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.

Compare your own system(s) to this result file with the Phoronix Test Suite by running the command: phoronix-test-suite benchmark 2110232-TJ-PYHPCXEON05
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pyhpc xeon compulab nvidia gpuOpenBenchmarking.orgPhoronix Test Suite 10.6.1Intel Xeon E-2288G @ 5.00GHz (8 Cores / 16 Threads)Compulab SBC-ATCFL v1.2 (ATOP3.PRD.0.29.2 BIOS)Intel Cannon Lake PCH2 x 32 GB DDR4-2667MT/s Samsung M378A4G43MB1-CTDSamsung SSD 970 EVO Plus 250GBNVIDIA Quadro RTX 4000 8GBIntel Cannon Lake PCH cAVSIntel I219-LM + Intel I210Ubuntu 20.105.8.0-41-generic (x86_64)GNOME Shell 3.38.2X Server 1.20.9NVIDIAOpenCL 1.2 CUDA 11.2.1091.2.155GCC 12.0.0 20211016ext41920x1080ProcessorMotherboardChipsetMemoryDiskGraphicsAudioNetworkOSKernelDesktopDisplay ServerDisplay DriverOpenCLVulkanCompilerFile-SystemScreen ResolutionPyhpc Xeon Compulab Nvidia Gpu BenchmarksSystem Logs- Transparent Huge Pages: madvise- Scaling Governor: intel_pstate powersave - CPU Microcode: 0xde - Thermald 2.3 - Python 3.8.6- itlb_multihit: KVM: Mitigation of VMX disabled + l1tf: Not affected + mds: Not affected + meltdown: Not affected + spec_store_bypass: Mitigation of SSB disabled via prctl and seccomp + spectre_v1: Mitigation of usercopy/swapgs barriers and __user pointer sanitization + spectre_v2: Mitigation of Enhanced IBRS IBPB: conditional RSB filling + srbds: Mitigation of TSX disabled + tsx_async_abort: Mitigation of TSX disabled

ABCResult OverviewPhoronix Test Suite 10.6.1100%108%117%125%PyHPC BenchmarksPyHPC BenchmarksPyHPC BenchmarksPyHPC BenchmarksPyHPC BenchmarksPyHPC BenchmarksPyHPC BenchmarksPyHPC BenchmarksPyHPC BenchmarksPyHPC BenchmarksPyHPC BenchmarksPyHPC BenchmarksPyHPC BenchmarksPyHPC BenchmarksCPU - Numba - 65536 - Equation of StateCPU - PyTorch - 16384 - Isoneutral MixingCPU - PyTorch - 262144 - Equation of StateGPU - Bohrium - 1048576 - Equation of StateCPU - PyTorch - 65536 - Isoneutral MixingCPU - PyTorch - 1048576 - Equation of StateGPU - Theano - 65536 - Isoneutral MixingGPU - PyTorch - 4194304 - Equation of StateCPU - Theano - 1048576 - Isoneutral MixingCPU - Bohrium - 16384 - Equation of StateGPU - Bohrium - 16384 - Equation of StateGPU - Bohrium - 262144 - Equation of StateCPU - Bohrium - 65536 - Equation of StateGPU - Bohrium - 16384 - Isoneutral Mixing

pyhpc xeon compulab nvidia gpupyhpc: CPU - JAX - 16384 - Isoneutral Mixingpyhpc: CPU - JAX - 65536 - Isoneutral Mixingpyhpc: CPU - JAX - 262144 - Equation of Statepyhpc: CPU - JAX - 262144 - Isoneutral Mixingpyhpc: CPU - JAX - 1048576 - Equation of Statepyhpc: CPU - JAX - 1048576 - Isoneutral Mixingpyhpc: CPU - JAX - 4194304 - Equation of Statepyhpc: CPU - JAX - 4194304 - Isoneutral Mixingpyhpc: CPU - Numba - 16384 - Equation of Statepyhpc: CPU - Numba - 16384 - Isoneutral Mixingpyhpc: CPU - Numba - 65536 - Equation of Statepyhpc: CPU - Numba - 65536 - Isoneutral Mixingpyhpc: CPU - Numpy - 16384 - Equation of Statepyhpc: CPU - Numpy - 16384 - Isoneutral Mixingpyhpc: CPU - Numpy - 65536 - Equation of Statepyhpc: CPU - Numpy - 65536 - Isoneutral Mixingpyhpc: GPU - Numba - 16384 - Equation of Statepyhpc: GPU - Numba - 16384 - Isoneutral Mixingpyhpc: GPU - Numba - 65536 - Equation of Statepyhpc: GPU - Numba - 65536 - Isoneutral Mixingpyhpc: GPU - Numpy - 16384 - Equation of Statepyhpc: GPU - Numpy - 16384 - Isoneutral Mixingpyhpc: GPU - Numpy - 65536 - Equation of Statepyhpc: GPU - Numpy - 65536 - Isoneutral Mixingpyhpc: CPU - Numba - 262144 - Equation of Statepyhpc: CPU - Numba - 262144 - Isoneutral Mixingpyhpc: CPU - Numpy - 262144 - Equation of Statepyhpc: CPU - Numpy - 262144 - Isoneutral Mixingpyhpc: CPU - Theano - 16384 - Equation of Statepyhpc: CPU - Theano - 16384 - Isoneutral Mixingpyhpc: CPU - Theano - 65536 - Equation of Statepyhpc: CPU - Theano - 65536 - Isoneutral Mixingpyhpc: GPU - Numba - 262144 - Equation of Statepyhpc: GPU - Numba - 262144 - Isoneutral Mixingpyhpc: GPU - Numpy - 262144 - Equation of Statepyhpc: GPU - Numpy - 262144 - Isoneutral Mixingpyhpc: GPU - Theano - 16384 - Equation of Statepyhpc: GPU - Theano - 16384 - Isoneutral Mixingpyhpc: GPU - Theano - 65536 - Equation of Statepyhpc: GPU - Theano - 65536 - Isoneutral Mixingpyhpc: CPU - Bohrium - 16384 - Equation of Statepyhpc: CPU - Bohrium - 16384 - Isoneutral Mixingpyhpc: CPU - Bohrium - 65536 - Equation of Statepyhpc: CPU - Bohrium - 65536 - Isoneutral Mixingpyhpc: CPU - Numba - 1048576 - Equation of Statepyhpc: CPU - Numba - 1048576 - Isoneutral Mixingpyhpc: CPU - Numba - 4194304 - Equation of Statepyhpc: CPU - Numba - 4194304 - Isoneutral Mixingpyhpc: CPU - Numpy - 1048576 - Equation of Statepyhpc: CPU - Numpy - 1048576 - Isoneutral Mixingpyhpc: CPU - Numpy - 4194304 - Equation of Statepyhpc: CPU - Numpy - 4194304 - Isoneutral Mixingpyhpc: CPU - PyTorch - 16384 - Isoneutral Mixingpyhpc: CPU - PyTorch - 65536 - Equation of Statepyhpc: CPU - PyTorch - 65536 - Isoneutral Mixingpyhpc: CPU - Theano - 262144 - Equation of Statepyhpc: CPU - Theano - 262144 - Isoneutral Mixingpyhpc: GPU - Bohrium - 16384 - Equation of Statepyhpc: GPU - Bohrium - 16384 - Isoneutral Mixingpyhpc: GPU - Bohrium - 65536 - Equation of Statepyhpc: GPU - Bohrium - 65536 - Isoneutral Mixingpyhpc: GPU - Numba - 1048576 - Equation of Statepyhpc: GPU - Numba - 1048576 - Isoneutral Mixingpyhpc: GPU - Numba - 4194304 - Equation of Statepyhpc: GPU - Numba - 4194304 - Isoneutral Mixingpyhpc: GPU - Numpy - 1048576 - Equation of Statepyhpc: GPU - Numpy - 1048576 - Isoneutral Mixingpyhpc: GPU - Numpy - 4194304 - Equation of Statepyhpc: GPU - Numpy - 4194304 - Isoneutral Mixingpyhpc: GPU - PyTorch - 16384 - Isoneutral Mixingpyhpc: GPU - PyTorch - 65536 - Isoneutral Mixingpyhpc: GPU - Theano - 262144 - Equation of Statepyhpc: GPU - Theano - 262144 - Isoneutral Mixingpyhpc: CPU - Bohrium - 262144 - Equation of Statepyhpc: CPU - Bohrium - 262144 - Isoneutral Mixingpyhpc: CPU - PyTorch - 262144 - Equation of Statepyhpc: CPU - PyTorch - 262144 - Isoneutral Mixingpyhpc: CPU - Theano - 1048576 - Equation of Statepyhpc: CPU - Theano - 1048576 - Isoneutral Mixingpyhpc: CPU - Theano - 4194304 - Equation of Statepyhpc: CPU - Theano - 4194304 - Isoneutral Mixingpyhpc: GPU - Bohrium - 262144 - Equation of Statepyhpc: GPU - Bohrium - 262144 - Isoneutral Mixingpyhpc: GPU - PyTorch - 262144 - Equation of Statepyhpc: GPU - PyTorch - 262144 - Isoneutral Mixingpyhpc: GPU - Theano - 1048576 - Equation of Statepyhpc: GPU - Theano - 1048576 - Isoneutral Mixingpyhpc: GPU - Theano - 4194304 - Equation of Statepyhpc: GPU - Theano - 4194304 - Isoneutral Mixingpyhpc: CPU - Bohrium - 1048576 - Equation of Statepyhpc: CPU - Bohrium - 1048576 - Isoneutral Mixingpyhpc: CPU - Bohrium - 4194304 - Equation of Statepyhpc: CPU - Bohrium - 4194304 - Isoneutral Mixingpyhpc: CPU - PyTorch - 1048576 - Equation of Statepyhpc: CPU - PyTorch - 1048576 - Isoneutral Mixingpyhpc: CPU - PyTorch - 4194304 - Equation of Statepyhpc: CPU - PyTorch - 4194304 - Isoneutral Mixingpyhpc: GPU - Bohrium - 1048576 - Equation of Statepyhpc: GPU - Bohrium - 1048576 - Isoneutral Mixingpyhpc: GPU - Bohrium - 4194304 - Equation of Statepyhpc: GPU - Bohrium - 4194304 - Isoneutral Mixingpyhpc: GPU - PyTorch - 1048576 - Equation of Statepyhpc: GPU - PyTorch - 1048576 - Isoneutral Mixingpyhpc: GPU - PyTorch - 4194304 - Equation of Statepyhpc: GPU - PyTorch - 4194304 - Isoneutral Mixingpyhpc: CPU - TensorFlow - 16384 - Equation of Statepyhpc: CPU - TensorFlow - 65536 - Equation of Statepyhpc: CPU - TensorFlow - 262144 - Equation of Statepyhpc: CPU - TensorFlow - 1048576 - Equation of Statepyhpc: CPU - TensorFlow - 4194304 - Equation of Statepyhpc: GPU - TensorFlow - 4194304 - Isoneutral MixingABC0.0030.0130.0010.0390.010.1740.0350.8280.0010.0040.0040.0170.0030.0070.0160.030.0010.0040.0030.0170.0030.0070.0160.030.0130.0660.0630.1220.0010.0050.0050.0210.0130.0670.0630.1240.0010.0050.0050.0210.0250.0370.0290.0530.0520.3010.2081.2430.2780.5631.4062.4520.0040.0010.0170.0180.0830.0260.0340.0250.0360.0520.30.2111.2420.2790.5691.4112.4550.0020.0030.0180.0840.0390.1120.0050.0730.0730.4130.2921.6660.0270.0440.0020.0090.0750.3980.2981.6710.0840.3710.261.4050.0210.3730.0831.6870.0330.090.0590.3030.0060.0340.0220.0990.0010.0020.0060.0280.1250.0030.0130.0010.040.010.1740.0350.8270.0010.0040.0030.0170.0030.0070.0160.030.0010.0040.0030.0170.0030.0070.0160.030.0130.0660.0630.1230.0010.0050.0050.0210.0130.0660.0640.1240.0010.0050.0050.0210.0260.0370.0280.0520.0520.3010.2081.2430.280.5681.4112.4580.0050.0010.0170.0180.0840.0250.0340.0250.0350.0520.3010.2081.2460.2780.5641.412.4580.0020.0030.0180.0840.0390.1120.0040.0710.0730.3960.2921.6680.0260.0430.0020.0090.0750.3980.2951.6850.0850.370.2611.4020.020.3740.0831.690.0350.0910.0580.3040.0060.0340.0220.0990.0010.0020.0060.0280.1260.0030.0130.0010.040.010.1740.0350.8270.0010.0040.0040.0170.0030.0070.0160.030.0010.0040.0030.0170.0030.0070.0160.030.0130.0670.0640.1230.0010.0050.0050.0210.0130.0670.0640.1230.0010.0050.0050.0220.0260.0370.0290.0530.0520.3010.2071.2420.2780.5681.4082.4540.0050.0010.0180.0180.0840.0250.0330.0250.0350.0530.3020.2071.2460.2810.5691.4272.4480.0020.0030.0180.0840.0390.1130.0050.0720.0740.4010.2881.6840.0270.0430.0020.0090.0750.3970.2971.6750.0850.3740.261.4040.0210.3790.0831.6750.0340.090.0580.3040.0060.0340.0230.0990.0010.0020.0060.0280.125OpenBenchmarking.org

PyHPC Benchmarks

Device: CPU - Backend: JAX - Project Size: 16384 - Benchmark: Equation of State

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OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: JAX - Project Size: 16384 - Benchmark: Isoneutral MixingABC0.00070.00140.00210.00280.00350.0030.0030.003

Device: CPU - Backend: JAX - Project Size: 65536 - Benchmark: Equation of State

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OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: JAX - Project Size: 65536 - Benchmark: Isoneutral MixingABC0.00290.00580.00870.01160.01450.0130.0130.013

Device: GPU - Backend: JAX - Project Size: 16384 - Benchmark: Equation of State

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Device: GPU - Backend: JAX - Project Size: 16384 - Benchmark: Isoneutral Mixing

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Device: GPU - Backend: JAX - Project Size: 65536 - Benchmark: Equation of State

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Device: GPU - Backend: JAX - Project Size: 65536 - Benchmark: Isoneutral Mixing

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OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: JAX - Project Size: 262144 - Benchmark: Equation of StateABC0.00020.00040.00060.00080.0010.0010.0010.001

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: JAX - Project Size: 262144 - Benchmark: Isoneutral MixingABC0.0090.0180.0270.0360.0450.0390.0400.040

Device: GPU - Backend: JAX - Project Size: 262144 - Benchmark: Equation of State

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Device: GPU - Backend: JAX - Project Size: 262144 - Benchmark: Isoneutral Mixing

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OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: JAX - Project Size: 1048576 - Benchmark: Equation of StateABC0.00230.00460.00690.00920.01150.010.010.01

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: JAX - Project Size: 1048576 - Benchmark: Isoneutral MixingABC0.03920.07840.11760.15680.1960.1740.1740.174

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: JAX - Project Size: 4194304 - Benchmark: Equation of StateABC0.00790.01580.02370.03160.03950.0350.0350.035

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: JAX - Project Size: 4194304 - Benchmark: Isoneutral MixingABC0.18630.37260.55890.74520.93150.8280.8270.827

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numba - Project Size: 16384 - Benchmark: Equation of StateABC0.00020.00040.00060.00080.0010.0010.0010.001

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numba - Project Size: 16384 - Benchmark: Isoneutral MixingABC0.00090.00180.00270.00360.00450.0040.0040.004

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numba - Project Size: 65536 - Benchmark: Equation of StateABC0.00090.00180.00270.00360.00450.0040.0030.004

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numba - Project Size: 65536 - Benchmark: Isoneutral MixingABC0.00380.00760.01140.01520.0190.0170.0170.017

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numpy - Project Size: 16384 - Benchmark: Equation of StateABC0.00070.00140.00210.00280.00350.0030.0030.003

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numpy - Project Size: 16384 - Benchmark: Isoneutral MixingABC0.00160.00320.00480.00640.0080.0070.0070.007

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numpy - Project Size: 65536 - Benchmark: Equation of StateABC0.00360.00720.01080.01440.0180.0160.0160.016

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numpy - Project Size: 65536 - Benchmark: Isoneutral MixingABC0.00680.01360.02040.02720.0340.030.030.03

Device: GPU - Backend: JAX - Project Size: 1048576 - Benchmark: Equation of State

A: Test failed to run.

B: Test failed to run.

C: Test failed to run.

Device: GPU - Backend: JAX - Project Size: 1048576 - Benchmark: Isoneutral Mixing

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B: Test failed to run.

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Device: GPU - Backend: JAX - Project Size: 4194304 - Benchmark: Equation of State

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Device: GPU - Backend: JAX - Project Size: 4194304 - Benchmark: Isoneutral Mixing

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OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: GPU - Backend: Numba - Project Size: 16384 - Benchmark: Equation of StateABC0.00020.00040.00060.00080.0010.0010.0010.001

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: GPU - Backend: Numba - Project Size: 16384 - Benchmark: Isoneutral MixingABC0.00090.00180.00270.00360.00450.0040.0040.004

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: GPU - Backend: Numba - Project Size: 65536 - Benchmark: Equation of StateABC0.00070.00140.00210.00280.00350.0030.0030.003

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: GPU - Backend: Numba - Project Size: 65536 - Benchmark: Isoneutral MixingABC0.00380.00760.01140.01520.0190.0170.0170.017

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: GPU - Backend: Numpy - Project Size: 16384 - Benchmark: Equation of StateABC0.00070.00140.00210.00280.00350.0030.0030.003

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: GPU - Backend: Numpy - Project Size: 16384 - Benchmark: Isoneutral MixingABC0.00160.00320.00480.00640.0080.0070.0070.007

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: GPU - Backend: Numpy - Project Size: 65536 - Benchmark: Equation of StateABC0.00360.00720.01080.01440.0180.0160.0160.016

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: GPU - Backend: Numpy - Project Size: 65536 - Benchmark: Isoneutral MixingABC0.00680.01360.02040.02720.0340.030.030.03

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numba - Project Size: 262144 - Benchmark: Equation of StateABC0.00290.00580.00870.01160.01450.0130.0130.013

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numba - Project Size: 262144 - Benchmark: Isoneutral MixingABC0.01510.03020.04530.06040.07550.0660.0660.067

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numpy - Project Size: 262144 - Benchmark: Equation of StateABC0.01440.02880.04320.05760.0720.0630.0630.064

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numpy - Project Size: 262144 - Benchmark: Isoneutral MixingABC0.02770.05540.08310.11080.13850.1220.1230.123

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Theano - Project Size: 16384 - Benchmark: Equation of StateABC0.00020.00040.00060.00080.0010.0010.0010.001

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Theano - Project Size: 16384 - Benchmark: Isoneutral MixingABC0.00110.00220.00330.00440.00550.0050.0050.005

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Theano - Project Size: 65536 - Benchmark: Equation of StateABC0.00110.00220.00330.00440.00550.0050.0050.005

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Theano - Project Size: 65536 - Benchmark: Isoneutral MixingABC0.00470.00940.01410.01880.02350.0210.0210.021

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: GPU - Backend: Numba - Project Size: 262144 - Benchmark: Equation of StateABC0.00290.00580.00870.01160.01450.0130.0130.013

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: GPU - Backend: Numba - Project Size: 262144 - Benchmark: Isoneutral MixingABC0.01510.03020.04530.06040.07550.0670.0660.067

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: GPU - Backend: Numpy - Project Size: 262144 - Benchmark: Equation of StateABC0.01440.02880.04320.05760.0720.0630.0640.064

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: GPU - Backend: Numpy - Project Size: 262144 - Benchmark: Isoneutral MixingABC0.02790.05580.08370.11160.13950.1240.1240.123

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: GPU - Backend: Theano - Project Size: 16384 - Benchmark: Equation of StateABC0.00020.00040.00060.00080.0010.0010.0010.001

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: GPU - Backend: Theano - Project Size: 16384 - Benchmark: Isoneutral MixingABC0.00110.00220.00330.00440.00550.0050.0050.005

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: GPU - Backend: Theano - Project Size: 65536 - Benchmark: Equation of StateABC0.00110.00220.00330.00440.00550.0050.0050.005

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: GPU - Backend: Theano - Project Size: 65536 - Benchmark: Isoneutral MixingABC0.0050.010.0150.020.0250.0210.0210.022

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Bohrium - Project Size: 16384 - Benchmark: Equation of StateABC0.00590.01180.01770.02360.02950.0250.0260.026

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Bohrium - Project Size: 16384 - Benchmark: Isoneutral MixingABC0.00830.01660.02490.03320.04150.0370.0370.037

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Bohrium - Project Size: 65536 - Benchmark: Equation of StateABC0.00650.0130.01950.0260.03250.0290.0280.029

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Bohrium - Project Size: 65536 - Benchmark: Isoneutral MixingABC0.01190.02380.03570.04760.05950.0530.0520.053

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numba - Project Size: 1048576 - Benchmark: Equation of StateABC0.01170.02340.03510.04680.05850.0520.0520.052

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numba - Project Size: 1048576 - Benchmark: Isoneutral MixingABC0.06770.13540.20310.27080.33850.3010.3010.301

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numba - Project Size: 4194304 - Benchmark: Equation of StateABC0.04680.09360.14040.18720.2340.2080.2080.207

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numba - Project Size: 4194304 - Benchmark: Isoneutral MixingABC0.27970.55940.83911.11881.39851.2431.2431.242

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numpy - Project Size: 1048576 - Benchmark: Equation of StateABC0.0630.1260.1890.2520.3150.2780.2800.278

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numpy - Project Size: 1048576 - Benchmark: Isoneutral MixingABC0.12780.25560.38340.51120.6390.5630.5680.568

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numpy - Project Size: 4194304 - Benchmark: Equation of StateABC0.31750.6350.95251.271.58751.4061.4111.408

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numpy - Project Size: 4194304 - Benchmark: Isoneutral MixingABC0.55311.10621.65932.21242.76552.4522.4582.454

Device: CPU - Backend: PyTorch - Project Size: 16384 - Benchmark: Equation of State

A: Test failed to run.

B: Test failed to run.

C: Test failed to run.

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: PyTorch - Project Size: 16384 - Benchmark: Isoneutral MixingABC0.00110.00220.00330.00440.00550.0040.0050.005

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: PyTorch - Project Size: 65536 - Benchmark: Equation of StateABC0.00020.00040.00060.00080.0010.0010.0010.001

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: PyTorch - Project Size: 65536 - Benchmark: Isoneutral MixingABC0.00410.00820.01230.01640.02050.0170.0170.018

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Theano - Project Size: 262144 - Benchmark: Equation of StateABC0.00410.00820.01230.01640.02050.0180.0180.018

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Theano - Project Size: 262144 - Benchmark: Isoneutral MixingABC0.01890.03780.05670.07560.09450.0830.0840.084

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: GPU - Backend: Bohrium - Project Size: 16384 - Benchmark: Equation of StateABC0.00590.01180.01770.02360.02950.0260.0250.025

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: GPU - Backend: Bohrium - Project Size: 16384 - Benchmark: Isoneutral MixingABC0.00770.01540.02310.03080.03850.0340.0340.033

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: GPU - Backend: Bohrium - Project Size: 65536 - Benchmark: Equation of StateABC0.00560.01120.01680.02240.0280.0250.0250.025

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: GPU - Backend: Bohrium - Project Size: 65536 - Benchmark: Isoneutral MixingABC0.00810.01620.02430.03240.04050.0360.0350.035

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: GPU - Backend: Numba - Project Size: 1048576 - Benchmark: Equation of StateABC0.01190.02380.03570.04760.05950.0520.0520.053

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: GPU - Backend: Numba - Project Size: 1048576 - Benchmark: Isoneutral MixingABC0.0680.1360.2040.2720.340.3000.3010.302

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: GPU - Backend: Numba - Project Size: 4194304 - Benchmark: Equation of StateABC0.04750.0950.14250.190.23750.2110.2080.207

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: GPU - Backend: Numba - Project Size: 4194304 - Benchmark: Isoneutral MixingABC0.28040.56080.84121.12161.4021.2421.2461.246

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: GPU - Backend: Numpy - Project Size: 1048576 - Benchmark: Equation of StateABC0.06320.12640.18960.25280.3160.2790.2780.281

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: GPU - Backend: Numpy - Project Size: 1048576 - Benchmark: Isoneutral MixingABC0.1280.2560.3840.5120.640.5690.5640.569

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: GPU - Backend: Numpy - Project Size: 4194304 - Benchmark: Equation of StateABC0.32110.64220.96331.28441.60551.4111.4101.427

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: GPU - Backend: Numpy - Project Size: 4194304 - Benchmark: Isoneutral MixingABC0.55311.10621.65932.21242.76552.4552.4582.448

Device: GPU - Backend: PyTorch - Project Size: 16384 - Benchmark: Equation of State

A: Test failed to run.

B: Test failed to run.

C: Test failed to run.

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: GPU - Backend: PyTorch - Project Size: 16384 - Benchmark: Isoneutral MixingABC0.00050.0010.00150.0020.00250.0020.0020.002

Device: GPU - Backend: PyTorch - Project Size: 65536 - Benchmark: Equation of State

A: Test failed to run.

B: Test failed to run.

C: Test failed to run.

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: GPU - Backend: PyTorch - Project Size: 65536 - Benchmark: Isoneutral MixingABC0.00070.00140.00210.00280.00350.0030.0030.003

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: GPU - Backend: Theano - Project Size: 262144 - Benchmark: Equation of StateABC0.00410.00820.01230.01640.02050.0180.0180.018

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: GPU - Backend: Theano - Project Size: 262144 - Benchmark: Isoneutral MixingABC0.01890.03780.05670.07560.09450.0840.0840.084

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Bohrium - Project Size: 262144 - Benchmark: Equation of StateABC0.00880.01760.02640.03520.0440.0390.0390.039

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Bohrium - Project Size: 262144 - Benchmark: Isoneutral MixingABC0.02540.05080.07620.10160.1270.1120.1120.113

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: PyTorch - Project Size: 262144 - Benchmark: Equation of StateABC0.00110.00220.00330.00440.00550.0050.0040.005

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: PyTorch - Project Size: 262144 - Benchmark: Isoneutral MixingABC0.01640.03280.04920.06560.0820.0730.0710.072

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Theano - Project Size: 1048576 - Benchmark: Equation of StateABC0.01670.03340.05010.06680.08350.0730.0730.074

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Theano - Project Size: 1048576 - Benchmark: Isoneutral MixingABC0.09290.18580.27870.37160.46450.4130.3960.401

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Theano - Project Size: 4194304 - Benchmark: Equation of StateABC0.06570.13140.19710.26280.32850.2920.2920.288

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Theano - Project Size: 4194304 - Benchmark: Isoneutral MixingABC0.37890.75781.13671.51561.89451.6661.6681.684

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: GPU - Backend: Bohrium - Project Size: 262144 - Benchmark: Equation of StateABC0.00610.01220.01830.02440.03050.0270.0260.027

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: GPU - Backend: Bohrium - Project Size: 262144 - Benchmark: Isoneutral MixingABC0.00990.01980.02970.03960.04950.0440.0430.043

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: GPU - Backend: PyTorch - Project Size: 262144 - Benchmark: Equation of StateABC0.00050.0010.00150.0020.00250.0020.0020.002

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: GPU - Backend: PyTorch - Project Size: 262144 - Benchmark: Isoneutral MixingABC0.0020.0040.0060.0080.010.0090.0090.009

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: GPU - Backend: Theano - Project Size: 1048576 - Benchmark: Equation of StateABC0.01690.03380.05070.06760.08450.0750.0750.075

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: GPU - Backend: Theano - Project Size: 1048576 - Benchmark: Isoneutral MixingABC0.08960.17920.26880.35840.4480.3980.3980.397

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: GPU - Backend: Theano - Project Size: 4194304 - Benchmark: Equation of StateABC0.06710.13420.20130.26840.33550.2980.2950.297

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: GPU - Backend: Theano - Project Size: 4194304 - Benchmark: Isoneutral MixingABC0.37910.75821.13731.51641.89551.6711.6851.675

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Bohrium - Project Size: 1048576 - Benchmark: Equation of StateABC0.01910.03820.05730.07640.09550.0840.0850.085

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Bohrium - Project Size: 1048576 - Benchmark: Isoneutral MixingABC0.08420.16840.25260.33680.4210.3710.3700.374

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Bohrium - Project Size: 4194304 - Benchmark: Equation of StateABC0.05870.11740.17610.23480.29350.2600.2610.260

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Bohrium - Project Size: 4194304 - Benchmark: Isoneutral MixingABC0.31610.63220.94831.26441.58051.4051.4021.404

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: PyTorch - Project Size: 1048576 - Benchmark: Equation of StateABC0.00470.00940.01410.01880.02350.0210.0200.021

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: PyTorch - Project Size: 1048576 - Benchmark: Isoneutral MixingABC0.08530.17060.25590.34120.42650.3730.3740.379

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: PyTorch - Project Size: 4194304 - Benchmark: Equation of StateABC0.01870.03740.05610.07480.09350.0830.0830.083

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: PyTorch - Project Size: 4194304 - Benchmark: Isoneutral MixingABC0.38030.76061.14091.52121.90151.6871.6901.675

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: GPU - Backend: Bohrium - Project Size: 1048576 - Benchmark: Equation of StateABC0.00790.01580.02370.03160.03950.0330.0350.034

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: GPU - Backend: Bohrium - Project Size: 1048576 - Benchmark: Isoneutral MixingABC0.02050.0410.06150.0820.10250.0900.0910.090

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: GPU - Backend: Bohrium - Project Size: 4194304 - Benchmark: Equation of StateABC0.01330.02660.03990.05320.06650.0590.0580.058

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: GPU - Backend: Bohrium - Project Size: 4194304 - Benchmark: Isoneutral MixingABC0.06840.13680.20520.27360.3420.3030.3040.304

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: GPU - Backend: PyTorch - Project Size: 1048576 - Benchmark: Equation of StateABC0.00140.00280.00420.00560.0070.0060.0060.006

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: GPU - Backend: PyTorch - Project Size: 1048576 - Benchmark: Isoneutral MixingABC0.00770.01540.02310.03080.03850.0340.0340.034

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: GPU - Backend: PyTorch - Project Size: 4194304 - Benchmark: Equation of StateABC0.00520.01040.01560.02080.0260.0220.0220.023

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: GPU - Backend: PyTorch - Project Size: 4194304 - Benchmark: Isoneutral MixingABC0.02230.04460.06690.08920.11150.0990.0990.099

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: TensorFlow - Project Size: 16384 - Benchmark: Equation of StateABC0.00020.00040.00060.00080.0010.0010.0010.001

Device: CPU - Backend: TensorFlow - Project Size: 16384 - Benchmark: Isoneutral Mixing

A: Test failed to run.

B: Test failed to run.

C: Test failed to run.

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: TensorFlow - Project Size: 65536 - Benchmark: Equation of StateABC0.00050.0010.00150.0020.00250.0020.0020.002

Device: CPU - Backend: TensorFlow - Project Size: 65536 - Benchmark: Isoneutral Mixing

A: Test failed to run.

B: Test failed to run.

C: Test failed to run.

Device: GPU - Backend: TensorFlow - Project Size: 16384 - Benchmark: Equation of State

A: Test failed to run.

B: Test failed to run.

C: Test failed to run.

Device: GPU - Backend: TensorFlow - Project Size: 16384 - Benchmark: Isoneutral Mixing

A: Test failed to run.

B: Test failed to run.

C: Test failed to run.

Device: GPU - Backend: TensorFlow - Project Size: 65536 - Benchmark: Equation of State

A: Test failed to run.

B: Test failed to run.

C: Test failed to run.

Device: GPU - Backend: TensorFlow - Project Size: 65536 - Benchmark: Isoneutral Mixing

A: Test failed to run.

B: Test failed to run.

C: Test failed to run.

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: TensorFlow - Project Size: 262144 - Benchmark: Equation of StateABC0.00140.00280.00420.00560.0070.0060.0060.006

Device: CPU - Backend: TensorFlow - Project Size: 262144 - Benchmark: Isoneutral Mixing

A: Test failed to run.

B: Test failed to run.

C: Test failed to run.

Device: GPU - Backend: TensorFlow - Project Size: 262144 - Benchmark: Equation of State

A: Test failed to run.

B: Test failed to run.

C: Test failed to run.

Device: GPU - Backend: TensorFlow - Project Size: 262144 - Benchmark: Isoneutral Mixing

A: Test failed to run.

B: Test failed to run.

C: Test failed to run.

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: TensorFlow - Project Size: 1048576 - Benchmark: Equation of StateABC0.00630.01260.01890.02520.03150.0280.0280.028

Device: CPU - Backend: TensorFlow - Project Size: 1048576 - Benchmark: Isoneutral Mixing

A: Test failed to run.

B: Test failed to run.

C: Test failed to run.

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: TensorFlow - Project Size: 4194304 - Benchmark: Equation of StateABC0.02840.05680.08520.11360.1420.1250.1260.125

Device: CPU - Backend: TensorFlow - Project Size: 4194304 - Benchmark: Isoneutral Mixing

A: Test failed to run.

B: Test failed to run.

C: Test failed to run.

Device: GPU - Backend: TensorFlow - Project Size: 1048576 - Benchmark: Equation of State

A: Test failed to run.

B: Test failed to run.

C: Test failed to run.

Device: GPU - Backend: TensorFlow - Project Size: 1048576 - Benchmark: Isoneutral Mixing

A: Test failed to run.

B: Test failed to run.

C: Test failed to run.

Device: GPU - Backend: TensorFlow - Project Size: 4194304 - Benchmark: Equation of State

A: Test failed to run.

B: Test failed to run.

C: Test failed to run.

Device: GPU - Backend: TensorFlow - Project Size: 4194304 - Benchmark: Isoneutral Mixing

A: Test failed to run.

B: Test failed to run.

C: Test failed to run.