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Evaluating Nonuniform Reduction in HIP and SYCL on GPUs

by Zheming Jin, Jeffrey S Vetter
Publication Type
Conference Paper
Book Title
2022 IEEE/ACM 8th International Workshop on Data Analysis and Reduction for Big Scientific Data (DRBSD)
Publication Date
Page Numbers
37 to 43
Publisher Location
New Jersey, United States of America
Conference Name
The International Conference for High Performance Computing, Networking, Storage, and Analysis
Conference Location
Dallas, Texas, United States of America
Conference Sponsor
IEEE and ACM
Conference Date
-

Motivated by maturing programming models and portability for heterogeneous computing, we describe the challenges posed by hardware architectures and programming models when migrating an optimized implementation of nonuniform reduction from CUDA to HIP and SYCL. We explain the migration experience, evaluate the performance of the reduction on GPU -based computing platforms, and provide feedback on improving portability for the development of the SYCL programming model.