pyhpc rocket Intel Core i9-11900K testing with a ASUS ROG MAXIMUS XIII HERO (1007 BIOS) and AMD Radeon VII 16GB on Clear Linux OS 35150 via the Phoronix Test Suite. 1: Processor: Intel Core i9-11900K @ 5.10GHz (8 Cores / 16 Threads), Motherboard: ASUS ROG MAXIMUS XIII HERO (1007 BIOS), Chipset: Intel Device 43ef, Memory: 32GB, Disk: 2000GB Corsair Force MP600 + 257GB Flash Drive, Graphics: AMD Radeon VII 16GB (1801/1000MHz), Audio: Intel Device 43c8, Monitor: ASUS MG28U, Network: 2 x Intel + Intel Device 2725 OS: Clear Linux OS 35150, Kernel: 5.14.13-1083.native (x86_64), Desktop: GNOME Shell 41.0, Display Server: X Server 1.20.11, OpenGL: 4.6 Mesa 21.2.4 (LLVM 11.1.0), Vulkan: 1.2.182, Compiler: GCC 11.2.1 20211015 releases/gcc-11.2.0-353-g6a936be4ad + Clang 11.1.0 + LLVM 11.1.0, File-System: ext4, Screen Resolution: 3840x2160 2: Processor: Intel Core i9-11900K @ 5.10GHz (8 Cores / 16 Threads), Motherboard: ASUS ROG MAXIMUS XIII HERO (1007 BIOS), Chipset: Intel Device 43ef, Memory: 32GB, Disk: 2000GB Corsair Force MP600 + 257GB Flash Drive, Graphics: AMD Radeon VII 16GB (1801/1000MHz), Audio: Intel Device 43c8, Monitor: ASUS MG28U, Network: 2 x Intel + Intel Device 2725 OS: Clear Linux OS 35150, Kernel: 5.14.13-1083.native (x86_64), Desktop: GNOME Shell 41.0, Display Server: X Server 1.20.11, OpenGL: 4.6 Mesa 21.2.4 (LLVM 11.1.0), Vulkan: 1.2.182, Compiler: GCC 11.2.1 20211015 releases/gcc-11.2.0-353-g6a936be4ad + Clang 11.1.0 + LLVM 11.1.0, File-System: ext4, Screen Resolution: 3840x2160 3: Processor: Intel Core i9-11900K @ 5.10GHz (8 Cores / 16 Threads), Motherboard: ASUS ROG MAXIMUS XIII HERO (1007 BIOS), Chipset: Intel Device 43ef, Memory: 32GB, Disk: 2000GB Corsair Force MP600 + 257GB Flash Drive, Graphics: AMD Radeon VII 16GB (1801/1000MHz), Audio: Intel Device 43c8, Monitor: ASUS MG28U, Network: 2 x Intel + Intel Device 2725 OS: Clear Linux OS 35150, Kernel: 5.14.13-1083.native (x86_64), Desktop: GNOME Shell 41.0, Display Server: X Server 1.20.11, OpenGL: 4.6 Mesa 21.2.4 (LLVM 11.1.0), Vulkan: 1.2.182, Compiler: GCC 11.2.1 20211015 releases/gcc-11.2.0-353-g6a936be4ad + Clang 11.1.0 + LLVM 11.1.0, File-System: ext4, Screen Resolution: 3840x2160 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: 16384 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better 1 . 0.002 |==================================================================== 2 . 0.002 |==================================================================== 3 . 0.002 |==================================================================== PyHPC Benchmarks 2.1 Device: CPU - Backend: JAX - Project Size: 65536 - Benchmark: Equation of State Seconds < Lower Is Better PyHPC Benchmarks 2.1 Device: CPU - Backend: JAX - Project Size: 65536 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better 1 . 0.01 |===================================================================== 2 . 0.01 |===================================================================== 3 . 0.01 |===================================================================== PyHPC Benchmarks 2.1 Device: CPU - Backend: JAX - Project Size: 262144 - Benchmark: Equation of State Seconds < Lower Is Better 1 . 0.001 |==================================================================== 2 . 0.001 |==================================================================== 3 . 0.001 |==================================================================== PyHPC Benchmarks 2.1 Device: CPU - Backend: JAX - Project Size: 262144 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better 1 . 0.034 |==================================================================== 2 . 0.034 |==================================================================== 3 . 0.034 |==================================================================== PyHPC Benchmarks 2.1 Device: CPU - Backend: JAX - Project Size: 1048576 - Benchmark: Equation of State Seconds < Lower Is Better 1 . 0.008 |==================================================================== 2 . 0.008 |==================================================================== 3 . 0.008 |==================================================================== PyHPC Benchmarks 2.1 Device: CPU - Backend: JAX - Project Size: 1048576 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better 1 . 0.141 |==================================================================== 2 . 0.141 |==================================================================== 3 . 0.141 |==================================================================== PyHPC Benchmarks 2.1 Device: CPU - Backend: JAX - Project Size: 4194304 - Benchmark: Equation of State Seconds < Lower Is Better 1 . 0.032 |==================================================================== 2 . 0.032 |==================================================================== 3 . 0.032 |==================================================================== PyHPC Benchmarks 2.1 Device: CPU - Backend: JAX - Project Size: 4194304 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better 1 . 0.584 |==================================================================== 2 . 0.584 |==================================================================== 3 . 0.584 |==================================================================== 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 |==================================================================== 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 |==================================================================== 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 |==================================================================== PyHPC Benchmarks 2.1 Device: CPU - Backend: Numba - Project Size: 65536 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better 1 . 0.012 |==================================================================== 2 . 0.012 |==================================================================== 3 . 0.012 |==================================================================== 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 |==================================================================== PyHPC Benchmarks 2.1 Device: CPU - Backend: Numpy - Project Size: 16384 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better 1 . 0.005 |==================================================================== 2 . 0.005 |==================================================================== 3 . 0.005 |==================================================================== PyHPC Benchmarks 2.1 Device: CPU - Backend: Numpy - Project Size: 65536 - Benchmark: Equation of State Seconds < Lower Is Better 1 . 0.013 |==================================================================== 2 . 0.013 |==================================================================== 3 . 0.013 |==================================================================== PyHPC Benchmarks 2.1 Device: CPU - Backend: Numpy - Project Size: 65536 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better 1 . 0.023 |==================================================================== 2 . 0.022 |================================================================= 3 . 0.022 |================================================================= PyHPC Benchmarks 2.1 Device: CPU - Backend: Numba - Project Size: 262144 - Benchmark: Equation of State Seconds < Lower Is Better 1 . 0.01 |===================================================================== 2 . 0.01 |===================================================================== 3 . 0.01 |===================================================================== PyHPC Benchmarks 2.1 Device: CPU - Backend: Numba - Project Size: 262144 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better 1 . 0.045 |================================================================= 2 . 0.046 |=================================================================== 3 . 0.047 |==================================================================== PyHPC Benchmarks 2.1 Device: CPU - Backend: Numpy - Project Size: 262144 - Benchmark: Equation of State Seconds < Lower Is Better 1 . 0.051 |====================================================== 2 . 0.064 |==================================================================== 3 . 0.051 |====================================================== PyHPC Benchmarks 2.1 Device: CPU - Backend: Numpy - Project Size: 262144 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better 1 . 0.091 |==================================================================== 2 . 0.089 |=================================================================== 3 . 0.089 |=================================================================== PyHPC Benchmarks 2.1 Device: CPU - Backend: Theano - Project Size: 16384 - Benchmark: Equation of State Seconds < Lower Is Better PyHPC Benchmarks 2.1 Device: CPU - Backend: Theano - Project Size: 16384 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better PyHPC Benchmarks 2.1 Device: CPU - Backend: Theano - Project Size: 65536 - Benchmark: Equation of State Seconds < Lower Is Better PyHPC Benchmarks 2.1 Device: CPU - Backend: Theano - Project Size: 65536 - 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: Bohrium - Project Size: 16384 - 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: 65536 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better PyHPC Benchmarks 2.1 Device: CPU - Backend: Numba - Project Size: 1048576 - Benchmark: Equation of State Seconds < Lower Is Better 1 . 0.042 |==================================================================== 2 . 0.042 |==================================================================== 3 . 0.042 |==================================================================== PyHPC Benchmarks 2.1 Device: CPU - Backend: Numba - Project Size: 1048576 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better 1 . 0.196 |==================================================================== 2 . 0.196 |==================================================================== 3 . 0.196 |==================================================================== PyHPC Benchmarks 2.1 Device: CPU - Backend: Numba - Project Size: 4194304 - Benchmark: Equation of State Seconds < Lower Is Better 1 . 0.167 |================================================================== 2 . 0.171 |==================================================================== 3 . 0.167 |================================================================== PyHPC Benchmarks 2.1 Device: CPU - Backend: Numba - Project Size: 4194304 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better 1 . 0.800 |==================================================================== 2 . 0.800 |==================================================================== 3 . 0.802 |==================================================================== PyHPC Benchmarks 2.1 Device: CPU - Backend: Numpy - Project Size: 1048576 - Benchmark: Equation of State Seconds < Lower Is Better 1 . 0.239 |==================================================================== 2 . 0.239 |==================================================================== 3 . 0.240 |==================================================================== PyHPC Benchmarks 2.1 Device: CPU - Backend: Numpy - Project Size: 1048576 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better 1 . 0.416 |==================================================================== 2 . 0.417 |==================================================================== 3 . 0.415 |==================================================================== PyHPC Benchmarks 2.1 Device: CPU - Backend: Numpy - Project Size: 4194304 - Benchmark: Equation of State Seconds < Lower Is Better 1 . 1.250 |==================================================================== 2 . 1.250 |==================================================================== 3 . 1.247 |==================================================================== PyHPC Benchmarks 2.1 Device: CPU - Backend: Numpy - Project Size: 4194304 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better 1 . 1.816 |==================================================================== 2 . 1.817 |==================================================================== 3 . 1.819 |==================================================================== 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: 16384 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better PyHPC Benchmarks 2.1 Device: CPU - Backend: PyTorch - Project Size: 65536 - Benchmark: Equation of State Seconds < Lower Is Better PyHPC Benchmarks 2.1 Device: CPU - Backend: PyTorch - Project Size: 65536 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better PyHPC Benchmarks 2.1 Device: CPU - Backend: Theano - Project Size: 262144 - Benchmark: Equation of State Seconds < Lower Is Better PyHPC Benchmarks 2.1 Device: CPU - Backend: Theano - 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: 262144 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better PyHPC Benchmarks 2.1 Device: CPU - Backend: PyTorch - Project Size: 262144 - Benchmark: Equation of State Seconds < Lower Is Better PyHPC Benchmarks 2.1 Device: CPU - Backend: PyTorch - Project Size: 262144 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better PyHPC Benchmarks 2.1 Device: CPU - Backend: Theano - Project Size: 1048576 - Benchmark: Equation of State Seconds < Lower Is Better PyHPC Benchmarks 2.1 Device: CPU - Backend: Theano - Project Size: 1048576 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better PyHPC Benchmarks 2.1 Device: CPU - Backend: Theano - Project Size: 4194304 - Benchmark: Equation of State Seconds < Lower Is Better PyHPC Benchmarks 2.1 Device: CPU - Backend: Theano - Project Size: 4194304 - 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: 1048576 - 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: 4194304 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better PyHPC Benchmarks 2.1 Device: CPU - Backend: PyTorch - Project Size: 1048576 - Benchmark: Equation of State Seconds < Lower Is Better PyHPC Benchmarks 2.1 Device: CPU - Backend: PyTorch - Project Size: 1048576 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better PyHPC Benchmarks 2.1 Device: CPU - Backend: PyTorch - Project Size: 4194304 - Benchmark: Equation of State Seconds < Lower Is Better PyHPC Benchmarks 2.1 Device: CPU - Backend: PyTorch - Project Size: 4194304 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better PyHPC Benchmarks 2.1 Device: CPU - Backend: TensorFlow - Project Size: 16384 - Benchmark: Equation of State Seconds < Lower Is Better PyHPC Benchmarks 2.1 Device: CPU - Backend: TensorFlow - Project Size: 16384 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better PyHPC Benchmarks 2.1 Device: CPU - Backend: TensorFlow - Project Size: 65536 - Benchmark: Equation of State 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: 262144 - Benchmark: Equation of State 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: 1048576 - Benchmark: Equation of State 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: 4194304 - 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