sat 4000 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 OpenSSL sign/s > Higher Is Better 1 . 2184.0 |=================================================================== 2 . 2188.1 |=================================================================== 3 . 2197.1 |=================================================================== OpenSSL verify/s > Higher Is Better 1 . 135790.9 |================================================================= 2 . 135413.7 |================================================================ 3 . 136484.3 |================================================================= GIMP 2.10.22 Test: resize Seconds < Lower Is Better 1 . 11.46 |==================================================================== 2 . 11.36 |=================================================================== 3 . 11.32 |=================================================================== GIMP 2.10.22 Test: rotate Seconds < Lower Is Better 1 . 14.04 |==================================================================== 2 . 13.96 |=================================================================== 3 . 14.09 |==================================================================== GIMP 2.10.22 Test: auto-levels Seconds < Lower Is Better 1 . 15.12 |=================================================================== 2 . 15.30 |==================================================================== 3 . 15.28 |==================================================================== GIMP 2.10.22 Test: unsharp-mask Seconds < Lower Is Better 1 . 17.01 |=================================================================== 2 . 17.16 |=================================================================== 3 . 17.30 |==================================================================== RAR Compression 6.0.2 Linux Source Tree Archiving To RAR Seconds < Lower Is Better 1 . 119.34 |================================================================ 2 . 124.33 |=================================================================== 3 . 124.24 |=================================================================== 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 . 0.003 |==================================================================== 2 . 0.003 |==================================================================== 3 . 0.003 |==================================================================== 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 |==================================================================== PyHPC Benchmarks 2.1 Device: CPU - Backend: JAX - Project Size: 65536 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better 1 . 0.027 |================================================================== 2 . 0.028 |==================================================================== 3 . 0.027 |================================================================== PyHPC Benchmarks 2.1 Device: CPU - Backend: JAX - Project Size: 262144 - Benchmark: Equation of State Seconds < Lower Is Better 1 . 0.005 |==================================================================== 2 . 0.005 |==================================================================== 3 . 0.005 |==================================================================== PyHPC Benchmarks 2.1 Device: CPU - Backend: JAX - Project Size: 262144 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better 1 . 0.145 |==================================================================== 2 . 0.144 |==================================================================== 3 . 0.144 |==================================================================== PyHPC Benchmarks 2.1 Device: CPU - Backend: JAX - Project Size: 1048576 - Benchmark: Equation of State Seconds < Lower Is Better 1 . 0.021 |================================================================= 2 . 0.022 |==================================================================== 3 . 0.022 |==================================================================== PyHPC Benchmarks 2.1 Device: CPU - Backend: JAX - Project Size: 1048576 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better 1 . 0.380 |==================================================================== 2 . 0.382 |==================================================================== 3 . 0.379 |=================================================================== PyHPC Benchmarks 2.1 Device: CPU - Backend: JAX - Project Size: 4194304 - Benchmark: Equation of State Seconds < Lower Is Better 1 . 0.080 |=================================================================== 2 . 0.081 |==================================================================== 3 . 0.080 |=================================================================== PyHPC Benchmarks 2.1 Device: CPU - Backend: JAX - Project Size: 4194304 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better 1 . 1.357 |================================================================== 2 . 1.379 |=================================================================== 3 . 1.403 |==================================================================== 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 . 0.004 |==================================================================== 2 . 0.004 |==================================================================== 3 . 0.004 |==================================================================== PyHPC Benchmarks 2.1 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 2.1 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 2.1 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 2.1 Device: CPU - Backend: Numpy - Project Size: 16384 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better 1 . 0.009 |==================================================================== 2 . 0.008 |============================================================ 3 . 0.009 |==================================================================== PyHPC Benchmarks 2.1 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 2.1 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 2.1 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 2.1 Device: CPU - Backend: Numba - Project Size: 262144 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better 1 . 0.064 |=================================================================== 2 . 0.065 |==================================================================== 3 . 0.065 |==================================================================== PyHPC Benchmarks 2.1 Device: CPU - Backend: Numpy - Project Size: 262144 - Benchmark: Equation of State Seconds < Lower Is Better 1 . 0.107 |==================================================================== 2 . 0.106 |=================================================================== 3 . 0.107 |==================================================================== PyHPC Benchmarks 2.1 Device: CPU - Backend: Numpy - Project Size: 262144 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better 1 . 0.189 |==================================================================== 2 . 0.189 |==================================================================== 3 . 0.188 |==================================================================== 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 |==================================================================== PyHPC Benchmarks 2.1 Device: CPU - Backend: Theano - Project Size: 16384 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better 1 . 0.006 |==================================================================== 2 . 0.006 |==================================================================== 3 . 0.006 |==================================================================== PyHPC Benchmarks 2.1 Device: CPU - Backend: Theano - Project Size: 65536 - Benchmark: Equation of State Seconds < Lower Is Better 1 . 0.006 |==================================================================== 2 . 0.006 |==================================================================== 3 . 0.006 |==================================================================== PyHPC Benchmarks 2.1 Device: CPU - Backend: Theano - Project Size: 65536 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better 1 . 0.025 |==================================================================== 2 . 0.025 |==================================================================== 3 . 0.025 |==================================================================== PyHPC Benchmarks 2.1 Device: CPU - Backend: Bohrium - Project Size: 16384 - Benchmark: Equation of State Seconds < Lower Is Better 1 . 0.025 |==================================================================== 2 . 0.025 |==================================================================== 3 . 0.025 |==================================================================== PyHPC Benchmarks 2.1 Device: CPU - Backend: Bohrium - Project Size: 16384 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better 1 . 0.037 |==================================================================== 2 . 0.036 |================================================================== 3 . 0.037 |==================================================================== PyHPC Benchmarks 2.1 Device: CPU - Backend: Bohrium - Project Size: 65536 - Benchmark: Equation of State Seconds < Lower Is Better 1 . 0.029 |==================================================================== 2 . 0.029 |==================================================================== 3 . 0.029 |==================================================================== PyHPC Benchmarks 2.1 Device: CPU - Backend: Bohrium - Project Size: 65536 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better 1 . 0.055 |==================================================================== 2 . 0.055 |==================================================================== 3 . 0.055 |==================================================================== PyHPC Benchmarks 2.1 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 2.1 Device: CPU - Backend: Numba - Project Size: 1048576 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better 1 . 0.296 |==================================================================== 2 . 0.295 |==================================================================== 3 . 0.296 |==================================================================== PyHPC Benchmarks 2.1 Device: CPU - Backend: Numba - Project Size: 4194304 - Benchmark: Equation of State Seconds < Lower Is Better 1 . 0.258 |==================================================================== 2 . 0.257 |==================================================================== 3 . 0.258 |==================================================================== PyHPC Benchmarks 2.1 Device: CPU - Backend: Numba - Project Size: 4194304 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better 1 . 1.240 |==================================================================== 2 . 1.242 |==================================================================== 3 . 1.242 |==================================================================== PyHPC Benchmarks 2.1 Device: CPU - Backend: Numpy - Project Size: 1048576 - Benchmark: Equation of State Seconds < Lower Is Better 1 . 0.470 |==================================================================== 2 . 0.466 |=================================================================== 3 . 0.466 |=================================================================== PyHPC Benchmarks 2.1 Device: CPU - Backend: Numpy - Project Size: 1048576 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better 1 . 0.843 |=================================================================== 2 . 0.844 |=================================================================== 3 . 0.853 |==================================================================== PyHPC Benchmarks 2.1 Device: CPU - Backend: Numpy - Project Size: 4194304 - Benchmark: Equation of State Seconds < Lower Is Better 1 . 2.117 |==================================================================== 2 . 2.103 |=================================================================== 3 . 2.119 |==================================================================== PyHPC Benchmarks 2.1 Device: CPU - Backend: Numpy - Project Size: 4194304 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better 1 . 3.357 |==================================================================== 2 . 3.351 |==================================================================== 3 . 3.317 |=================================================================== 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 1 . 0.006 |==================================================================== 2 . 0.006 |==================================================================== 3 . 0.006 |==================================================================== PyHPC Benchmarks 2.1 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 2.1 Device: CPU - Backend: PyTorch - Project Size: 65536 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better 1 . 0.025 |==================================================================== 2 . 0.025 |==================================================================== 3 . 0.025 |==================================================================== PyHPC Benchmarks 2.1 Device: CPU - Backend: Theano - Project Size: 262144 - Benchmark: Equation of State Seconds < Lower Is Better 1 . 0.02 |===================================================================== 2 . 0.02 |===================================================================== 3 . 0.02 |===================================================================== PyHPC Benchmarks 2.1 Device: CPU - Backend: Theano - Project Size: 262144 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better 1 . 0.108 |==================================================================== 2 . 0.107 |=================================================================== 3 . 0.107 |=================================================================== PyHPC Benchmarks 2.1 Device: CPU - Backend: Bohrium - Project Size: 262144 - Benchmark: Equation of State Seconds < Lower Is Better 1 . 0.042 |==================================================================== 2 . 0.042 |==================================================================== 3 . 0.042 |==================================================================== PyHPC Benchmarks 2.1 Device: CPU - Backend: Bohrium - Project Size: 262144 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better 1 . 0.125 |==================================================================== 2 . 0.124 |=================================================================== 3 . 0.124 |=================================================================== PyHPC Benchmarks 2.1 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 2.1 Device: CPU - Backend: PyTorch - Project Size: 262144 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better 1 . 0.117 |==================================================================== 2 . 0.117 |==================================================================== 3 . 0.117 |==================================================================== PyHPC Benchmarks 2.1 Device: CPU - Backend: Theano - Project Size: 1048576 - Benchmark: Equation of State Seconds < Lower Is Better 1 . 0.082 |==================================================================== 2 . 0.081 |=================================================================== 3 . 0.081 |=================================================================== PyHPC Benchmarks 2.1 Device: CPU - Backend: Theano - Project Size: 1048576 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better 1 . 0.452 |==================================================================== 2 . 0.452 |==================================================================== 3 . 0.453 |==================================================================== PyHPC Benchmarks 2.1 Device: CPU - Backend: Theano - Project Size: 4194304 - Benchmark: Equation of State Seconds < Lower Is Better 1 . 0.326 |==================================================================== 2 . 0.323 |=================================================================== 3 . 0.325 |==================================================================== PyHPC Benchmarks 2.1 Device: CPU - Backend: Theano - Project Size: 4194304 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better 1 . 1.874 |==================================================================== 2 . 1.884 |==================================================================== 3 . 1.878 |==================================================================== PyHPC Benchmarks 2.1 Device: CPU - Backend: Bohrium - Project Size: 1048576 - Benchmark: Equation of State Seconds < Lower Is Better 1 . 0.096 |=================================================================== 2 . 0.096 |=================================================================== 3 . 0.097 |==================================================================== PyHPC Benchmarks 2.1 Device: CPU - Backend: Bohrium - Project Size: 1048576 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better 1 . 0.395 |==================================================================== 2 . 0.396 |==================================================================== 3 . 0.395 |==================================================================== PyHPC Benchmarks 2.1 Device: CPU - Backend: Bohrium - Project Size: 4194304 - Benchmark: Equation of State Seconds < Lower Is Better 1 . 0.310 |==================================================================== 2 . 0.310 |==================================================================== 3 . 0.309 |==================================================================== PyHPC Benchmarks 2.1 Device: CPU - Backend: Bohrium - Project Size: 4194304 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better 1 . 1.484 |==================================================================== 2 . 1.492 |==================================================================== 3 . 1.485 |==================================================================== PyHPC Benchmarks 2.1 Device: CPU - Backend: PyTorch - Project Size: 1048576 - Benchmark: Equation of State Seconds < Lower Is Better 1 . 0.025 |==================================================================== 2 . 0.024 |================================================================= 3 . 0.025 |==================================================================== PyHPC Benchmarks 2.1 Device: CPU - Backend: PyTorch - Project Size: 1048576 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better 1 . 0.534 |==================================================================== 2 . 0.532 |==================================================================== 3 . 0.534 |==================================================================== PyHPC Benchmarks 2.1 Device: CPU - Backend: PyTorch - Project Size: 4194304 - Benchmark: Equation of State Seconds < Lower Is Better 1 . 0.102 |==================================================================== 2 . 0.094 |=============================================================== 3 . 0.092 |============================================================= PyHPC Benchmarks 2.1 Device: CPU - Backend: PyTorch - Project Size: 4194304 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better 1 . 2.204 |==================================================================== 2 . 2.187 |=================================================================== 3 . 2.217 |==================================================================== PyHPC Benchmarks 2.1 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 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 1 . 0.007 |==================================================================== 2 . 0.006 |========================================================== 3 . 0.006 |========================================================== 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 1 . 0.019 |==================================================================== 2 . 0.019 |==================================================================== 3 . 0.019 |==================================================================== 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 1 . 0.043 |==================================================================== 2 . 0.042 |================================================================== 3 . 0.038 |============================================================ 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 1 . 0.145 |==================================================================== 2 . 0.145 |==================================================================== 3 . 0.142 |=================================================================== PyHPC Benchmarks 2.1 Device: CPU - Backend: TensorFlow - Project Size: 4194304 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better