an extension to XcalableMP (XMP), a PGAS language, for use on accelerator-enhanced clusters, called XcalableMP Device Acceleration Extension (XMP-dev), is proposed. In XMP-dev, a global distributed data is mapped onto distributed memory of each accelerator, and a fragment of codes can be of-floaded to execute in a set of accelerators. It eliminates the complex programming between nodes and accelerators and between nodes. In this paper, we present an implementation of the XMP-dev runtime library with the OpenCL APIs, while the previous implementation targets CUDA-only. Since OpenCL is a standardized interface supported for various kinds of accelerators, it improves the portability of XMP-dev and reduces the cost of development. In the result of performance evaluation, we show that the OpenCL implementation of XMP-dev can generate portable programs that can run on not only NVIDIA GPU-enhanced clusters but also various accelerator-enhanced clusters. |
| Starting Page | 2394 |
| Ending Page | 2403 |
| File Size | 556016 |
| Page Count | 10 |
| File Format | |
| ISBN | 9781467309745 |
| DOI | 10.1109/IPDPSW.2012.296 |
| Language | English |
| Publisher | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Publisher Date | 2012-05-21 |
| Publisher Place | China |
| Access Restriction | Subscribed |
| Rights Holder | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Subject Keyword | Programming Cluster OpenCL Acceleration Synchronization Arrays Kernel Graphics processing unit Accelerator |
| Content Type | Text |
| Resource Type | Article |
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