pyhpc 5900X AMD Ryzen 9 5900X 12-Core testing with a ASUS ROG CROSSHAIR VIII HERO (3801 BIOS) and Gigabyte AMD Radeon RX 6800/6800 XT / 6900 16GB on Ubuntu 21.10 via the Phoronix Test Suite. 1: Processor: AMD Ryzen 9 5900X 12-Core @ 3.70GHz (12 Cores / 24 Threads), Motherboard: ASUS ROG CROSSHAIR VIII HERO (3801 BIOS), Chipset: AMD Starship/Matisse, Memory: 16GB, Disk: 1000GB Western Digital WDS100T1X0E-00AFY0 + 2000GB, Graphics: Gigabyte AMD Radeon RX 6800/6800 XT / 6900 16GB (2575/1000MHz), Audio: AMD Navi 21 HDMI Audio, Monitor: ASUS VP28U, Network: Realtek RTL8125 2.5GbE + Intel I211 OS: Ubuntu 21.10, Kernel: 5.13.0-20-generic (x86_64), Desktop: GNOME Shell 40.5, Display Server: X Server 1.20.13, OpenGL: 4.6 Mesa 22.0.0-devel (git-91ff83b 2021-10-18 impish-oibaf-ppa) (LLVM 12.0.1), Vulkan: 1.2.195, Compiler: GCC 11.2.0, File-System: ext4, Screen Resolution: 3840x2160 2: Processor: AMD Ryzen 9 5900X 12-Core @ 3.70GHz (12 Cores / 24 Threads), Motherboard: ASUS ROG CROSSHAIR VIII HERO (3801 BIOS), Chipset: AMD Starship/Matisse, Memory: 16GB, Disk: 1000GB Western Digital WDS100T1X0E-00AFY0 + 2000GB, Graphics: Gigabyte AMD Radeon RX 6800/6800 XT / 6900 16GB (2575/1000MHz), Audio: AMD Navi 21 HDMI Audio, Monitor: ASUS VP28U, Network: Realtek RTL8125 2.5GbE + Intel I211 OS: Ubuntu 21.10, Kernel: 5.13.0-20-generic (x86_64), Desktop: GNOME Shell 40.5, Display Server: X Server 1.20.13, OpenGL: 4.6 Mesa 22.0.0-devel (git-91ff83b 2021-10-18 impish-oibaf-ppa) (LLVM 12.0.1), Vulkan: 1.2.195, Compiler: GCC 11.2.0, File-System: ext4, Screen Resolution: 3840x2160 3: Processor: AMD Ryzen 9 5900X 12-Core @ 3.70GHz (12 Cores / 24 Threads), Motherboard: ASUS ROG CROSSHAIR VIII HERO (3801 BIOS), Chipset: AMD Starship/Matisse, Memory: 16GB, Disk: 1000GB Western Digital WDS100T1X0E-00AFY0 + 2000GB, Graphics: Gigabyte AMD Radeon RX 6800/6800 XT / 6900 16GB (2575/1000MHz), Audio: AMD Navi 21 HDMI Audio, Monitor: ASUS VP28U, Network: Realtek RTL8125 2.5GbE + Intel I211 OS: Ubuntu 21.10, Kernel: 5.13.0-20-generic (x86_64), Desktop: GNOME Shell 40.5, Display Server: X Server 1.20.13, OpenGL: 4.6 Mesa 22.0.0-devel (git-91ff83b 2021-10-18 impish-oibaf-ppa) (LLVM 12.0.1), Vulkan: 1.2.195, Compiler: GCC 11.2.0, File-System: ext4, Screen Resolution: 3840x2160 4: Processor: AMD Ryzen 9 5900X 12-Core @ 3.70GHz (12 Cores / 24 Threads), Motherboard: ASUS ROG CROSSHAIR VIII HERO (3801 BIOS), Chipset: AMD Starship/Matisse, Memory: 16GB, Disk: 1000GB Western Digital WDS100T1X0E-00AFY0 + 2000GB, Graphics: Gigabyte AMD Radeon RX 6800/6800 XT / 6900 16GB (2575/1000MHz), Audio: AMD Navi 21 HDMI Audio, Monitor: ASUS VP28U, Network: Realtek RTL8125 2.5GbE + Intel I211 OS: Ubuntu 21.10, Kernel: 5.13.0-20-generic (x86_64), Desktop: GNOME Shell 40.5, Display Server: X Server 1.20.13, OpenGL: 4.6 Mesa 22.0.0-devel (git-91ff83b 2021-10-18 impish-oibaf-ppa) (LLVM 12.0.1), Vulkan: 1.2.195, Compiler: GCC 11.2.0, File-System: ext4, Screen Resolution: 3840x2160 PyHPC Benchmarks 2.1 Device: CPU - Backend: Numpy - Project Size: 4194304 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better 1 . 1.928 |================================================================== 2 . 1.983 |==================================================================== 3 . 1.982 |==================================================================== 4 . 1.973 |==================================================================== PyHPC Benchmarks 2.1 Device: CPU - Backend: JAX - Project Size: 16384 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better 1 . 0.002 |==================================================================== 2 . 0.002 |==================================================================== 3 . 0.002 |==================================================================== 4 . 0.002 |==================================================================== PyHPC Benchmarks 2.1 Device: CPU - Backend: JAX - Project Size: 262144 - Benchmark: Equation of State Seconds < Lower Is Better 1 . 0.002 |==================================================================== 2 . 0.002 |==================================================================== 3 . 0.002 |==================================================================== 4 . 0.002 |==================================================================== PyHPC Benchmarks 2.1 Device: CPU - Backend: Theano - Project Size: 4194304 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better 1 . 1.341 |==================================================================== 2 . 1.335 |==================================================================== 3 . 1.335 |==================================================================== 4 . 1.312 |=================================================================== PyHPC Benchmarks 2.1 Device: CPU - Backend: PyTorch - Project Size: 4194304 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better 1 . 1.364 |==================================================================== 2 . 1.356 |==================================================================== 3 . 1.332 |================================================================== 4 . 1.349 |=================================================================== PyHPC Benchmarks 2.1 Device: CPU - Backend: JAX - Project Size: 16384 - Benchmark: Equation of State Seconds < Lower Is Better PyHPC Benchmarks 2.1 Device: CPU - Backend: JAX - Project Size: 4194304 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better 1 . 0.692 |================================================================ 2 . 0.666 |============================================================== 3 . 0.672 |=============================================================== 4 . 0.731 |==================================================================== PyHPC Benchmarks 2.1 Device: CPU - Backend: Numba - Project Size: 4194304 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better 1 . 0.989 |================================================================= 2 . 1.017 |=================================================================== 3 . 1.027 |==================================================================== 4 . 1.027 |==================================================================== PyHPC Benchmarks 2.1 Device: CPU - Backend: JAX - Project Size: 1048576 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better 1 . 0.153 |============================================================== 2 . 0.167 |==================================================================== 3 . 0.166 |==================================================================== 4 . 0.163 |================================================================== PyHPC Benchmarks 2.1 Device: CPU - Backend: Numba - Project Size: 1048576 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better 1 . 0.243 |=================================================================== 2 . 0.236 |================================================================= 3 . 0.242 |================================================================== 4 . 0.248 |==================================================================== PyHPC Benchmarks 2.1 Device: CPU - Backend: TensorFlow - Project Size: 1048576 - Benchmark: Equation of State Seconds < Lower Is Better 1 . 0.024 |==================================================================== 2 . 0.023 |================================================================= 3 . 0.023 |================================================================= 4 . 0.024 |==================================================================== PyHPC Benchmarks 2.1 Device: CPU - Backend: TensorFlow - Project Size: 65536 - Benchmark: Equation of State Seconds < Lower Is Better 1 . 0.003 |==================================================================== 2 . 0.002 |============================================= 3 . 0.002 |============================================= 4 . 0.003 |==================================================================== PyHPC Benchmarks 2.1 Device: CPU - Backend: Theano - Project Size: 4194304 - Benchmark: Equation of State Seconds < Lower Is Better 1 . 0.276 |=================================================================== 2 . 0.278 |==================================================================== 3 . 0.279 |==================================================================== 4 . 0.276 |=================================================================== PyHPC Benchmarks 2.1 Device: CPU - Backend: Theano - Project Size: 1048576 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better 1 . 0.309 |==================================================================== 2 . 0.307 |==================================================================== 3 . 0.306 |=================================================================== 4 . 0.298 |================================================================== PyHPC Benchmarks 2.1 Device: CPU - Backend: Numpy - Project Size: 65536 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better 1 . 0.024 |==================================================================== 2 . 0.023 |================================================================= 3 . 0.024 |==================================================================== 4 . 0.024 |==================================================================== PyHPC Benchmarks 2.1 Device: CPU - Backend: Numpy - Project Size: 4194304 - Benchmark: Equation of State Seconds < Lower Is Better 1 . 1.034 |=================================================================== 2 . 1.052 |==================================================================== 3 . 1.054 |==================================================================== 4 . 1.055 |==================================================================== PyHPC Benchmarks 2.1 Device: CPU - Backend: Numba - Project Size: 16384 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better 1 . 0.003 |==================================================================== 2 . 0.003 |==================================================================== 3 . 0.003 |==================================================================== 4 . 0.003 |==================================================================== PyHPC Benchmarks 2.1 Device: CPU - Backend: JAX - Project Size: 262144 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better 1 . 0.031 |================================================================== 2 . 0.031 |================================================================== 3 . 0.030 |================================================================ 4 . 0.032 |==================================================================== PyHPC Benchmarks 2.1 Device: CPU - Backend: Theano - Project Size: 65536 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better 1 . 0.016 |==================================================================== 2 . 0.016 |==================================================================== 3 . 0.016 |==================================================================== 4 . 0.016 |==================================================================== PyHPC Benchmarks 2.1 Device: CPU - Backend: JAX - Project Size: 65536 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better 1 . 0.012 |=============================================================== 2 . 0.011 |========================================================== 3 . 0.012 |=============================================================== 4 . 0.013 |==================================================================== PyHPC Benchmarks 2.1 Device: CPU - Backend: Numba - Project Size: 4194304 - Benchmark: Equation of State Seconds < Lower Is Better 1 . 0.192 |=================================================================== 2 . 0.193 |=================================================================== 3 . 0.195 |==================================================================== 4 . 0.193 |=================================================================== PyHPC Benchmarks 2.1 Device: CPU - Backend: Numba - Project Size: 65536 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better 1 . 0.014 |==================================================================== 2 . 0.014 |==================================================================== 3 . 0.014 |==================================================================== 4 . 0.014 |==================================================================== PyHPC Benchmarks 2.1 Device: CPU - Backend: TensorFlow - Project Size: 4194304 - Benchmark: Equation of State Seconds < Lower Is Better 1 . 0.107 |================================================================ 2 . 0.107 |================================================================ 3 . 0.105 |=============================================================== 4 . 0.114 |==================================================================== PyHPC Benchmarks 2.1 Device: CPU - Backend: JAX - Project Size: 1048576 - Benchmark: Equation of State Seconds < Lower Is Better 1 . 0.010 |==================================================================== 2 . 0.009 |============================================================= 3 . 0.009 |============================================================= 4 . 0.009 |============================================================= PyHPC Benchmarks 2.1 Device: CPU - Backend: Numpy - Project Size: 1048576 - Benchmark: Equation of State Seconds < Lower Is Better 1 . 0.178 |=================================================================== 2 . 0.179 |==================================================================== 3 . 0.179 |==================================================================== 4 . 0.180 |==================================================================== PyHPC Benchmarks 2.1 Device: CPU - Backend: Theano - Project Size: 262144 - Benchmark: Equation of State Seconds < Lower Is Better 1 . 0.017 |==================================================================== 2 . 0.017 |==================================================================== 3 . 0.017 |==================================================================== 4 . 0.017 |==================================================================== PyHPC Benchmarks 2.1 Device: CPU - Backend: Theano - Project Size: 16384 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better 1 . 0.004 |==================================================================== 2 . 0.004 |==================================================================== 3 . 0.004 |==================================================================== 4 . 0.004 |==================================================================== PyHPC Benchmarks 2.1 Device: CPU - Backend: Numpy - Project Size: 1048576 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better 1 . 0.431 |=================================================================== 2 . 0.430 |================================================================== 3 . 0.438 |==================================================================== 4 . 0.440 |==================================================================== PyHPC Benchmarks 2.1 Device: CPU - Backend: Numpy - Project Size: 262144 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better 1 . 0.097 |==================================================================== 2 . 0.093 |================================================================= 3 . 0.096 |=================================================================== 4 . 0.096 |=================================================================== PyHPC Benchmarks 2.1 Device: CPU - Backend: Theano - Project Size: 262144 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better 1 . 0.062 |==================================================================== 2 . 0.062 |==================================================================== 3 . 0.061 |=================================================================== 4 . 0.061 |=================================================================== PyHPC Benchmarks 2.1 Device: CPU - Backend: PyTorch - Project Size: 1048576 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better 1 . 0.284 |==================================================================== 2 . 0.280 |=================================================================== 3 . 0.279 |=================================================================== 4 . 0.281 |=================================================================== PyHPC Benchmarks 2.1 Device: CPU - Backend: JAX - Project Size: 65536 - Benchmark: Equation of State Seconds < Lower Is Better 1 . 0.001 |==================================================================== 2 . 0.001 |==================================================================== 3 . 0.001 |==================================================================== 4 . 0.001 |==================================================================== PyHPC Benchmarks 2.1 Device: CPU - Backend: Theano - Project Size: 16384 - Benchmark: Equation of State Seconds < Lower Is Better 1 . 0.001 |==================================================================== 2 . 0.001 |==================================================================== 3 . 0.001 |==================================================================== 4 . 0.001 |==================================================================== PyHPC Benchmarks 2.1 Device: CPU - Backend: Numba - Project Size: 262144 - Benchmark: Equation of State Seconds < Lower Is Better 1 . 0.012 |==================================================================== 2 . 0.012 |==================================================================== 3 . 0.012 |==================================================================== 4 . 0.012 |==================================================================== PyHPC Benchmarks 2.1 Device: CPU - Backend: JAX - Project Size: 4194304 - Benchmark: Equation of State Seconds < Lower Is Better 1 . 0.038 |==================================================================== 2 . 0.037 |================================================================== 3 . 0.038 |==================================================================== 4 . 0.038 |==================================================================== PyHPC Benchmarks 2.1 Device: CPU - Backend: TensorFlow - Project Size: 262144 - Benchmark: Equation of State Seconds < Lower Is Better 1 . 0.005 |=========================================== 2 . 0.008 |==================================================================== 3 . 0.007 |============================================================ 4 . 0.005 |=========================================== PyHPC Benchmarks 2.1 Device: CPU - Backend: TensorFlow - Project Size: 16384 - Benchmark: Equation of State Seconds < Lower Is Better 1 . 0.001 |==================================================================== 2 . 0.001 |==================================================================== 3 . 0.001 |==================================================================== 4 . 0.001 |==================================================================== PyHPC Benchmarks 2.1 Device: CPU - Backend: Numba - Project Size: 262144 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better 1 . 0.053 |==================================================================== 2 . 0.052 |=================================================================== 3 . 0.051 |================================================================= 4 . 0.052 |=================================================================== PyHPC Benchmarks 2.1 Device: CPU - Backend: PyTorch - Project Size: 4194304 - Benchmark: Equation of State Seconds < Lower Is Better 1 . 0.075 |==================================================================== 2 . 0.075 |==================================================================== 3 . 0.075 |==================================================================== 4 . 0.075 |==================================================================== PyHPC Benchmarks 2.1 Device: CPU - Backend: Numpy - Project Size: 65536 - Benchmark: Equation of State Seconds < Lower Is Better 1 . 0.01 |===================================================================== 2 . 0.01 |===================================================================== 3 . 0.01 |===================================================================== 4 . 0.01 |===================================================================== PyHPC Benchmarks 2.1 Device: CPU - Backend: Theano - Project Size: 1048576 - Benchmark: Equation of State Seconds < Lower Is Better 1 . 0.067 |================================================================= 2 . 0.070 |==================================================================== 3 . 0.066 |================================================================ 4 . 0.070 |==================================================================== PyHPC Benchmarks 2.1 Device: CPU - Backend: Numba - Project Size: 16384 - Benchmark: Equation of State Seconds < Lower Is Better 1 . 0.001 |==================================================================== 2 . 0.001 |==================================================================== 3 . 0.001 |==================================================================== 4 . 0.001 |==================================================================== PyHPC Benchmarks 2.1 Device: CPU - Backend: Numpy - Project Size: 16384 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better 1 . 0.006 |==================================================================== 2 . 0.006 |==================================================================== 3 . 0.006 |==================================================================== 4 . 0.006 |==================================================================== PyHPC Benchmarks 2.1 Device: CPU - Backend: Numba - Project Size: 1048576 - Benchmark: Equation of State Seconds < Lower Is Better 1 . 0.049 |==================================================================== 2 . 0.048 |=================================================================== 3 . 0.049 |==================================================================== 4 . 0.048 |=================================================================== PyHPC Benchmarks 2.1 Device: CPU - Backend: PyTorch - Project Size: 1048576 - Benchmark: Equation of State Seconds < Lower Is Better 1 . 0.018 |================================================================ 2 . 0.017 |============================================================= 3 . 0.019 |==================================================================== 4 . 0.019 |==================================================================== PyHPC Benchmarks 2.1 Device: CPU - Backend: Theano - Project Size: 65536 - Benchmark: Equation of State Seconds < Lower Is Better 1 . 0.005 |==================================================================== 2 . 0.005 |==================================================================== 3 . 0.005 |==================================================================== 4 . 0.005 |==================================================================== PyHPC Benchmarks 2.1 Device: CPU - Backend: Numpy - Project Size: 262144 - Benchmark: Equation of State Seconds < Lower Is Better 1 . 0.043 |==================================================================== 2 . 0.041 |================================================================= 3 . 0.041 |================================================================= 4 . 0.041 |================================================================= PyHPC Benchmarks 2.1 Device: CPU - Backend: Numba - Project Size: 65536 - Benchmark: Equation of State Seconds < Lower Is Better 1 . 0.003 |==================================================================== 2 . 0.003 |==================================================================== 3 . 0.003 |==================================================================== 4 . 0.003 |==================================================================== PyHPC Benchmarks 2.1 Device: CPU - Backend: PyTorch - Project Size: 262144 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better 1 . 0.055 |==================================================================== 2 . 0.055 |==================================================================== 3 . 0.055 |==================================================================== 4 . 0.054 |=================================================================== PyHPC Benchmarks 2.1 Device: CPU - Backend: PyTorch - Project Size: 65536 - Benchmark: Equation of State Seconds < Lower Is Better 1 . 0.001 |================================== 2 . 0.002 |==================================================================== 3 . 0.001 |================================== 4 . 0.001 |================================== PyHPC Benchmarks 2.1 Device: CPU - Backend: PyTorch - Project Size: 16384 - Benchmark: Equation of State Seconds < Lower Is Better PyHPC Benchmarks 2.1 Device: CPU - Backend: PyTorch - Project Size: 262144 - Benchmark: Equation of State Seconds < Lower Is Better 1 . 0.004 |====================================================== 2 . 0.004 |====================================================== 3 . 0.004 |====================================================== 4 . 0.005 |==================================================================== PyHPC Benchmarks 2.1 Device: CPU - Backend: Numpy - Project Size: 16384 - Benchmark: Equation of State Seconds < Lower Is Better 1 . 0.002 |==================================================================== 2 . 0.002 |==================================================================== 3 . 0.002 |==================================================================== 4 . 0.002 |==================================================================== PyHPC Benchmarks 2.1 Device: CPU - Backend: PyTorch - Project Size: 65536 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better 1 . 0.014 |==================================================================== 2 . 0.014 |==================================================================== 3 . 0.014 |==================================================================== 4 . 0.014 |==================================================================== PyHPC Benchmarks 2.1 Device: CPU - Backend: PyTorch - Project Size: 16384 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better 1 . 0.004 |==================================================================== 2 . 0.004 |==================================================================== 3 . 0.004 |==================================================================== 4 . 0.004 |==================================================================== PyHPC Benchmarks 2.1 Device: CPU - Backend: Bohrium - Project Size: 4194304 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better PyHPC Benchmarks 2.1 Device: CPU - Backend: Bohrium - Project Size: 4194304 - Benchmark: Equation of State Seconds < Lower Is Better PyHPC Benchmarks 2.1 Device: CPU - Backend: Bohrium - Project Size: 1048576 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better PyHPC Benchmarks 2.1 Device: CPU - Backend: Bohrium - Project Size: 1048576 - Benchmark: Equation of State Seconds < Lower Is Better PyHPC Benchmarks 2.1 Device: CPU - Backend: Bohrium - Project Size: 262144 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better PyHPC Benchmarks 2.1 Device: CPU - Backend: Bohrium - Project Size: 262144 - Benchmark: Equation of State Seconds < Lower Is Better PyHPC Benchmarks 2.1 Device: CPU - Backend: Bohrium - Project Size: 65536 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better PyHPC Benchmarks 2.1 Device: CPU - Backend: Bohrium - Project Size: 65536 - Benchmark: Equation of State Seconds < Lower Is Better PyHPC Benchmarks 2.1 Device: CPU - Backend: Bohrium - Project Size: 16384 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better PyHPC Benchmarks 2.1 Device: CPU - Backend: Bohrium - Project Size: 16384 - Benchmark: Equation of State Seconds < Lower Is Better PyHPC Benchmarks 2.1 Device: CPU - Backend: TensorFlow - Project Size: 4194304 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better PyHPC Benchmarks 2.1 Device: CPU - Backend: TensorFlow - Project Size: 1048576 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better PyHPC Benchmarks 2.1 Device: CPU - Backend: TensorFlow - Project Size: 262144 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better PyHPC Benchmarks 2.1 Device: CPU - Backend: TensorFlow - Project Size: 65536 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better PyHPC Benchmarks 2.1 Device: CPU - Backend: TensorFlow - Project Size: 16384 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better