pyhpc 3.0 4700U AMD Ryzen 7 4700U testing with a LENOVO LNVNB161216 (DTCN18WWV1.04 BIOS) and AMD Renoir 512MB on Ubuntu 21.04 via the Phoronix Test Suite. 1: Processor: AMD Ryzen 7 4700U @ 2.00GHz (8 Cores), Motherboard: LENOVO LNVNB161216 (DTCN18WWV1.04 BIOS), Chipset: AMD Renoir Root Complex, Memory: 16GB, Disk: 512GB SAMSUNG MZALQ512HALU-000L2, Graphics: AMD Renoir 512MB (1600/400MHz), Audio: AMD Renoir Radeon HD Audio, Network: Intel Wi-Fi 6 AX200 OS: Ubuntu 21.04, Kernel: 5.13.0-051300-generic (x86_64), Desktop: GNOME Shell 3.38.4, Display Server: X Server + Wayland, OpenGL: 4.6 Mesa 21.3.0-devel (git-7de5293 2021-07-18 hirsute-oibaf-ppa) (LLVM 12.0.1), Vulkan: 1.2.182, Compiler: GCC 10.3.0, File-System: ext4, Screen Resolution: 1920x1080 2: Processor: AMD Ryzen 7 4700U @ 2.00GHz (8 Cores), Motherboard: LENOVO LNVNB161216 (DTCN18WWV1.04 BIOS), Chipset: AMD Renoir Root Complex, Memory: 16GB, Disk: 512GB SAMSUNG MZALQ512HALU-000L2, Graphics: AMD Renoir 512MB (1600/400MHz), Audio: AMD Renoir Radeon HD Audio, Network: Intel Wi-Fi 6 AX200 OS: Ubuntu 21.04, Kernel: 5.13.0-051300-generic (x86_64), Desktop: GNOME Shell 3.38.4, Display Server: X Server + Wayland, OpenGL: 4.6 Mesa 21.3.0-devel (git-7de5293 2021-07-18 hirsute-oibaf-ppa) (LLVM 12.0.1), Vulkan: 1.2.182, Compiler: GCC 10.3.0, File-System: ext4, Screen Resolution: 1920x1080 3: Processor: AMD Ryzen 7 4700U @ 2.00GHz (8 Cores), Motherboard: LENOVO LNVNB161216 (DTCN18WWV1.04 BIOS), Chipset: AMD Renoir Root Complex, Memory: 16GB, Disk: 512GB SAMSUNG MZALQ512HALU-000L2, Graphics: AMD Renoir 512MB (1600/400MHz), Audio: AMD Renoir Radeon HD Audio, Network: Intel Wi-Fi 6 AX200 OS: Ubuntu 21.04, Kernel: 5.13.0-051300-generic (x86_64), Desktop: GNOME Shell 3.38.4, Display Server: X Server + Wayland, OpenGL: 4.6 Mesa 21.3.0-devel (git-7de5293 2021-07-18 hirsute-oibaf-ppa) (LLVM 12.0.1), Vulkan: 1.2.182, Compiler: GCC 10.3.0, File-System: ext4, Screen Resolution: 1920x1080 PyHPC Benchmarks 3.0 Device: CPU - Backend: JAX - Project Size: 16384 - Benchmark: Equation of State Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: JAX - Project Size: 16384 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better 1 . 0.003 |==================================================================== 2 . 0.003 |==================================================================== 3 . 0.003 |==================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: JAX - Project Size: 65536 - Benchmark: Equation of State Seconds < Lower Is Better 1 . 0.001 |================================== 2 . 0.001 |================================== 3 . 0.002 |==================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: JAX - Project Size: 65536 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better 1 . 0.027 |==================================================================== 2 . 0.027 |==================================================================== 3 . 0.027 |==================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: JAX - Project Size: 262144 - Benchmark: Equation of State Seconds < Lower Is Better 1 . 0.004 |==================================================================== 2 . 0.004 |==================================================================== 3 . 0.004 |==================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: JAX - Project Size: 262144 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better 1 . 0.152 |================================================================== 2 . 0.153 |=================================================================== 3 . 0.156 |==================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: JAX - Project Size: 1048576 - Benchmark: Equation of State Seconds < Lower Is Better 1 . 0.022 |==================================================================== 2 . 0.022 |==================================================================== 3 . 0.022 |==================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: JAX - Project Size: 1048576 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better 1 . 0.385 |==================================================================== 2 . 0.387 |==================================================================== 3 . 0.383 |=================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: JAX - Project Size: 4194304 - Benchmark: Equation of State Seconds < Lower Is Better 1 . 0.080 |=================================================================== 2 . 0.081 |==================================================================== 3 . 0.081 |==================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: JAX - Project Size: 4194304 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better 1 . 1.328 |================================================================== 2 . 1.356 |=================================================================== 3 . 1.376 |==================================================================== PyHPC Benchmarks 3.0 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 3.0 Device: CPU - Backend: Numba - Project Size: 16384 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better 1 . 0.004 |==================================================================== 2 . 0.004 |==================================================================== 3 . 0.004 |==================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: Numba - Project Size: 65536 - Benchmark: Equation of State Seconds < Lower Is Better 1 . 0.004 |==================================================================== 2 . 0.004 |==================================================================== 3 . 0.004 |==================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: Numba - Project Size: 65536 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better 1 . 0.017 |==================================================================== 2 . 0.017 |==================================================================== 3 . 0.017 |==================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: Numpy - Project Size: 16384 - Benchmark: Equation of State Seconds < Lower Is Better 1 . 0.004 |==================================================================== 2 . 0.004 |==================================================================== 3 . 0.004 |==================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: Numpy - Project Size: 16384 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better 1 . 0.009 |==================================================================== 2 . 0.009 |==================================================================== 3 . 0.008 |============================================================ PyHPC Benchmarks 3.0 Device: CPU - Backend: Numpy - Project Size: 65536 - Benchmark: Equation of State Seconds < Lower Is Better 1 . 0.021 |==================================================================== 2 . 0.021 |==================================================================== 3 . 0.021 |==================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: Numpy - Project Size: 65536 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better 1 . 0.043 |==================================================================== 2 . 0.043 |==================================================================== 3 . 0.043 |==================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: Aesara - Project Size: 16384 - Benchmark: Equation of State Seconds < Lower Is Better 1 . 0.001 |==================================================================== 2 . 0.001 |==================================================================== 3 . 0.001 |==================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: Aesara - Project Size: 16384 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better 1 . 0.006 |==================================================================== 2 . 0.006 |==================================================================== 3 . 0.006 |==================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: Aesara - Project Size: 65536 - Benchmark: Equation of State Seconds < Lower Is Better 1 . 0.006 |==================================================================== 2 . 0.006 |==================================================================== 3 . 0.006 |==================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: Aesara - Project Size: 65536 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better 1 . 0.024 |==================================================================== 2 . 0.024 |==================================================================== 3 . 0.024 |==================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: Numba - Project Size: 262144 - Benchmark: Equation of State Seconds < Lower Is Better 1 . 0.016 |==================================================================== 2 . 0.016 |==================================================================== 3 . 0.016 |==================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: Numba - Project Size: 262144 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better 1 . 0.065 |==================================================================== 2 . 0.065 |==================================================================== 3 . 0.065 |==================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: Numpy - Project Size: 262144 - Benchmark: Equation of State Seconds < Lower Is Better 1 . 0.108 |==================================================================== 2 . 0.108 |==================================================================== 3 . 0.108 |==================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: Numpy - Project Size: 262144 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better 1 . 0.187 |==================================================================== 2 . 0.187 |==================================================================== 3 . 0.188 |==================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: Aesara - Project Size: 262144 - Benchmark: Equation of State Seconds < Lower Is Better 1 . 0.02 |===================================================================== 2 . 0.02 |===================================================================== 3 . 0.02 |===================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: Aesara - Project Size: 262144 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better 1 . 0.106 |==================================================================== 2 . 0.106 |==================================================================== 3 . 0.106 |==================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: Numba - Project Size: 1048576 - Benchmark: Equation of State Seconds < Lower Is Better 1 . 0.065 |==================================================================== 2 . 0.065 |==================================================================== 3 . 0.065 |==================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: Numba - Project Size: 1048576 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better 1 . 0.296 |==================================================================== 2 . 0.296 |==================================================================== 3 . 0.296 |==================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: Numba - Project Size: 4194304 - Benchmark: Equation of State Seconds < Lower Is Better 1 . 0.257 |==================================================================== 2 . 0.258 |==================================================================== 3 . 0.256 |=================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: Numba - Project Size: 4194304 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better 1 . 1.245 |==================================================================== 2 . 1.240 |==================================================================== 3 . 1.243 |==================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: Numpy - Project Size: 1048576 - Benchmark: Equation of State Seconds < Lower Is Better 1 . 0.468 |==================================================================== 2 . 0.470 |==================================================================== 3 . 0.469 |==================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: Numpy - Project Size: 1048576 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better 1 . 0.831 |================================================================== 2 . 0.850 |==================================================================== 3 . 0.850 |==================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: Numpy - Project Size: 4194304 - Benchmark: Equation of State Seconds < Lower Is Better 1 . 2.115 |=================================================================== 2 . 2.099 |=================================================================== 3 . 2.131 |==================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: Numpy - Project Size: 4194304 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better 1 . 3.353 |==================================================================== 2 . 3.299 |=================================================================== 3 . 3.311 |=================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: PyTorch - Project Size: 16384 - Benchmark: Equation of State Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: PyTorch - Project Size: 16384 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better 1 . 0.006 |==================================================================== 2 . 0.006 |==================================================================== 3 . 0.006 |==================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: PyTorch - Project Size: 65536 - Benchmark: Equation of State Seconds < Lower Is Better 1 . 0.002 |==================================================================== 2 . 0.002 |==================================================================== 3 . 0.002 |==================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: PyTorch - Project Size: 65536 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better 1 . 0.026 |==================================================================== 2 . 0.025 |================================================================= 3 . 0.025 |================================================================= PyHPC Benchmarks 3.0 Device: CPU - Backend: Aesara - Project Size: 1048576 - Benchmark: Equation of State Seconds < Lower Is Better 1 . 0.082 |==================================================================== 2 . 0.082 |==================================================================== 3 . 0.082 |==================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: Aesara - Project Size: 1048576 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better 1 . 0.448 |==================================================================== 2 . 0.446 |==================================================================== 3 . 0.447 |==================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: Aesara - Project Size: 4194304 - Benchmark: Equation of State Seconds < Lower Is Better 1 . 0.324 |==================================================================== 2 . 0.326 |==================================================================== 3 . 0.326 |==================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: Aesara - Project Size: 4194304 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better 1 . 1.883 |==================================================================== 2 . 1.883 |==================================================================== 3 . 1.872 |==================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: PyTorch - Project Size: 262144 - Benchmark: Equation of State Seconds < Lower Is Better 1 . 0.005 |==================================================================== 2 . 0.005 |==================================================================== 3 . 0.005 |==================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: PyTorch - Project Size: 262144 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better 1 . 0.116 |=================================================================== 2 . 0.117 |==================================================================== 3 . 0.117 |==================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: PyTorch - Project Size: 1048576 - Benchmark: Equation of State Seconds < Lower Is Better 1 . 0.024 |==================================================================== 2 . 0.024 |==================================================================== 3 . 0.024 |==================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: PyTorch - Project Size: 1048576 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better 1 . 0.535 |==================================================================== 2 . 0.537 |==================================================================== 3 . 0.536 |==================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: PyTorch - Project Size: 4194304 - Benchmark: Equation of State Seconds < Lower Is Better 1 . 0.092 |=================================================================== 2 . 0.092 |=================================================================== 3 . 0.094 |==================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: PyTorch - Project Size: 4194304 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better 1 . 2.146 |==================================================================== 2 . 2.160 |==================================================================== 3 . 2.152 |==================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: TensorFlow - Project Size: 16384 - Benchmark: Equation of State Seconds < Lower Is Better 1 . 0.002 |==================================================================== 2 . 0.002 |==================================================================== 3 . 0.002 |==================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: TensorFlow - Project Size: 16384 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: TensorFlow - Project Size: 65536 - Benchmark: Equation of State Seconds < Lower Is Better 1 . 0.006 |========================================================== 2 . 0.006 |========================================================== 3 . 0.007 |==================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: TensorFlow - Project Size: 65536 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: TensorFlow - Project Size: 262144 - Benchmark: Equation of State Seconds < Lower Is Better 1 . 0.019 |==================================================================== 2 . 0.019 |==================================================================== 3 . 0.019 |==================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: TensorFlow - Project Size: 262144 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: TensorFlow - Project Size: 1048576 - Benchmark: Equation of State Seconds < Lower Is Better 1 . 0.040 |============================================================== 2 . 0.044 |==================================================================== 3 . 0.043 |================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: TensorFlow - Project Size: 1048576 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: TensorFlow - Project Size: 4194304 - Benchmark: Equation of State Seconds < Lower Is Better 1 . 0.142 |=================================================================== 2 . 0.142 |=================================================================== 3 . 0.144 |==================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: TensorFlow - Project Size: 4194304 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better