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Update README.md (#784)
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README.md

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@@ -32,7 +32,7 @@ MFC is a SPEChpc benchmark candidate, part of the JSC JUPITER Early Access Progr
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Get in touch with <a href="mailto:[email protected]">Spencer</a> if you have questions!
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We have an [active Slack channel](https://join.slack.com/t/mflowcode/shared_invite/zt-y75wibvk-g~zztjknjYkK1hFgCuJxVw) and development team.
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MFC has high-level documentation, visualizations, and more on [its website](https://mflowcode.github.io/).
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MFC has high- and low-level documentation, visualizations, and more on [its website](https://mflowcode.github.io/).
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## An example
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<img src="docs/res/shockdrop.png" alt="Shock Droplet Example" width="700"/>
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</p>
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This one simulates high-Mach flow over an airfoil, shown below.
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This one simulates high-Mach flow over an airfoil:
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<p align="center">
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<img src="docs/res/airfoil.png" alt="Airfoil Example" width="700"/><br/>
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</p>
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This one simulates high amplitude acoustic wave through a circular orifice opening, shown below.
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And here is a high amplitude acoustic wave reflecting and emerging through a circular orifice:
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<p align="center">
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<img src="docs/res/orifice.png" alt="Orifice Example" width="700"/><br/>
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### Large-scale and accelerated simulation
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* GPU compatible on NVIDIA (P/V/A/H100, GH200, etc.) and AMD (MI200+) hardware
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* Ideal weak scaling to 100% of the largest GPU supercomputers
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* GPU compatible on NVIDIA ([P/V/A/H]100, GH200, etc.) and AMD (MI[1/2/3]00+) GPU and APU hardware
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* Ideal weak scaling to 100% of the largest GPU and superchip supercomputers
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* \>10K NVIDIA GPUs on [OLCF Summit](https://www.olcf.ornl.gov/summit/) (NV V100-based)
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* \>66K AMD GPUs on the first exascale computer, [OLCF Frontier](https://www.olcf.ornl.gov/frontier/) (AMD MI250X-based)
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* Near compute roofline behavior
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* [Fypp](https://fypp.readthedocs.io/en/stable/fypp.html) metaprogramming for code readability, performance, and portability
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* Continuous Integration (CI)
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* \>250 Regression tests with each PR.
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* Performed with GNU (GCC), Intel, Cray (CCE), and NVIDIA (NVHPC) compilers on NVIDIA and AMD GPUs.
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* \>300 Regression tests with each PR.
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* Performed with GNU (GCC), Intel (oneAPI), Cray (CCE), and NVIDIA (NVHPC) compilers on NVIDIA and AMD GPUs.
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* Line-level test coverage reports via [Codecov](https://app.codecov.io/gh/MFlowCode/MFC) and `gcov`
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* Benchmarking to avoid performance regressions and identify speed-ups
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* Continuous Deployment (CD) of [website](https://mflowcode.github.io) and [API documentation](https://mflowcode.github.io/documentation/index.html)
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## Acknowledgements
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Multiple federal sponsors have supported MFC development, including the US Department of Defense (DOD), National Institutes of Health (NIH), Department of Energy (DOE), and National Science Foundation (NSF).
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Federal sponsors have supported MFC development, including the US Department of Defense (DOD), the National Institutes of Health (NIH), the Department of Energy (DOE), and the National Science Foundation (NSF).
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MFC computations have used many supercomputing systems. A partial list is below
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* OLCF Frontier and Summit, and testbed systems Wombat, Crusher, and Spock (allocation CFD154, PI Bryngelson)
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* LLNL Lassen and El Capitan testbed system, Tioga
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* PSC Bridges(1/2), NCSA Delta, SDSC Comet and Expanse, Purdue Anvil, TACC Stampede(1-3), and TAMU ACES via ACCESS-CI (allocations TG-CTS120005 (PI Colonius) and TG-PHY210084 (PI Bryngelson))
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* DOD systems Onyx, Carpenter, and Nautilus via the DOD HPCMP program
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* OLCF Frontier and Summit, and testbeds Wombat, Crusher, and Spock (allocation CFD154, PI Bryngelson)
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* LLNL Tuolumne and Lassen, El Capitan early access system Tioga
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* PSC Bridges(1/2), NCSA Delta, SDSC Comet and Expanse, Purdue Anvil, TACC Stampede(1-3), and TAMU ACES via ACCESS-CI allocations from Bryngelson, Colonius, Rodriguez, and more.
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* DOD systems Onyx, Carpenter, Nautilus, and Narwhal via the DOD HPCMP program
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* Sandia National Labs systems Doom and Attaway and testbed systems Weaver and Vortex

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