Chai: Collaborative heterogeneous applications for integrated-Architectures

ISPASS 2017 - IEEE International Symposium on Performance Analysis of Systems and Software

Volumn , Issue , 2017, Pages 43-54

  Ǵomez Luna, Juan ^a   Hajj, Izzat El ^b   Chang, Li Wen ^b   Garćia Flores, Víctor ^c,d   De Gonzalo, Simon Garcia ^b   Jablin, Thomas B ^b,e   Pẽna, Antonio J ^d   Hwu, Wen Mei ^b  

^a UNIVERSITY OF CÓRDOBA   (Spain)

^b UNIVERSITY OF ILLINOIS AT URBANA CHAMPAIGN   (United States)

^c UNIVERSITAT POLITÈCNICA DE CATALUNYA   (Spain)

^d BARCELONA SUPERCOMPUTING CENTER   (Spain)

^e Multicoreware Inc   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

BENCHMARKING; C++ (PROGRAMMING LANGUAGE); COMPUTER PROGRAMMING; DATA HANDLING; DISTRIBUTED COMPUTER SYSTEMS; HIGH LEVEL LANGUAGES; MEMORY ARCHITECTURE; SPECIFICATIONS;

APPLICATION PERFORMANCE; COLLABORATION PATTERNS; DEVICE ARCHITECTURES; HETEROGENEOUS ARCHITECTURES; HETEROGENEOUS PLATFORMS; HETEROGENEOUS SYSTEMS; INTEGRATED ARCHITECTURE; SHARED VIRTUAL MEMORY;

COMPUTER ARCHITECTURE;

EID: 85019024615     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ISPASS.2017.7975269     Document Type: Conference Paper

References (37)

1. W.-m. W. Hwu, Heterogeneous System Architecture: A New Compute Platform Infrastructure. Morgan Kaufman, 2015.
2. Khronos group, "The OpenCL specification, " Version 2.0, 2015.
3. NVIDIA, "CUDA C programming guide v. 8.0, " September 2016.
4. J. A. Stratton, C. Rodrigues, I.-J. Sung, N. Obeid, L.-W. Chang, N. Anssari, G. D. Liu, and W.-m. W. Hwu, "Parboil: A revised benchmark suite for scientific and commercial throughput computing, " IMPACT Technical Report, 2012.
5. S. Che, M. Boyer, J. Meng, D. Tarjan, J. Sheaffer, S.-H. Lee, and K. Skadron, "Rodinia: A benchmark suite for heterogeneous computing, " in Workload Characterization, IEEE International Symposium on, pp. 44-54, 2009.
6. A. Danalis, G. Marin, C. McCurdy, J. S. Meredith, P. C. Roth, K. Spafford, V. Tipparaju, and J. S. Vetter, "The scalable heterogeneous computing (SHOC) benchmark suite, " in Proceedings of the 3rd Workshop on General-Purpose Computation on Graphics Processing Units, pp. 63- 74, 2010.
7. Y. Ukidave, F. N. Paravecino, L. Yu, C. Kalra, A. Momeni, Z. Chen, N. Materise, B. Daley, P. Mistry, and D. Kaeli, "NUPAR: A benchmark suite for modern GPU architectures, " in Proceedings of the 6th ACM/SPEC International Conference on Performance Engineering, 2015.
8. M. Burtscher, R. Nasre, and K. Pingali, "A quantitative study of irregular programs on GPUs, " in Workload Characterization, IEEE International Symposium on, pp. 141-151, 2012.
9. P. Mistry, Y. Ukidave, D. Schaa, and D. Kaeli, "Valar: A benchmark suite to study the dynamic behavior of heterogeneous systems, " in Proceedings of the 6th Workshop on General Purpose Processor Using Graphics Processing Units, pp. 54-65, 2013.
10. Y. Sun, X. Gong, A. K. Ziabari, L. Yu, X. Li, S. Mukherjee, C. Mc-Cardwell, A. Villegas, and D. Kaeli, "Hetero-Mark, a benchmark suite for CPU-GPU collaborative computing, " in Workload Characterization, IEEE International Symposium on, 2016.
11. S. Mukherjee, X. Gong, L. Yu, C. McCardwell, Y. Ukidave, T. Dao, F. N. Paravecino, and D. Kaeli, "Exploring the features of OpenCL 2.0, " in Proceedings of the 3rd International Workshop on OpenCL, pp. 51-55, 2015.
12. S. Mukherjee, Y. Sun, P. Blinzer, A. K. Ziabari, and D. Kaeli, "A comprehensive performance analysis of HSA and OpenCL 2.0, " in Performance Analysis of Systems and Software, IEEE International Symposium on, pp. 183-193, 2016.
13. M. Gupta, D. Das, P. Raghavendra, T. Tye, L. Lobachev, A. Agarwal, and R. Hegde, "Implementing cross-device atomics in heterogeneous processors, " in Parallel and Distributed Processing Symposium Workshop, IEEE International, pp. 659-668, 2015.
14. J. Canny, "A computational approach to edge detection, " Pattern Analysis and Machine Intelligence, IEEE Transactions on, no. 6, pp. 679-698, 1986.
15. J. Ǵomez Luna, L.-W. Chang, I.-J. Sung, W.-M. Hwu, and N. Guil, "Inplace data sliding algorithms for many-core architectures, " in Parallel Processing, 44th International Conference on, pp. 210-219, 2015.
16. M. A. Fischler and R. C. Bolles, "Random sample consensus: A paradigm for model fitting with applications to image analysis and automated cartography, " Communications of the ACM, vol. 24, pp. 381-395, June 1981.
17. I.-J. Sung, G. Liu, and W.-M. Hwu, "DL: A data layout transformation system for heterogeneous computing, " in Innovative Parallel Computing, pp. 1 -11, 2012.
18. L. Chen, O. Villa, S. Krishnamoorthy, and G. Gao, "Dynamic load balancing on single-And multi-GPU systems, " in Parallel Distributed Processing, IEEE International Symposium on, pp. 1-12, 2010.
19. L. Luo, M. Wong, and W.-m. Hwu, "An effective GPU implementation of breadth-first search, " in Proceedings of the 47th Design Automation Conference, pp. 52-55, 2010.
20. J. Power, J. Hestness, M. Orr, M. Hill, and D. Wood, "gem5-gpu: A heterogeneous CPU-GPU simulator, " Computer Architecture Letters, vol. 13, Jan 2014.
21. Rade on Open Compute, "ROCm: Platform for GPU enabled HPC and ultrascale computing." https://github.com/RadeonOpenCompute/ROCm 2016.
22. AMD, "App profiler settings." http://developer.amd.com/tools-And-sdks/archive/compute/amd-App-profiler/user-guide/app-profiler-settings/.
23. S. Kelley. https://github.com/smskelley/canny-opencl.
24. AMD, "Memory system on Fusion APUs. The benefits of zero copy." http://developer.amd.com/wordpress/media/2013/06/1004final.pdf, June 2011.
25. bshaozi, "Compile problem." https://github.com/RadeonOpenCompute/hcc/issues/124, September 2016.
26. B. Reagen, R. Adolf, Y. S. Shao, G. Y. Wei, and D. Brooks, "MachSuite: Benchmarks for accelerator design and customized architectures, " in Workload Characterization, IEEE International Symposium on, pp. 110- 119, 2014.
27. K. L. Spafford, J. S. Meredith, S. Lee, D. Li, P. C. Roth, and J. S. Vetter, "The tradeoffs of fused memory hierarchies in heterogeneous computing architectures, " in Proceedings of the 9th conference on Computing Frontiers, pp. 103-112, 2012.
28. K. Lee, H. Lin, and W.-c. Feng, "Performance characterization of dataintensive kernels on AMD fusion architectures, " Computer Science- Research and Development, vol. 28, no. 2-3, pp. 175-184, 2013.
29. Q. Zhu, B. Wu, X. Shen, K. Shen, L. Shen, and Z. Wang, "Understanding co-run performance on CPU-GPU integrated processors: observations, insights, directions, " Frontiers of Computer Science, pp. 1-17, 2016.
30. N. Farooqui, I. Roy, Y. Chen, V. Talwar, and K. Schwan, "Accelerating graph applications on integrated GPU platforms via instrumentationdriven optimizations, " in Proceedings of the ACM International Conference on Computing Frontiers, pp. 19-28, 2016.
31. V. Garcia-Flores, J. Ǵomez-Luna, T. Grass, A. Rico, E. Ayguade, and A. J. Pena, "Evaluating the effect of last-level cache sharing on integrated GPU-CPU systems with heterogeneous applications, " in Workload Characterization, IEEE International Symposium on, pp. 1- 10, 2016.
32. C. Erb, M. Collins, and J. L. Greathouse, "Dynamic buffer overflow detection for gpgpus, " in Proceedings of the 2017 International Symposium on Code Generation and Optimization, pp. 61-73, 2017.
33. G. Chen and X. Shen, "Free launch: optimizing GPU dynamic kernel launches through thread reuse, " in Proceedings of the 48th International Symposium on Microarchitecture, pp. 407-419, 2015.
34. J. Wang, N. Rubin, A. Sidelnik, and S. Yalamanchili, "Dynamic thread block launch: A lightweight execution mechanism to support irregular applications on GPUs, " in ACM SIGARCH Computer Architecture News, vol. 43, pp. 528-540, 2015.
35. H. Wu, D. Li, and M. Becchi, "Compiler-Assisted workload consolidation for efficient dynamic parallelism on GPU, " in Parallel and Distributed Processing Symposium, 2016 IEEE International, pp. 534-543, 2016.
36. I. El Hajj, J. Ǵomez-Luna, C. Li, L.-W. Chang, D. Milojicic, and W.-m. Hwu, "KLAP: Kernel launch aggregation and promotion for optimizing dynamic parallelism, " in Microarchitecture (MICRO), 2016 49th Annual IEEE/ACM International Symposium on, pp. 1-12, IEEE, 2016.
37. X. Tang, A. Pattnaik, H. Jiang, O. Kayiran, A. Jog, M. I. Sreepathi Pai, M. T. Kandemir, and C. R. Das, "Controlled kernel launch for dynamic parallelism in GPUs .