second test Intel Core i7-12700K testing with a Dell 0N0992 (2.7.0 BIOS) and NVIDIA GeForce RTX 3070 8GB on Ubuntu 22.04 via the Phoronix Test Suite. med size: Processor: Intel Core i7-12700K @ 4.90GHz (12 Cores / 20 Threads), Motherboard: Dell 0N0992 (2.7.0 BIOS), Chipset: Intel Device 7aa7, Memory: 32GB, Disk: SK hynix PC801 NVMe 512GB + 1000GB Samsung SSD 970 EVO Plus 1TB, Graphics: NVIDIA GeForce RTX 3070 8GB, Audio: Realtek ALC3246, Monitor: XV272U, Network: Intel + Intel Device 7af0 OS: Ubuntu 22.04, Kernel: 6.2.0-26-generic (x86_64), Desktop: GNOME Shell 42.9, Display Server: X Server 1.21.1.4, Display Driver: NVIDIA 535.86.05, OpenGL: 4.6.0, Vulkan: 1.3.242, Compiler: GCC 11.4.0, File-System: ext4, Screen Resolution: 2560x1440 PyHPC Benchmarks 3.0 Device: CPU - Backend: JAX - Project Size: 262144 - Benchmark: Equation of State Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: JAX - Project Size: 262144 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: GPU - Backend: JAX - Project Size: 262144 - Benchmark: Equation of State Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: GPU - Backend: JAX - Project Size: 262144 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: Numba - Project Size: 262144 - Benchmark: Equation of State Seconds < Lower Is Better med size . 0.009 |============================================================= PyHPC Benchmarks 3.0 Device: CPU - Backend: Numba - Project Size: 262144 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better med size . 0.041 |============================================================= PyHPC Benchmarks 3.0 Device: CPU - Backend: Numpy - Project Size: 262144 - Benchmark: Equation of State Seconds < Lower Is Better med size . 0.054 |============================================================= PyHPC Benchmarks 3.0 Device: CPU - Backend: Numpy - Project Size: 262144 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better med size . 0.088 |============================================================= PyHPC Benchmarks 3.0 Device: GPU - Backend: Numba - Project Size: 262144 - Benchmark: Equation of State Seconds < Lower Is Better med size . 0.008 |============================================================= PyHPC Benchmarks 3.0 Device: GPU - Backend: Numba - Project Size: 262144 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better med size . 0.041 |============================================================= PyHPC Benchmarks 3.0 Device: GPU - Backend: Numpy - Project Size: 262144 - Benchmark: Equation of State Seconds < Lower Is Better med size . 0.053 |============================================================= PyHPC Benchmarks 3.0 Device: GPU - Backend: Numpy - Project Size: 262144 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better med size . 0.088 |============================================================= PyHPC Benchmarks 3.0 Device: CPU - Backend: Aesara - Project Size: 262144 - Benchmark: Equation of State Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: Aesara - Project Size: 262144 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: GPU - Backend: Aesara - Project Size: 262144 - Benchmark: Equation of State Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: GPU - Backend: Aesara - Project Size: 262144 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: PyTorch - Project Size: 262144 - Benchmark: Equation of State Seconds < Lower Is Better med size . 0.051 |============================================================= PyHPC Benchmarks 3.0 Device: CPU - Backend: PyTorch - Project Size: 262144 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better med size . 0.060 |============================================================= PyHPC Benchmarks 3.0 Device: GPU - Backend: PyTorch - Project Size: 262144 - Benchmark: Equation of State Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: GPU - Backend: PyTorch - Project Size: 262144 - 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 PyHPC Benchmarks 3.0 Device: CPU - Backend: TensorFlow - Project Size: 262144 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: GPU - Backend: TensorFlow - Project Size: 262144 - Benchmark: Equation of State Seconds < Lower Is Better PyHPC Benchmarks 3.0 Device: GPU - Backend: TensorFlow - Project Size: 262144 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better