pyhpc xeon compulab nvidia gpu Intel Xeon E-2288G testing with a Compulab SBC-ATCFL v1.2 (ATOP3.PRD.0.29.2 BIOS) and NVIDIA Quadro RTX 4000 8GB on Ubuntu 20.10 via the Phoronix Test Suite. A: Processor: Intel Xeon E-2288G @ 5.00GHz (8 Cores / 16 Threads), Motherboard: Compulab SBC-ATCFL v1.2 (ATOP3.PRD.0.29.2 BIOS), Chipset: Intel Cannon Lake PCH, Memory: 2 x 32 GB DDR4-2667MT/s Samsung M378A4G43MB1-CTD, Disk: Samsung SSD 970 EVO Plus 250GB, Graphics: NVIDIA Quadro RTX 4000 8GB, Audio: Intel Cannon Lake PCH cAVS, Network: Intel I219-LM + Intel I210 OS: Ubuntu 20.10, Kernel: 5.8.0-41-generic (x86_64), Desktop: GNOME Shell 3.38.2, Display Server: X Server 1.20.9, Display Driver: NVIDIA, OpenCL: OpenCL 1.2 CUDA 11.2.109, Vulkan: 1.2.155, Compiler: GCC 12.0.0 20211016, File-System: ext4, Screen Resolution: 1920x1080 B: Processor: Intel Xeon E-2288G @ 5.00GHz (8 Cores / 16 Threads), Motherboard: Compulab SBC-ATCFL v1.2 (ATOP3.PRD.0.29.2 BIOS), Chipset: Intel Cannon Lake PCH, Memory: 2 x 32 GB DDR4-2667MT/s Samsung M378A4G43MB1-CTD, Disk: Samsung SSD 970 EVO Plus 250GB, Graphics: NVIDIA Quadro RTX 4000 8GB, Audio: Intel Cannon Lake PCH cAVS, Network: Intel I219-LM + Intel I210 OS: Ubuntu 20.10, Kernel: 5.8.0-41-generic (x86_64), Desktop: GNOME Shell 3.38.2, Display Server: X Server 1.20.9, Display Driver: NVIDIA, OpenCL: OpenCL 1.2 CUDA 11.2.109, Vulkan: 1.2.155, Compiler: GCC 12.0.0 20211016, File-System: ext4, Screen Resolution: 1920x1080 C: Processor: Intel Xeon E-2288G @ 5.00GHz (8 Cores / 16 Threads), Motherboard: Compulab SBC-ATCFL v1.2 (ATOP3.PRD.0.29.2 BIOS), Chipset: Intel Cannon Lake PCH, Memory: 2 x 32 GB DDR4-2667MT/s Samsung M378A4G43MB1-CTD, Disk: Samsung SSD 970 EVO Plus 250GB, Graphics: NVIDIA Quadro RTX 4000 8GB, Audio: Intel Cannon Lake PCH cAVS, Network: Intel I219-LM + Intel I210 OS: Ubuntu 20.10, Kernel: 5.8.0-41-generic (x86_64), Desktop: GNOME Shell 3.38.2, Display Server: X Server 1.20.9, Display Driver: NVIDIA, OpenCL: OpenCL 1.2 CUDA 11.2.109, Vulkan: 1.2.155, Compiler: GCC 12.0.0 20211016, File-System: ext4, Screen Resolution: 1920x1080 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 A . 0.003 |==================================================================== B . 0.003 |==================================================================== C . 0.003 |==================================================================== 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 A . 0.013 |==================================================================== B . 0.013 |==================================================================== C . 0.013 |==================================================================== PyHPC Benchmarks 2.1 Device: GPU - Backend: JAX - Project Size: 16384 - Benchmark: Equation of State Seconds < Lower Is Better PyHPC Benchmarks 2.1 Device: GPU - Backend: JAX - Project Size: 16384 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better PyHPC Benchmarks 2.1 Device: GPU - Backend: JAX - Project Size: 65536 - Benchmark: Equation of State Seconds < Lower Is Better PyHPC Benchmarks 2.1 Device: GPU - Backend: JAX - Project Size: 65536 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better PyHPC Benchmarks 2.1 Device: CPU - Backend: JAX - Project Size: 262144 - Benchmark: Equation of State Seconds < Lower Is Better A . 0.001 |==================================================================== B . 0.001 |==================================================================== C . 0.001 |==================================================================== PyHPC Benchmarks 2.1 Device: CPU - Backend: JAX - Project Size: 262144 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better A . 0.039 |================================================================== B . 0.040 |==================================================================== C . 0.040 |==================================================================== PyHPC Benchmarks 2.1 Device: GPU - Backend: JAX - Project Size: 262144 - Benchmark: Equation of State Seconds < Lower Is Better PyHPC Benchmarks 2.1 Device: GPU - Backend: JAX - Project Size: 262144 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better PyHPC Benchmarks 2.1 Device: CPU - Backend: JAX - Project Size: 1048576 - Benchmark: Equation of State Seconds < Lower Is Better A . 0.01 |===================================================================== B . 0.01 |===================================================================== C . 0.01 |===================================================================== PyHPC Benchmarks 2.1 Device: CPU - Backend: JAX - Project Size: 1048576 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better A . 0.174 |==================================================================== B . 0.174 |==================================================================== C . 0.174 |==================================================================== PyHPC Benchmarks 2.1 Device: CPU - Backend: JAX - Project Size: 4194304 - Benchmark: Equation of State Seconds < Lower Is Better A . 0.035 |==================================================================== B . 0.035 |==================================================================== C . 0.035 |==================================================================== PyHPC Benchmarks 2.1 Device: CPU - Backend: JAX - Project Size: 4194304 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better A . 0.828 |==================================================================== B . 0.827 |==================================================================== C . 0.827 |==================================================================== PyHPC Benchmarks 2.1 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 2.1 Device: CPU - Backend: Numba - Project Size: 16384 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better A . 0.004 |==================================================================== B . 0.004 |==================================================================== C . 0.004 |==================================================================== PyHPC Benchmarks 2.1 Device: CPU - Backend: Numba - Project Size: 65536 - Benchmark: Equation of State Seconds < Lower Is Better A . 0.004 |==================================================================== B . 0.003 |=================================================== C . 0.004 |==================================================================== PyHPC Benchmarks 2.1 Device: CPU - Backend: Numba - Project Size: 65536 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better A . 0.017 |==================================================================== B . 0.017 |==================================================================== C . 0.017 |==================================================================== PyHPC Benchmarks 2.1 Device: CPU - Backend: Numpy - Project Size: 16384 - Benchmark: Equation of State Seconds < Lower Is Better A . 0.003 |==================================================================== B . 0.003 |==================================================================== C . 0.003 |==================================================================== PyHPC Benchmarks 2.1 Device: CPU - Backend: Numpy - Project Size: 16384 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better A . 0.007 |==================================================================== B . 0.007 |==================================================================== C . 0.007 |==================================================================== PyHPC Benchmarks 2.1 Device: CPU - Backend: Numpy - Project Size: 65536 - Benchmark: Equation of State Seconds < Lower Is Better A . 0.016 |==================================================================== B . 0.016 |==================================================================== C . 0.016 |==================================================================== PyHPC Benchmarks 2.1 Device: CPU - Backend: Numpy - Project Size: 65536 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better A . 0.03 |===================================================================== B . 0.03 |===================================================================== C . 0.03 |===================================================================== PyHPC Benchmarks 2.1 Device: GPU - Backend: JAX - Project Size: 1048576 - Benchmark: Equation of State Seconds < Lower Is Better PyHPC Benchmarks 2.1 Device: GPU - Backend: JAX - Project Size: 1048576 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better PyHPC Benchmarks 2.1 Device: GPU - Backend: JAX - Project Size: 4194304 - Benchmark: Equation of State Seconds < Lower Is Better PyHPC Benchmarks 2.1 Device: GPU - Backend: JAX - Project Size: 4194304 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better PyHPC Benchmarks 2.1 Device: GPU - Backend: Numba - Project Size: 16384 - Benchmark: Equation of State Seconds < Lower Is Better A . 0.001 |==================================================================== B . 0.001 |==================================================================== C . 0.001 |==================================================================== PyHPC Benchmarks 2.1 Device: GPU - Backend: Numba - Project Size: 16384 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better A . 0.004 |==================================================================== B . 0.004 |==================================================================== C . 0.004 |==================================================================== PyHPC Benchmarks 2.1 Device: GPU - Backend: Numba - Project Size: 65536 - Benchmark: Equation of State Seconds < Lower Is Better A . 0.003 |==================================================================== B . 0.003 |==================================================================== C . 0.003 |==================================================================== PyHPC Benchmarks 2.1 Device: GPU - Backend: Numba - Project Size: 65536 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better A . 0.017 |==================================================================== B . 0.017 |==================================================================== C . 0.017 |==================================================================== PyHPC Benchmarks 2.1 Device: GPU - Backend: Numpy - Project Size: 16384 - Benchmark: Equation of State Seconds < Lower Is Better A . 0.003 |==================================================================== B . 0.003 |==================================================================== C . 0.003 |==================================================================== PyHPC Benchmarks 2.1 Device: GPU - Backend: Numpy - Project Size: 16384 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better A . 0.007 |==================================================================== B . 0.007 |==================================================================== C . 0.007 |==================================================================== PyHPC Benchmarks 2.1 Device: GPU - Backend: Numpy - Project Size: 65536 - Benchmark: Equation of State Seconds < Lower Is Better A . 0.016 |==================================================================== B . 0.016 |==================================================================== C . 0.016 |==================================================================== PyHPC Benchmarks 2.1 Device: GPU - Backend: Numpy - Project Size: 65536 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better A . 0.03 |===================================================================== B . 0.03 |===================================================================== C . 0.03 |===================================================================== PyHPC Benchmarks 2.1 Device: CPU - Backend: Numba - Project Size: 262144 - Benchmark: Equation of State Seconds < Lower Is Better A . 0.013 |==================================================================== B . 0.013 |==================================================================== C . 0.013 |==================================================================== PyHPC Benchmarks 2.1 Device: CPU - Backend: Numba - Project Size: 262144 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better A . 0.066 |=================================================================== B . 0.066 |=================================================================== C . 0.067 |==================================================================== PyHPC Benchmarks 2.1 Device: CPU - Backend: Numpy - Project Size: 262144 - Benchmark: Equation of State Seconds < Lower Is Better A . 0.063 |=================================================================== B . 0.063 |=================================================================== C . 0.064 |==================================================================== PyHPC Benchmarks 2.1 Device: CPU - Backend: Numpy - Project Size: 262144 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better A . 0.122 |=================================================================== B . 0.123 |==================================================================== C . 0.123 |==================================================================== PyHPC Benchmarks 2.1 Device: CPU - Backend: Theano - Project Size: 16384 - Benchmark: Equation of State Seconds < Lower Is Better A . 0.001 |==================================================================== B . 0.001 |==================================================================== C . 0.001 |==================================================================== PyHPC Benchmarks 2.1 Device: CPU - Backend: Theano - Project Size: 16384 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better A . 0.005 |==================================================================== B . 0.005 |==================================================================== C . 0.005 |==================================================================== PyHPC Benchmarks 2.1 Device: CPU - Backend: Theano - Project Size: 65536 - Benchmark: Equation of State Seconds < Lower Is Better A . 0.005 |==================================================================== B . 0.005 |==================================================================== C . 0.005 |==================================================================== PyHPC Benchmarks 2.1 Device: CPU - Backend: Theano - Project Size: 65536 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better A . 0.021 |==================================================================== B . 0.021 |==================================================================== C . 0.021 |==================================================================== PyHPC Benchmarks 2.1 Device: GPU - Backend: Numba - Project Size: 262144 - Benchmark: Equation of State Seconds < Lower Is Better A . 0.013 |==================================================================== B . 0.013 |==================================================================== C . 0.013 |==================================================================== PyHPC Benchmarks 2.1 Device: GPU - Backend: Numba - Project Size: 262144 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better A . 0.067 |==================================================================== B . 0.066 |=================================================================== C . 0.067 |==================================================================== PyHPC Benchmarks 2.1 Device: GPU - Backend: Numpy - Project Size: 262144 - Benchmark: Equation of State Seconds < Lower Is Better A . 0.063 |=================================================================== B . 0.064 |==================================================================== C . 0.064 |==================================================================== PyHPC Benchmarks 2.1 Device: GPU - Backend: Numpy - Project Size: 262144 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better A . 0.124 |==================================================================== B . 0.124 |==================================================================== C . 0.123 |=================================================================== PyHPC Benchmarks 2.1 Device: GPU - Backend: Theano - Project Size: 16384 - Benchmark: Equation of State Seconds < Lower Is Better A . 0.001 |==================================================================== B . 0.001 |==================================================================== C . 0.001 |==================================================================== PyHPC Benchmarks 2.1 Device: GPU - Backend: Theano - Project Size: 16384 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better A . 0.005 |==================================================================== B . 0.005 |==================================================================== C . 0.005 |==================================================================== PyHPC Benchmarks 2.1 Device: GPU - Backend: Theano - Project Size: 65536 - Benchmark: Equation of State Seconds < Lower Is Better A . 0.005 |==================================================================== B . 0.005 |==================================================================== C . 0.005 |==================================================================== PyHPC Benchmarks 2.1 Device: GPU - Backend: Theano - Project Size: 65536 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better A . 0.021 |================================================================= B . 0.021 |================================================================= C . 0.022 |==================================================================== PyHPC Benchmarks 2.1 Device: CPU - Backend: Bohrium - Project Size: 16384 - Benchmark: Equation of State Seconds < Lower Is Better A . 0.025 |================================================================= B . 0.026 |==================================================================== C . 0.026 |==================================================================== PyHPC Benchmarks 2.1 Device: CPU - Backend: Bohrium - Project Size: 16384 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better A . 0.037 |==================================================================== B . 0.037 |==================================================================== C . 0.037 |==================================================================== PyHPC Benchmarks 2.1 Device: CPU - Backend: Bohrium - Project Size: 65536 - Benchmark: Equation of State Seconds < Lower Is Better A . 0.029 |==================================================================== B . 0.028 |================================================================== C . 0.029 |==================================================================== PyHPC Benchmarks 2.1 Device: CPU - Backend: Bohrium - Project Size: 65536 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better A . 0.053 |==================================================================== B . 0.052 |=================================================================== C . 0.053 |==================================================================== PyHPC Benchmarks 2.1 Device: CPU - Backend: Numba - Project Size: 1048576 - Benchmark: Equation of State Seconds < Lower Is Better A . 0.052 |==================================================================== B . 0.052 |==================================================================== C . 0.052 |==================================================================== PyHPC Benchmarks 2.1 Device: CPU - Backend: Numba - Project Size: 1048576 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better A . 0.301 |==================================================================== B . 0.301 |==================================================================== C . 0.301 |==================================================================== PyHPC Benchmarks 2.1 Device: CPU - Backend: Numba - Project Size: 4194304 - Benchmark: Equation of State Seconds < Lower Is Better A . 0.208 |==================================================================== B . 0.208 |==================================================================== C . 0.207 |==================================================================== PyHPC Benchmarks 2.1 Device: CPU - Backend: Numba - Project Size: 4194304 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better A . 1.243 |==================================================================== B . 1.243 |==================================================================== C . 1.242 |==================================================================== PyHPC Benchmarks 2.1 Device: CPU - Backend: Numpy - Project Size: 1048576 - Benchmark: Equation of State Seconds < Lower Is Better A . 0.278 |==================================================================== B . 0.280 |==================================================================== C . 0.278 |==================================================================== PyHPC Benchmarks 2.1 Device: CPU - Backend: Numpy - Project Size: 1048576 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better A . 0.563 |=================================================================== B . 0.568 |==================================================================== C . 0.568 |==================================================================== PyHPC Benchmarks 2.1 Device: CPU - Backend: Numpy - Project Size: 4194304 - Benchmark: Equation of State Seconds < Lower Is Better A . 1.406 |==================================================================== B . 1.411 |==================================================================== C . 1.408 |==================================================================== PyHPC Benchmarks 2.1 Device: CPU - Backend: Numpy - Project Size: 4194304 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better A . 2.452 |==================================================================== B . 2.458 |==================================================================== C . 2.454 |==================================================================== 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 A . 0.004 |====================================================== B . 0.005 |==================================================================== C . 0.005 |==================================================================== PyHPC Benchmarks 2.1 Device: CPU - Backend: PyTorch - Project Size: 65536 - Benchmark: Equation of State Seconds < Lower Is Better A . 0.001 |==================================================================== B . 0.001 |==================================================================== C . 0.001 |==================================================================== PyHPC Benchmarks 2.1 Device: CPU - Backend: PyTorch - Project Size: 65536 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better A . 0.017 |================================================================ B . 0.017 |================================================================ C . 0.018 |==================================================================== PyHPC Benchmarks 2.1 Device: CPU - Backend: Theano - Project Size: 262144 - Benchmark: Equation of State Seconds < Lower Is Better A . 0.018 |==================================================================== B . 0.018 |==================================================================== C . 0.018 |==================================================================== PyHPC Benchmarks 2.1 Device: CPU - Backend: Theano - Project Size: 262144 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better A . 0.083 |=================================================================== B . 0.084 |==================================================================== C . 0.084 |==================================================================== PyHPC Benchmarks 2.1 Device: GPU - Backend: Bohrium - Project Size: 16384 - Benchmark: Equation of State Seconds < Lower Is Better A . 0.026 |==================================================================== B . 0.025 |================================================================= C . 0.025 |================================================================= PyHPC Benchmarks 2.1 Device: GPU - Backend: Bohrium - Project Size: 16384 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better A . 0.034 |==================================================================== B . 0.034 |==================================================================== C . 0.033 |================================================================== PyHPC Benchmarks 2.1 Device: GPU - Backend: Bohrium - Project Size: 65536 - Benchmark: Equation of State Seconds < Lower Is Better A . 0.025 |==================================================================== B . 0.025 |==================================================================== C . 0.025 |==================================================================== PyHPC Benchmarks 2.1 Device: GPU - Backend: Bohrium - Project Size: 65536 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better A . 0.036 |==================================================================== B . 0.035 |================================================================== C . 0.035 |================================================================== PyHPC Benchmarks 2.1 Device: GPU - Backend: Numba - Project Size: 1048576 - Benchmark: Equation of State Seconds < Lower Is Better A . 0.052 |=================================================================== B . 0.052 |=================================================================== C . 0.053 |==================================================================== PyHPC Benchmarks 2.1 Device: GPU - Backend: Numba - Project Size: 1048576 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better A . 0.300 |==================================================================== B . 0.301 |==================================================================== C . 0.302 |==================================================================== PyHPC Benchmarks 2.1 Device: GPU - Backend: Numba - Project Size: 4194304 - Benchmark: Equation of State Seconds < Lower Is Better A . 0.211 |==================================================================== B . 0.208 |=================================================================== C . 0.207 |=================================================================== PyHPC Benchmarks 2.1 Device: GPU - Backend: Numba - Project Size: 4194304 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better A . 1.242 |==================================================================== B . 1.246 |==================================================================== C . 1.246 |==================================================================== PyHPC Benchmarks 2.1 Device: GPU - Backend: Numpy - Project Size: 1048576 - Benchmark: Equation of State Seconds < Lower Is Better A . 0.279 |==================================================================== B . 0.278 |=================================================================== C . 0.281 |==================================================================== PyHPC Benchmarks 2.1 Device: GPU - Backend: Numpy - Project Size: 1048576 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better A . 0.569 |==================================================================== B . 0.564 |=================================================================== C . 0.569 |==================================================================== PyHPC Benchmarks 2.1 Device: GPU - Backend: Numpy - Project Size: 4194304 - Benchmark: Equation of State Seconds < Lower Is Better A . 1.411 |=================================================================== B . 1.410 |=================================================================== C . 1.427 |==================================================================== PyHPC Benchmarks 2.1 Device: GPU - Backend: Numpy - Project Size: 4194304 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better A . 2.455 |==================================================================== B . 2.458 |==================================================================== C . 2.448 |==================================================================== PyHPC Benchmarks 2.1 Device: GPU - Backend: PyTorch - Project Size: 16384 - Benchmark: Equation of State Seconds < Lower Is Better PyHPC Benchmarks 2.1 Device: GPU - Backend: PyTorch - Project Size: 16384 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better A . 0.002 |==================================================================== B . 0.002 |==================================================================== C . 0.002 |==================================================================== PyHPC Benchmarks 2.1 Device: GPU - Backend: PyTorch - Project Size: 65536 - Benchmark: Equation of State Seconds < Lower Is Better PyHPC Benchmarks 2.1 Device: GPU - Backend: PyTorch - Project Size: 65536 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better A . 0.003 |==================================================================== B . 0.003 |==================================================================== C . 0.003 |==================================================================== PyHPC Benchmarks 2.1 Device: GPU - Backend: Theano - Project Size: 262144 - Benchmark: Equation of State Seconds < Lower Is Better A . 0.018 |==================================================================== B . 0.018 |==================================================================== C . 0.018 |==================================================================== PyHPC Benchmarks 2.1 Device: GPU - Backend: Theano - Project Size: 262144 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better A . 0.084 |==================================================================== B . 0.084 |==================================================================== C . 0.084 |==================================================================== PyHPC Benchmarks 2.1 Device: CPU - Backend: Bohrium - Project Size: 262144 - Benchmark: Equation of State Seconds < Lower Is Better A . 0.039 |==================================================================== B . 0.039 |==================================================================== C . 0.039 |==================================================================== PyHPC Benchmarks 2.1 Device: CPU - Backend: Bohrium - Project Size: 262144 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better A . 0.112 |=================================================================== B . 0.112 |=================================================================== C . 0.113 |==================================================================== PyHPC Benchmarks 2.1 Device: CPU - Backend: PyTorch - Project Size: 262144 - Benchmark: Equation of State Seconds < Lower Is Better A . 0.005 |==================================================================== B . 0.004 |====================================================== C . 0.005 |==================================================================== PyHPC Benchmarks 2.1 Device: CPU - Backend: PyTorch - Project Size: 262144 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better A . 0.073 |==================================================================== B . 0.071 |================================================================== C . 0.072 |=================================================================== PyHPC Benchmarks 2.1 Device: CPU - Backend: Theano - Project Size: 1048576 - Benchmark: Equation of State Seconds < Lower Is Better A . 0.073 |=================================================================== B . 0.073 |=================================================================== C . 0.074 |==================================================================== PyHPC Benchmarks 2.1 Device: CPU - Backend: Theano - Project Size: 1048576 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better A . 0.413 |==================================================================== B . 0.396 |================================================================= C . 0.401 |================================================================== PyHPC Benchmarks 2.1 Device: CPU - Backend: Theano - Project Size: 4194304 - Benchmark: Equation of State Seconds < Lower Is Better A . 0.292 |==================================================================== B . 0.292 |==================================================================== C . 0.288 |=================================================================== PyHPC Benchmarks 2.1 Device: CPU - Backend: Theano - Project Size: 4194304 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better A . 1.666 |=================================================================== B . 1.668 |=================================================================== C . 1.684 |==================================================================== PyHPC Benchmarks 2.1 Device: GPU - Backend: Bohrium - Project Size: 262144 - Benchmark: Equation of State Seconds < Lower Is Better A . 0.027 |==================================================================== B . 0.026 |================================================================= C . 0.027 |==================================================================== PyHPC Benchmarks 2.1 Device: GPU - Backend: Bohrium - Project Size: 262144 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better A . 0.044 |==================================================================== B . 0.043 |================================================================== C . 0.043 |================================================================== PyHPC Benchmarks 2.1 Device: GPU - Backend: PyTorch - Project Size: 262144 - Benchmark: Equation of State Seconds < Lower Is Better A . 0.002 |==================================================================== B . 0.002 |==================================================================== C . 0.002 |==================================================================== PyHPC Benchmarks 2.1 Device: GPU - Backend: PyTorch - Project Size: 262144 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better A . 0.009 |==================================================================== B . 0.009 |==================================================================== C . 0.009 |==================================================================== PyHPC Benchmarks 2.1 Device: GPU - Backend: Theano - Project Size: 1048576 - Benchmark: Equation of State Seconds < Lower Is Better A . 0.075 |==================================================================== B . 0.075 |==================================================================== C . 0.075 |==================================================================== PyHPC Benchmarks 2.1 Device: GPU - Backend: Theano - Project Size: 1048576 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better A . 0.398 |==================================================================== B . 0.398 |==================================================================== C . 0.397 |==================================================================== PyHPC Benchmarks 2.1 Device: GPU - Backend: Theano - Project Size: 4194304 - Benchmark: Equation of State Seconds < Lower Is Better A . 0.298 |==================================================================== B . 0.295 |=================================================================== C . 0.297 |==================================================================== PyHPC Benchmarks 2.1 Device: GPU - Backend: Theano - Project Size: 4194304 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better A . 1.671 |=================================================================== B . 1.685 |==================================================================== C . 1.675 |==================================================================== PyHPC Benchmarks 2.1 Device: CPU - Backend: Bohrium - Project Size: 1048576 - Benchmark: Equation of State Seconds < Lower Is Better A . 0.084 |=================================================================== B . 0.085 |==================================================================== C . 0.085 |==================================================================== PyHPC Benchmarks 2.1 Device: CPU - Backend: Bohrium - Project Size: 1048576 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better A . 0.371 |=================================================================== B . 0.370 |=================================================================== C . 0.374 |==================================================================== PyHPC Benchmarks 2.1 Device: CPU - Backend: Bohrium - Project Size: 4194304 - Benchmark: Equation of State Seconds < Lower Is Better A . 0.260 |==================================================================== B . 0.261 |==================================================================== C . 0.260 |==================================================================== PyHPC Benchmarks 2.1 Device: CPU - Backend: Bohrium - Project Size: 4194304 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better A . 1.405 |==================================================================== B . 1.402 |==================================================================== C . 1.404 |==================================================================== PyHPC Benchmarks 2.1 Device: CPU - Backend: PyTorch - Project Size: 1048576 - Benchmark: Equation of State Seconds < Lower Is Better A . 0.021 |==================================================================== B . 0.020 |================================================================= C . 0.021 |==================================================================== PyHPC Benchmarks 2.1 Device: CPU - Backend: PyTorch - Project Size: 1048576 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better A . 0.373 |=================================================================== B . 0.374 |=================================================================== C . 0.379 |==================================================================== PyHPC Benchmarks 2.1 Device: CPU - Backend: PyTorch - Project Size: 4194304 - Benchmark: Equation of State Seconds < Lower Is Better A . 0.083 |==================================================================== B . 0.083 |==================================================================== C . 0.083 |==================================================================== PyHPC Benchmarks 2.1 Device: CPU - Backend: PyTorch - Project Size: 4194304 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better A . 1.687 |==================================================================== B . 1.690 |==================================================================== C . 1.675 |=================================================================== PyHPC Benchmarks 2.1 Device: GPU - Backend: Bohrium - Project Size: 1048576 - Benchmark: Equation of State Seconds < Lower Is Better A . 0.033 |================================================================ B . 0.035 |==================================================================== C . 0.034 |================================================================== PyHPC Benchmarks 2.1 Device: GPU - Backend: Bohrium - Project Size: 1048576 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better A . 0.090 |=================================================================== B . 0.091 |==================================================================== C . 0.090 |=================================================================== PyHPC Benchmarks 2.1 Device: GPU - Backend: Bohrium - Project Size: 4194304 - Benchmark: Equation of State Seconds < Lower Is Better A . 0.059 |==================================================================== B . 0.058 |=================================================================== C . 0.058 |=================================================================== PyHPC Benchmarks 2.1 Device: GPU - Backend: Bohrium - Project Size: 4194304 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better A . 0.303 |==================================================================== B . 0.304 |==================================================================== C . 0.304 |==================================================================== PyHPC Benchmarks 2.1 Device: GPU - Backend: PyTorch - Project Size: 1048576 - Benchmark: Equation of State Seconds < Lower Is Better A . 0.006 |==================================================================== B . 0.006 |==================================================================== C . 0.006 |==================================================================== PyHPC Benchmarks 2.1 Device: GPU - Backend: PyTorch - Project Size: 1048576 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better A . 0.034 |==================================================================== B . 0.034 |==================================================================== C . 0.034 |==================================================================== PyHPC Benchmarks 2.1 Device: GPU - Backend: PyTorch - Project Size: 4194304 - Benchmark: Equation of State Seconds < Lower Is Better A . 0.022 |================================================================= B . 0.022 |================================================================= C . 0.023 |==================================================================== PyHPC Benchmarks 2.1 Device: GPU - Backend: PyTorch - Project Size: 4194304 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better A . 0.099 |==================================================================== B . 0.099 |==================================================================== C . 0.099 |==================================================================== PyHPC Benchmarks 2.1 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 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 A . 0.002 |==================================================================== B . 0.002 |==================================================================== C . 0.002 |==================================================================== PyHPC Benchmarks 2.1 Device: CPU - Backend: TensorFlow - Project Size: 65536 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better PyHPC Benchmarks 2.1 Device: GPU - Backend: TensorFlow - Project Size: 16384 - Benchmark: Equation of State Seconds < Lower Is Better PyHPC Benchmarks 2.1 Device: GPU - Backend: TensorFlow - Project Size: 16384 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better PyHPC Benchmarks 2.1 Device: GPU - Backend: TensorFlow - Project Size: 65536 - Benchmark: Equation of State Seconds < Lower Is Better PyHPC Benchmarks 2.1 Device: GPU - 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 A . 0.006 |==================================================================== B . 0.006 |==================================================================== C . 0.006 |==================================================================== PyHPC Benchmarks 2.1 Device: CPU - Backend: TensorFlow - Project Size: 262144 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better PyHPC Benchmarks 2.1 Device: GPU - Backend: TensorFlow - Project Size: 262144 - Benchmark: Equation of State Seconds < Lower Is Better PyHPC Benchmarks 2.1 Device: GPU - 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 A . 0.028 |==================================================================== B . 0.028 |==================================================================== C . 0.028 |==================================================================== 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 A . 0.125 |=================================================================== B . 0.126 |==================================================================== C . 0.125 |=================================================================== PyHPC Benchmarks 2.1 Device: CPU - Backend: TensorFlow - Project Size: 4194304 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better PyHPC Benchmarks 2.1 Device: GPU - Backend: TensorFlow - Project Size: 1048576 - Benchmark: Equation of State Seconds < Lower Is Better PyHPC Benchmarks 2.1 Device: GPU - Backend: TensorFlow - Project Size: 1048576 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better PyHPC Benchmarks 2.1 Device: GPU - Backend: TensorFlow - Project Size: 4194304 - Benchmark: Equation of State Seconds < Lower Is Better PyHPC Benchmarks 2.1 Device: GPU - Backend: TensorFlow - Project Size: 4194304 - Benchmark: Isoneutral Mixing Seconds < Lower Is Better