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Content Provider | IEEE Xplore Digital Library |
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Author | Martinez, G. Gardner, M. Wu-chun Feng |
Copyright Year | 2011 |
Abstract | The use of graphics processing units (GPUs) in high-performance parallel computing continues to become more prevalent, often as part of a heterogeneous system. For years, CUDA has been the de facto programming environment for nearly all general-purpose GPU (GPGPU) applications. In spite of this, the framework is available only on NVIDIA GPUs, traditionally requiring reimplementation in other frameworks in order to utilize additional multi- or many-core devices. On the other hand, OpenCL provides an open and vendor-neutral programming environment and runtime system. With implementations available for CPUs, GPUs, and other types of accelerators, OpenCL therefore holds the promise of a "write once, run anywhere" ecosystem for heterogeneous computing. Given the many similarities between CUDA and OpenCL, manually porting a CUDA application to OpenCL is typically straightforward, albeit tedious and error-prone. In response to this issue, we created CU2CL, an automated CUDA-to-OpenCL source-to-source translator that possesses a novel design and clever reuse of the Clang compiler framework. Currently, the CU2CL translator covers the primary constructs found in CUDA runtime API, and we have successfully translated many applications from the CUDA SDK and Rodinia benchmark suite. The performance of the automatically translated applications via CU2CL is on par with their manually ported counterparts. |
Starting Page | 300 |
Ending Page | 307 |
File Size | 597644 |
Page Count | 8 |
File Format | |
ISBN | 9781457718755 |
ISSN | 15219097 |
e-ISBN | 9780769545769 |
DOI | 10.1109/ICPADS.2011.48 |
Language | English |
Publisher | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
Publisher Date | 2011-12-07 |
Publisher Place | Taiwan |
Access Restriction | Subscribed |
Rights Holder | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
Subject Keyword | Graphics processing unit Kernel Libraries Runtime Instruction sets Programming Memory management abstract syntax tree source-to-source translation CUDA OpenCL Clang compiler |
Content Type | Text |
Resource Type | Article |
Subject | Hardware and Architecture |
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