pyhpc whiskey Intel Core i7-8565U testing with a Dell 0KTW76 (1.11.0 BIOS) and Intel UHD 620 WHL GT2 3GB on Ubuntu 21.04 via the Phoronix Test Suite. A: Processor: Intel Core i7-8565U @ 4.60GHz (4 Cores / 8 Threads), Motherboard: Dell 0KTW76 (1.11.0 BIOS), Chipset: Intel Cannon Point-LP, Memory: 16GB, Disk: SK hynix PC401 NVMe 256GB, Graphics: Intel UHD 620 WHL GT2 3GB (1150MHz), Audio: Realtek ALC3271, Network: Qualcomm Atheros QCA6174 802.11ac 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 21.2.0-devel (git-0aab06e 2021-07-05 hirsute-oibaf-ppa), Vulkan: 1.2.182, Compiler: GCC 10.3.0, File-System: ext4, Screen Resolution: 1920x1080 B: Processor: Intel Core i7-8565U @ 4.60GHz (4 Cores / 8 Threads), Motherboard: Dell 0KTW76 (1.11.0 BIOS), Chipset: Intel Cannon Point-LP, Memory: 16GB, Disk: SK hynix PC401 NVMe 256GB, Graphics: Intel UHD 620 WHL GT2 3GB (1150MHz), Audio: Realtek ALC3271, Network: Qualcomm Atheros QCA6174 802.11ac 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 21.2.0-devel (git-0aab06e 2021-07-05 hirsute-oibaf-ppa), Vulkan: 1.2.182, Compiler: GCC 10.3.0, File-System: ext4, Screen Resolution: 1920x1080 C: Processor: Intel Core i7-8565U @ 4.60GHz (4 Cores / 8 Threads), Motherboard: Dell 0KTW76 (1.11.0 BIOS), Chipset: Intel Cannon Point-LP, Memory: 16GB, Disk: SK hynix PC401 NVMe 256GB, Graphics: Intel UHD 620 WHL GT2 3GB (1150MHz), Audio: Realtek ALC3271, Network: Qualcomm Atheros QCA6174 802.11ac 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 21.2.0-devel (git-0aab06e 2021-07-05 hirsute-oibaf-ppa), 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 A . 0.004 |==================================================================== B . 0.004 |==================================================================== C . 0.004 |==================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: JAX - Project Size: 65536 - Benchmark: Equation of State Seconds < Lower Is Better A . 0.001 |==================================================================== B . 0.001 |==================================================================== C . 0.001 |==================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: JAX - Project Size: 65536 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better A . 0.018 |================================================================ B . 0.019 |==================================================================== C . 0.017 |============================================================= PyHPC Benchmarks 3.0 Device: CPU - Backend: JAX - Project Size: 262144 - Benchmark: Equation of State Seconds < Lower Is Better A . 0.003 |==================================================================== B . 0.003 |==================================================================== C . 0.003 |==================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: JAX - Project Size: 262144 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better A . 0.059 |=================================================================== B . 0.060 |==================================================================== C . 0.060 |==================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: JAX - Project Size: 1048576 - Benchmark: Equation of State Seconds < Lower Is Better A . 0.016 |==================================================================== B . 0.015 |================================================================ C . 0.015 |================================================================ PyHPC Benchmarks 3.0 Device: CPU - Backend: JAX - Project Size: 1048576 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better A . 0.273 |==================================================================== B . 0.271 |==================================================================== C . 0.273 |==================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: JAX - Project Size: 4194304 - Benchmark: Equation of State Seconds < Lower Is Better A . 0.062 |==================================================================== B . 0.059 |================================================================= C . 0.061 |=================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: JAX - Project Size: 4194304 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better A . 1.225 |==================================================================== B . 1.230 |==================================================================== C . 1.216 |=================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: Numba - Project Size: 16384 - Benchmark: Equation of State Seconds < Lower Is Better A . 0.001 |==================================================================== B . 0.001 |==================================================================== C . 0.001 |==================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: Numba - Project Size: 16384 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better A . 0.005 |==================================================================== B . 0.005 |==================================================================== C . 0.005 |==================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: Numba - Project Size: 65536 - Benchmark: Equation of State Seconds < Lower Is Better A . 0.004 |==================================================================== B . 0.004 |==================================================================== C . 0.004 |==================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: Numba - Project Size: 65536 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better A . 0.022 |==================================================================== B . 0.021 |================================================================= C . 0.021 |================================================================= PyHPC Benchmarks 3.0 Device: CPU - Backend: Numpy - Project Size: 16384 - Benchmark: Equation of State Seconds < Lower Is Better A . 0.004 |==================================================================== B . 0.004 |==================================================================== C . 0.004 |==================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: Numpy - Project Size: 16384 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better A . 0.009 |==================================================================== B . 0.009 |==================================================================== C . 0.009 |==================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: Numpy - Project Size: 65536 - Benchmark: Equation of State Seconds < Lower Is Better A . 0.021 |==================================================================== B . 0.021 |==================================================================== C . 0.021 |==================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: Numpy - Project Size: 65536 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better A . 0.041 |==================================================================== B . 0.040 |================================================================== C . 0.040 |================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: Aesara - Project Size: 16384 - Benchmark: Equation of State Seconds < Lower Is Better A . 0.002 |==================================================================== B . 0.001 |================================== C . 0.001 |================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: Aesara - Project Size: 16384 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better A . 0.006 |==================================================================== B . 0.006 |==================================================================== C . 0.006 |==================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: Aesara - Project Size: 65536 - Benchmark: Equation of State Seconds < Lower Is Better A . 0.006 |==================================================================== B . 0.006 |==================================================================== C . 0.006 |==================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: Aesara - Project Size: 65536 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better A . 0.027 |================================================================== B . 0.027 |================================================================== C . 0.028 |==================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: Numba - Project Size: 262144 - Benchmark: Equation of State Seconds < Lower Is Better A . 0.015 |==================================================================== B . 0.015 |==================================================================== C . 0.015 |==================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: Numba - Project Size: 262144 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better A . 0.081 |==================================================================== B . 0.081 |==================================================================== C . 0.081 |==================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: Numpy - Project Size: 262144 - Benchmark: Equation of State Seconds < Lower Is Better A . 0.090 |==================================================================== B . 0.089 |=================================================================== C . 0.090 |==================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: Numpy - Project Size: 262144 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better A . 0.159 |==================================================================== B . 0.158 |==================================================================== C . 0.158 |==================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: Aesara - Project Size: 262144 - Benchmark: Equation of State Seconds < Lower Is Better A . 0.021 |==================================================================== B . 0.021 |==================================================================== C . 0.021 |==================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: Aesara - Project Size: 262144 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better A . 0.106 |==================================================================== B . 0.105 |=================================================================== C . 0.104 |=================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: Numba - Project Size: 1048576 - Benchmark: Equation of State Seconds < Lower Is Better A . 0.062 |=================================================================== B . 0.063 |==================================================================== C . 0.062 |=================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: Numba - Project Size: 1048576 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better A . 0.370 |==================================================================== B . 0.368 |==================================================================== C . 0.367 |=================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: Numba - Project Size: 4194304 - Benchmark: Equation of State Seconds < Lower Is Better A . 0.253 |==================================================================== B . 0.252 |==================================================================== C . 0.252 |==================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: Numba - Project Size: 4194304 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better A . 1.528 |==================================================================== B . 1.523 |==================================================================== C . 1.505 |=================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: Numpy - Project Size: 1048576 - Benchmark: Equation of State Seconds < Lower Is Better A . 0.417 |==================================================================== B . 0.416 |==================================================================== C . 0.414 |==================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: Numpy - Project Size: 1048576 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better A . 0.800 |==================================================================== B . 0.794 |=================================================================== C . 0.794 |=================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: Numpy - Project Size: 4194304 - Benchmark: Equation of State Seconds < Lower Is Better A . 1.859 |==================================================================== B . 1.863 |==================================================================== C . 1.860 |==================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: Numpy - Project Size: 4194304 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better A . 3.263 |==================================================================== B . 3.261 |==================================================================== C . 3.251 |==================================================================== 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 A . 0.006 |==================================================================== B . 0.006 |==================================================================== C . 0.006 |==================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: PyTorch - Project Size: 65536 - Benchmark: Equation of State Seconds < Lower Is Better A . 0.002 |==================================================================== B . 0.002 |==================================================================== C . 0.002 |==================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: PyTorch - Project Size: 65536 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better A . 0.023 |==================================================================== B . 0.023 |==================================================================== C . 0.023 |==================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: Aesara - Project Size: 1048576 - Benchmark: Equation of State Seconds < Lower Is Better A . 0.086 |================================================================== B . 0.088 |==================================================================== C . 0.085 |================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: Aesara - Project Size: 1048576 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better A . 0.500 |==================================================================== B . 0.501 |==================================================================== C . 0.499 |==================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: Aesara - Project Size: 4194304 - Benchmark: Equation of State Seconds < Lower Is Better A . 0.340 |==================================================================== B . 0.337 |=================================================================== C . 0.341 |==================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: Aesara - Project Size: 4194304 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better A . 2.078 |==================================================================== B . 2.080 |==================================================================== C . 2.082 |==================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: PyTorch - Project Size: 262144 - Benchmark: Equation of State Seconds < Lower Is Better A . 0.005 |========================================================= B . 0.005 |========================================================= C . 0.006 |==================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: PyTorch - Project Size: 262144 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better A . 0.096 |=================================================================== B . 0.096 |=================================================================== C . 0.097 |==================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: PyTorch - Project Size: 1048576 - Benchmark: Equation of State Seconds < Lower Is Better A . 0.023 |================================================================= B . 0.023 |================================================================= C . 0.024 |==================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: PyTorch - Project Size: 1048576 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better A . 0.518 |=================================================================== B . 0.523 |==================================================================== C . 0.523 |==================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: PyTorch - Project Size: 4194304 - Benchmark: Equation of State Seconds < Lower Is Better A . 0.100 |================================================================= B . 0.100 |================================================================= C . 0.104 |==================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: PyTorch - Project Size: 4194304 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better A . 2.199 |==================================================================== B . 2.180 |=================================================================== C . 2.208 |==================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: TensorFlow - Project Size: 16384 - Benchmark: Equation of State Seconds < Lower Is Better A . 0.001 |==================================================================== B . 0.001 |==================================================================== C . 0.001 |==================================================================== 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 A . 0.002 |============================================= B . 0.002 |============================================= C . 0.003 |==================================================================== 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 A . 0.008 |==================================================================== B . 0.008 |==================================================================== C . 0.008 |==================================================================== 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 A . 0.034 |==================================================================== B . 0.034 |==================================================================== C . 0.034 |==================================================================== 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 A . 0.155 |==================================================================== B . 0.152 |=================================================================== C . 0.152 |=================================================================== PyHPC Benchmarks 3.0 Device: CPU - Backend: TensorFlow - Project Size: 4194304 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better