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Faster multigrid solve using shared memory #1015

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merged 6 commits into from
Sep 28, 2023

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AlexanderSinn
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@AlexanderSinn AlexanderSinn commented Sep 5, 2023

This PR combines four Gauss–Seidel iterations into a single GPU kernel using shared memory.

Test with 4095*4095*1000 cells, time taken for HPMG:

A100:
old: 32.64 s
new: 14.91 s (+120% speedup)

MI250X:
old: 49.35 s
new: 19.87 s (+148% speedup)
  • Small enough (< few 100s of lines), otherwise it should probably be split into smaller PRs
  • Tested (describe the tests in the PR description)
  • Runs on GPU (basic: the code compiles and run well with the new module)
  • Contains an automated test (checksum and/or comparison with theory)
  • Documented: all elements (classes and their members, functions, namespaces, etc.) are documented
  • Constified (All that can be const is const)
  • Code is clean (no unwanted comments, )
  • Style and code conventions are respected at the bottom of https://github.com/Hi-PACE/hipace
  • Proper label and GitHub project, if applicable

@AlexanderSinn AlexanderSinn added GPU Related to GPU acceleration performance optimization, benchmark, profiling, etc. labels Sep 5, 2023
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@MaxThevenet MaxThevenet left a comment

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Great speedup, thanks!

@MaxThevenet MaxThevenet merged commit a392fdc into Hi-PACE:development Sep 28, 2023
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2 participants