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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October 22 2021
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October 22 2021
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October 22 2021
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pyhpc xeon compulab nvidia gpuOpenBenchmarking.orgPhoronix Test SuiteIntel 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 Suite100%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 MixingCBA0.00070.00140.00210.00280.00350.0030.0030.003

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 MixingCBA0.00290.00580.00870.01160.01450.0130.0130.013

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 StateCBA0.00020.00040.00060.00080.0010.0010.0010.001

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: JAX - Project Size: 262144 - Benchmark: Isoneutral MixingCBA0.0090.0180.0270.0360.0450.0400.0400.039

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

A: Test failed to run.

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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 StateCBA0.00230.00460.00690.00920.01150.010.010.01

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: JAX - Project Size: 1048576 - Benchmark: Isoneutral MixingCBA0.03920.07840.11760.15680.1960.1740.1740.174

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: JAX - Project Size: 4194304 - Benchmark: Equation of StateCBA0.00790.01580.02370.03160.03950.0350.0350.035

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: JAX - Project Size: 4194304 - Benchmark: Isoneutral MixingACB0.18630.37260.55890.74520.93150.8280.8270.827

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numba - Project Size: 16384 - Benchmark: Equation of StateCBA0.00020.00040.00060.00080.0010.0010.0010.001

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numba - Project Size: 16384 - Benchmark: Isoneutral MixingCBA0.00090.00180.00270.00360.00450.0040.0040.004

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numba - Project Size: 65536 - Benchmark: Equation of StateCAB0.00090.00180.00270.00360.00450.0040.0040.003

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numba - Project Size: 65536 - Benchmark: Isoneutral MixingCBA0.00380.00760.01140.01520.0190.0170.0170.017

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numpy - Project Size: 16384 - Benchmark: Equation of StateCBA0.00070.00140.00210.00280.00350.0030.0030.003

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numpy - Project Size: 16384 - Benchmark: Isoneutral MixingCBA0.00160.00320.00480.00640.0080.0070.0070.007

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numpy - Project Size: 65536 - Benchmark: Equation of StateCBA0.00360.00720.01080.01440.0180.0160.0160.016

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numpy - Project Size: 65536 - Benchmark: Isoneutral MixingCBA0.00680.01360.02040.02720.0340.030.030.03

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

A: Test failed to run.

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C: Test failed to run.

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

A: Test failed to run.

B: Test failed to run.

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

A: Test failed to run.

B: Test failed to run.

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Device: GPU - Backend: JAX - Project Size: 4194304 - 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: GPU - Backend: Numba - Project Size: 16384 - Benchmark: Equation of StateCBA0.00020.00040.00060.00080.0010.0010.0010.001

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: GPU - Backend: Numba - Project Size: 16384 - Benchmark: Isoneutral MixingCBA0.00090.00180.00270.00360.00450.0040.0040.004

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: GPU - Backend: Numba - Project Size: 65536 - Benchmark: Equation of StateCBA0.00070.00140.00210.00280.00350.0030.0030.003

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: GPU - Backend: Numba - Project Size: 65536 - Benchmark: Isoneutral MixingCBA0.00380.00760.01140.01520.0190.0170.0170.017

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: GPU - Backend: Numpy - Project Size: 16384 - Benchmark: Equation of StateCBA0.00070.00140.00210.00280.00350.0030.0030.003

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: GPU - Backend: Numpy - Project Size: 16384 - Benchmark: Isoneutral MixingCBA0.00160.00320.00480.00640.0080.0070.0070.007

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: GPU - Backend: Numpy - Project Size: 65536 - Benchmark: Equation of StateCBA0.00360.00720.01080.01440.0180.0160.0160.016

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: GPU - Backend: Numpy - Project Size: 65536 - Benchmark: Isoneutral MixingCBA0.00680.01360.02040.02720.0340.030.030.03

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numba - Project Size: 262144 - Benchmark: Equation of StateCBA0.00290.00580.00870.01160.01450.0130.0130.013

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numba - Project Size: 262144 - Benchmark: Isoneutral MixingCBA0.01510.03020.04530.06040.07550.0670.0660.066

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numpy - Project Size: 262144 - Benchmark: Equation of StateCBA0.01440.02880.04320.05760.0720.0640.0630.063

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numpy - Project Size: 262144 - Benchmark: Isoneutral MixingCBA0.02770.05540.08310.11080.13850.1230.1230.122

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Theano - Project Size: 16384 - Benchmark: Equation of StateCBA0.00020.00040.00060.00080.0010.0010.0010.001

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Theano - Project Size: 16384 - Benchmark: Isoneutral MixingCBA0.00110.00220.00330.00440.00550.0050.0050.005

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Theano - Project Size: 65536 - Benchmark: Equation of StateCBA0.00110.00220.00330.00440.00550.0050.0050.005

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Theano - Project Size: 65536 - Benchmark: Isoneutral MixingCBA0.00470.00940.01410.01880.02350.0210.0210.021

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: GPU - Backend: Numba - Project Size: 262144 - Benchmark: Equation of StateCBA0.00290.00580.00870.01160.01450.0130.0130.013

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: GPU - Backend: Numba - Project Size: 262144 - Benchmark: Isoneutral MixingCAB0.01510.03020.04530.06040.07550.0670.0670.066

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: GPU - Backend: Numpy - Project Size: 262144 - Benchmark: Equation of StateCBA0.01440.02880.04320.05760.0720.0640.0640.063

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: GPU - Backend: Numpy - Project Size: 262144 - Benchmark: Isoneutral MixingBAC0.02790.05580.08370.11160.13950.1240.1240.123

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: GPU - Backend: Theano - Project Size: 16384 - Benchmark: Equation of StateCBA0.00020.00040.00060.00080.0010.0010.0010.001

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: GPU - Backend: Theano - Project Size: 16384 - Benchmark: Isoneutral MixingCBA0.00110.00220.00330.00440.00550.0050.0050.005

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: GPU - Backend: Theano - Project Size: 65536 - Benchmark: Equation of StateCBA0.00110.00220.00330.00440.00550.0050.0050.005

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: GPU - Backend: Theano - Project Size: 65536 - Benchmark: Isoneutral MixingCBA0.0050.010.0150.020.0250.0220.0210.021

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Bohrium - Project Size: 16384 - Benchmark: Equation of StateCBA0.00590.01180.01770.02360.02950.0260.0260.025

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Bohrium - Project Size: 16384 - Benchmark: Isoneutral MixingCBA0.00830.01660.02490.03320.04150.0370.0370.037

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Bohrium - Project Size: 65536 - Benchmark: Equation of StateCAB0.00650.0130.01950.0260.03250.0290.0290.028

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Bohrium - Project Size: 65536 - Benchmark: Isoneutral MixingCAB0.01190.02380.03570.04760.05950.0530.0530.052

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numba - Project Size: 1048576 - Benchmark: Equation of StateCBA0.01170.02340.03510.04680.05850.0520.0520.052

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numba - Project Size: 1048576 - Benchmark: Isoneutral MixingCBA0.06770.13540.20310.27080.33850.3010.3010.301

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numba - Project Size: 4194304 - Benchmark: Equation of StateBAC0.04680.09360.14040.18720.2340.2080.2080.207

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numba - Project Size: 4194304 - Benchmark: Isoneutral MixingBAC0.27970.55940.83911.11881.39851.2431.2431.242

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numpy - Project Size: 1048576 - Benchmark: Equation of StateBCA0.0630.1260.1890.2520.3150.2800.2780.278

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numpy - Project Size: 1048576 - Benchmark: Isoneutral MixingCBA0.12780.25560.38340.51120.6390.5680.5680.563

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numpy - Project Size: 4194304 - Benchmark: Equation of StateBCA0.31750.6350.95251.271.58751.4111.4081.406

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numpy - Project Size: 4194304 - Benchmark: Isoneutral MixingBCA0.55311.10621.65932.21242.76552.4582.4542.452

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 MixingCBA0.00110.00220.00330.00440.00550.0050.0050.004

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: PyTorch - Project Size: 65536 - Benchmark: Equation of StateCBA0.00020.00040.00060.00080.0010.0010.0010.001

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: PyTorch - Project Size: 65536 - Benchmark: Isoneutral MixingCBA0.00410.00820.01230.01640.02050.0180.0170.017

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Theano - Project Size: 262144 - Benchmark: Equation of StateCBA0.00410.00820.01230.01640.02050.0180.0180.018

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Theano - Project Size: 262144 - Benchmark: Isoneutral MixingCBA0.01890.03780.05670.07560.09450.0840.0840.083

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: GPU - Backend: Bohrium - Project Size: 16384 - Benchmark: Equation of StateACB0.00590.01180.01770.02360.02950.0260.0250.025

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: GPU - Backend: Bohrium - Project Size: 16384 - Benchmark: Isoneutral MixingBAC0.00770.01540.02310.03080.03850.0340.0340.033

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: GPU - Backend: Bohrium - Project Size: 65536 - Benchmark: Equation of StateCBA0.00560.01120.01680.02240.0280.0250.0250.025

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: GPU - Backend: Bohrium - Project Size: 65536 - Benchmark: Isoneutral MixingACB0.00810.01620.02430.03240.04050.0360.0350.035

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: GPU - Backend: Numba - Project Size: 1048576 - Benchmark: Equation of StateCBA0.01190.02380.03570.04760.05950.0530.0520.052

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: GPU - Backend: Numba - Project Size: 1048576 - Benchmark: Isoneutral MixingCBA0.0680.1360.2040.2720.340.3020.3010.300

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 MixingCBA0.28040.56080.84121.12161.4021.2461.2461.242

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: GPU - Backend: Numpy - Project Size: 1048576 - Benchmark: Equation of StateCAB0.06320.12640.18960.25280.3160.2810.2790.278

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: GPU - Backend: Numpy - Project Size: 1048576 - Benchmark: Isoneutral MixingCAB0.1280.2560.3840.5120.640.5690.5690.564

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: GPU - Backend: Numpy - Project Size: 4194304 - Benchmark: Equation of StateCAB0.32110.64220.96331.28441.60551.4271.4111.410

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: GPU - Backend: Numpy - Project Size: 4194304 - Benchmark: Isoneutral MixingBAC0.55311.10621.65932.21242.76552.4582.4552.448

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 MixingCBA0.00050.0010.00150.0020.00250.0020.0020.002

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 MixingCBA0.00070.00140.00210.00280.00350.0030.0030.003

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: GPU - Backend: Theano - Project Size: 262144 - Benchmark: Equation of StateCBA0.00410.00820.01230.01640.02050.0180.0180.018

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: GPU - Backend: Theano - Project Size: 262144 - Benchmark: Isoneutral MixingCBA0.01890.03780.05670.07560.09450.0840.0840.084

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Bohrium - Project Size: 262144 - Benchmark: Equation of StateCBA0.00880.01760.02640.03520.0440.0390.0390.039

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Bohrium - Project Size: 262144 - Benchmark: Isoneutral MixingCBA0.02540.05080.07620.10160.1270.1130.1120.112

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: PyTorch - Project Size: 262144 - Benchmark: Equation of StateCAB0.00110.00220.00330.00440.00550.0050.0050.004

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: PyTorch - Project Size: 262144 - Benchmark: Isoneutral MixingACB0.01640.03280.04920.06560.0820.0730.0720.071

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Theano - Project Size: 1048576 - Benchmark: Equation of StateCBA0.01670.03340.05010.06680.08350.0740.0730.073

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Theano - Project Size: 1048576 - Benchmark: Isoneutral MixingACB0.09290.18580.27870.37160.46450.4130.4010.396

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Theano - Project Size: 4194304 - Benchmark: Equation of StateBAC0.06570.13140.19710.26280.32850.2920.2920.288

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Theano - Project Size: 4194304 - Benchmark: Isoneutral MixingCBA0.37890.75781.13671.51561.89451.6841.6681.666

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: GPU - Backend: Bohrium - Project Size: 262144 - Benchmark: Equation of StateCAB0.00610.01220.01830.02440.03050.0270.0270.026

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: GPU - Backend: Bohrium - Project Size: 262144 - Benchmark: Isoneutral MixingACB0.00990.01980.02970.03960.04950.0440.0430.043

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: GPU - Backend: PyTorch - Project Size: 262144 - Benchmark: Equation of StateCBA0.00050.0010.00150.0020.00250.0020.0020.002

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: GPU - Backend: PyTorch - Project Size: 262144 - Benchmark: Isoneutral MixingCBA0.0020.0040.0060.0080.010.0090.0090.009

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: GPU - Backend: Theano - Project Size: 1048576 - Benchmark: Equation of StateCBA0.01690.03380.05070.06760.08450.0750.0750.075

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: GPU - Backend: Theano - Project Size: 1048576 - Benchmark: Isoneutral MixingBAC0.08960.17920.26880.35840.4480.3980.3980.397

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: GPU - Backend: Theano - Project Size: 4194304 - Benchmark: Equation of StateACB0.06710.13420.20130.26840.33550.2980.2970.295

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: GPU - Backend: Theano - Project Size: 4194304 - Benchmark: Isoneutral MixingBCA0.37910.75821.13731.51641.89551.6851.6751.671

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Bohrium - Project Size: 1048576 - Benchmark: Equation of StateCBA0.01910.03820.05730.07640.09550.0850.0850.084

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Bohrium - Project Size: 1048576 - Benchmark: Isoneutral MixingCAB0.08420.16840.25260.33680.4210.3740.3710.370

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Bohrium - Project Size: 4194304 - Benchmark: Equation of StateBCA0.05870.11740.17610.23480.29350.2610.2600.260

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Bohrium - Project Size: 4194304 - Benchmark: Isoneutral MixingACB0.31610.63220.94831.26441.58051.4051.4041.402

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: PyTorch - Project Size: 1048576 - Benchmark: Equation of StateCAB0.00470.00940.01410.01880.02350.0210.0210.020

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: PyTorch - Project Size: 1048576 - Benchmark: Isoneutral MixingCBA0.08530.17060.25590.34120.42650.3790.3740.373

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: PyTorch - Project Size: 4194304 - Benchmark: Equation of StateCBA0.01870.03740.05610.07480.09350.0830.0830.083

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: PyTorch - Project Size: 4194304 - Benchmark: Isoneutral MixingBAC0.38030.76061.14091.52121.90151.6901.6871.675

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: GPU - Backend: Bohrium - Project Size: 1048576 - Benchmark: Equation of StateBCA0.00790.01580.02370.03160.03950.0350.0340.033

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: GPU - Backend: Bohrium - Project Size: 1048576 - Benchmark: Isoneutral MixingBCA0.02050.0410.06150.0820.10250.0910.0900.090

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: GPU - Backend: Bohrium - Project Size: 4194304 - Benchmark: Equation of StateACB0.01330.02660.03990.05320.06650.0590.0580.058

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: GPU - Backend: Bohrium - Project Size: 4194304 - Benchmark: Isoneutral MixingCBA0.06840.13680.20520.27360.3420.3040.3040.303

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: GPU - Backend: PyTorch - Project Size: 1048576 - Benchmark: Equation of StateCBA0.00140.00280.00420.00560.0070.0060.0060.006

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: GPU - Backend: PyTorch - Project Size: 1048576 - Benchmark: Isoneutral MixingCBA0.00770.01540.02310.03080.03850.0340.0340.034

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: GPU - Backend: PyTorch - Project Size: 4194304 - Benchmark: Equation of StateCBA0.00520.01040.01560.02080.0260.0230.0220.022

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: GPU - Backend: PyTorch - Project Size: 4194304 - Benchmark: Isoneutral MixingCBA0.02230.04460.06690.08920.11150.0990.0990.099

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: TensorFlow - Project Size: 16384 - Benchmark: Equation of StateCBA0.00020.00040.00060.00080.0010.0010.0010.001

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 StateCBA0.00050.0010.00150.0020.00250.0020.0020.002

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 StateCBA0.00140.00280.00420.00560.0070.0060.0060.006

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 StateCBA0.00630.01260.01890.02520.03150.0280.0280.028

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 StateBCA0.02840.05680.08520.11360.1420.1260.1250.125

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.

110 Results Shown

PyHPC Benchmarks:
  CPU - JAX - 16384 - Isoneutral Mixing
  CPU - JAX - 65536 - Isoneutral Mixing
  CPU - JAX - 262144 - Equation of State
  CPU - JAX - 262144 - Isoneutral Mixing
  CPU - JAX - 1048576 - Equation of State
  CPU - JAX - 1048576 - Isoneutral Mixing
  CPU - JAX - 4194304 - Equation of State
  CPU - JAX - 4194304 - Isoneutral Mixing
  CPU - Numba - 16384 - Equation of State
  CPU - Numba - 16384 - Isoneutral Mixing
  CPU - Numba - 65536 - Equation of State
  CPU - Numba - 65536 - Isoneutral Mixing
  CPU - Numpy - 16384 - Equation of State
  CPU - Numpy - 16384 - Isoneutral Mixing
  CPU - Numpy - 65536 - Equation of State
  CPU - Numpy - 65536 - Isoneutral Mixing
  GPU - Numba - 16384 - Equation of State
  GPU - Numba - 16384 - Isoneutral Mixing
  GPU - Numba - 65536 - Equation of State
  GPU - Numba - 65536 - Isoneutral Mixing
  GPU - Numpy - 16384 - Equation of State
  GPU - Numpy - 16384 - Isoneutral Mixing
  GPU - Numpy - 65536 - Equation of State
  GPU - Numpy - 65536 - Isoneutral Mixing
  CPU - Numba - 262144 - Equation of State
  CPU - Numba - 262144 - Isoneutral Mixing
  CPU - Numpy - 262144 - Equation of State
  CPU - Numpy - 262144 - Isoneutral Mixing
  CPU - Theano - 16384 - Equation of State
  CPU - Theano - 16384 - Isoneutral Mixing
  CPU - Theano - 65536 - Equation of State
  CPU - Theano - 65536 - Isoneutral Mixing
  GPU - Numba - 262144 - Equation of State
  GPU - Numba - 262144 - Isoneutral Mixing
  GPU - Numpy - 262144 - Equation of State
  GPU - Numpy - 262144 - Isoneutral Mixing
  GPU - Theano - 16384 - Equation of State
  GPU - Theano - 16384 - Isoneutral Mixing
  GPU - Theano - 65536 - Equation of State
  GPU - Theano - 65536 - Isoneutral Mixing
  CPU - Bohrium - 16384 - Equation of State
  CPU - Bohrium - 16384 - Isoneutral Mixing
  CPU - Bohrium - 65536 - Equation of State
  CPU - Bohrium - 65536 - Isoneutral Mixing
  CPU - Numba - 1048576 - Equation of State
  CPU - Numba - 1048576 - Isoneutral Mixing
  CPU - Numba - 4194304 - Equation of State
  CPU - Numba - 4194304 - Isoneutral Mixing
  CPU - Numpy - 1048576 - Equation of State
  CPU - Numpy - 1048576 - Isoneutral Mixing
  CPU - Numpy - 4194304 - Equation of State
  CPU - Numpy - 4194304 - Isoneutral Mixing
  CPU - PyTorch - 16384 - Isoneutral Mixing
  CPU - PyTorch - 65536 - Equation of State
  CPU - PyTorch - 65536 - Isoneutral Mixing
  CPU - Theano - 262144 - Equation of State
  CPU - Theano - 262144 - Isoneutral Mixing
  GPU - Bohrium - 16384 - Equation of State
  GPU - Bohrium - 16384 - Isoneutral Mixing
  GPU - Bohrium - 65536 - Equation of State
  GPU - Bohrium - 65536 - Isoneutral Mixing
  GPU - Numba - 1048576 - Equation of State
  GPU - Numba - 1048576 - Isoneutral Mixing
  GPU - Numba - 4194304 - Equation of State
  GPU - Numba - 4194304 - Isoneutral Mixing
  GPU - Numpy - 1048576 - Equation of State
  GPU - Numpy - 1048576 - Isoneutral Mixing
  GPU - Numpy - 4194304 - Equation of State
  GPU - Numpy - 4194304 - Isoneutral Mixing
  GPU - PyTorch - 16384 - Isoneutral Mixing
  GPU - PyTorch - 65536 - Isoneutral Mixing
  GPU - Theano - 262144 - Equation of State
  GPU - Theano - 262144 - Isoneutral Mixing
  CPU - Bohrium - 262144 - Equation of State
  CPU - Bohrium - 262144 - Isoneutral Mixing
  CPU - PyTorch - 262144 - Equation of State
  CPU - PyTorch - 262144 - Isoneutral Mixing
  CPU - Theano - 1048576 - Equation of State
  CPU - Theano - 1048576 - Isoneutral Mixing
  CPU - Theano - 4194304 - Equation of State
  CPU - Theano - 4194304 - Isoneutral Mixing
  GPU - Bohrium - 262144 - Equation of State
  GPU - Bohrium - 262144 - Isoneutral Mixing
  GPU - PyTorch - 262144 - Equation of State
  GPU - PyTorch - 262144 - Isoneutral Mixing
  GPU - Theano - 1048576 - Equation of State
  GPU - Theano - 1048576 - Isoneutral Mixing
  GPU - Theano - 4194304 - Equation of State
  GPU - Theano - 4194304 - Isoneutral Mixing
  CPU - Bohrium - 1048576 - Equation of State
  CPU - Bohrium - 1048576 - Isoneutral Mixing
  CPU - Bohrium - 4194304 - Equation of State
  CPU - Bohrium - 4194304 - Isoneutral Mixing
  CPU - PyTorch - 1048576 - Equation of State
  CPU - PyTorch - 1048576 - Isoneutral Mixing
  CPU - PyTorch - 4194304 - Equation of State
  CPU - PyTorch - 4194304 - Isoneutral Mixing
  GPU - Bohrium - 1048576 - Equation of State
  GPU - Bohrium - 1048576 - Isoneutral Mixing
  GPU - Bohrium - 4194304 - Equation of State
  GPU - Bohrium - 4194304 - Isoneutral Mixing
  GPU - PyTorch - 1048576 - Equation of State
  GPU - PyTorch - 1048576 - Isoneutral Mixing
  GPU - PyTorch - 4194304 - Equation of State
  GPU - PyTorch - 4194304 - Isoneutral Mixing
  CPU - TensorFlow - 16384 - Equation of State
  CPU - TensorFlow - 65536 - Equation of State
  CPU - TensorFlow - 262144 - Equation of State
  CPU - TensorFlow - 1048576 - Equation of State
  CPU - TensorFlow - 4194304 - Equation of State