pyhpc 5500U

AMD Ryzen 5 5500U testing with a LENOVO LNVNB161216 (GLCN22WW BIOS) and AMD Lucienne 2GB on Ubuntu 21.04 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-PTS-PYHPC55099
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October 23 2021
  1 Hour, 52 Minutes
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October 23 2021
  33 Minutes
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pyhpc 5500UProcessorMotherboardChipsetMemoryDiskGraphicsAudioNetworkOSKernelDesktopDisplay ServerOpenGLVulkanCompilerFile-SystemScreen Resolution12AMD Ryzen 5 5500U @ 2.10GHz (6 Cores / 12 Threads)LENOVO LNVNB161216 (GLCN22WW BIOS)AMD Renoir Root Complex6GB256GB SAMSUNG MZALQ256HBJD-00BL2AMD Lucienne 2GB (1800/400MHz)AMD Renoir Radeon HD AudioQualcomm Atheros QCA6174 802.11acUbuntu 21.045.14.0-051400rc5daily20210811-generic (x86_64) 20210810GNOME Shell 3.38.4X Server 1.20.11 + Wayland4.6 Mesa 21.2.0-devel (git-4698755 2021-07-03 hirsute-oibaf-ppa) (LLVM 12.0.0)1.2.182GCC 10.3.0ext41920x1080OpenBenchmarking.orgKernel Details- Transparent Huge Pages: madviseProcessor Details- Scaling Governor: acpi-cpufreq schedutil (Boost: Enabled) - CPU Microcode: 0x8608102Python Details- Python 3.9.5Security Details- itlb_multihit: Not affected + 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 Full AMD retpoline IBPB: conditional IBRS_FW STIBP: conditional RSB filling + srbds: Not affected + tsx_async_abort: Not affected

1 vs. 2 ComparisonPhoronix Test SuiteBaseline+5%+5%+10%+10%+15%+15%10%9.4%8.7%7.3%4%3.5%2.9%2.6%2.6%2.3%2.1%2%CPU - PyTorch - 262144 - Equation of State20%CPU - JAX - 1048576 - Equation of StateCPU - Bohrium - 4194304 - Isoneutral MixingCPU - Numpy - 262144 - Equation of StateCPU - JAX - 4194304 - Equation of StateCPU - Theano - 65536 - Isoneutral MixingCPU - Bohrium - 16384 - Equation of State3.7%CPU - JAX - 65536 - Isoneutral Mixing3.6%CPU - JAX - 4194304 - Isoneutral MixingCPU - Bohrium - 65536 - Equation of State3.2%rotateCPU - Numpy - 262144 - Isoneutral MixingCPU - Bohrium - 16384 - Isoneutral Mixingresize2.3%CPU - Numpy - 65536 - Isoneutral MixingCPU - PyTorch - 4194304 - Equation of Stateauto-levelsPyHPC BenchmarksPyHPC BenchmarksPyHPC BenchmarksPyHPC BenchmarksPyHPC BenchmarksPyHPC BenchmarksPyHPC BenchmarksPyHPC BenchmarksPyHPC BenchmarksPyHPC BenchmarksGIMPPyHPC BenchmarksPyHPC BenchmarksGIMPPyHPC BenchmarksPyHPC BenchmarksGIMP12

pyhpc 5500Ugimp: resizegimp: rotategimp: auto-levelsgimp: unsharp-maskpyhpc: CPU - JAX - 16384 - Isoneutral Mixingpyhpc: CPU - JAX - 65536 - Equation of Statepyhpc: 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: 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: 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: 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: 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: 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: CPU - TensorFlow - 4194304 - Isoneutral Mixing129.57312.87813.45016.4100.0040.0020.0280.0050.1200.0220.2820.0591.0360.0010.0040.0040.0180.0040.0090.0220.0450.0160.0660.1130.1970.0010.0060.0060.0260.0270.0400.0310.0590.0660.3030.2661.2870.4860.8802.1663.4710.0060.0020.0260.0210.1080.0450.1300.0050.1180.0850.4590.3371.9290.1010.4120.3221.6800.0260.5360.0962.2380.0010.0040.0080.0330.1429.79312.52113.18516.2520.0040.0020.0290.0050.1180.020.2810.0551.0010.0010.0040.0040.0180.0040.0090.0220.0440.0160.0660.1040.1920.0010.0060.0060.0250.0280.0390.0320.0580.0660.3040.2651.2640.4780.8752.1563.4390.0060.0020.0260.0210.1080.0450.130.0060.1170.0840.4590.3381.9380.1010.410.3231.5360.0260.5330.0942.2590.0010.0040.0080.0330.143OpenBenchmarking.org

GIMP

GIMP is an open-source image manipulaton program. This test profile will use the system-provided GIMP program otherwise on Windows relys upon a pre-packaged Windows binary from upstream GIMP.org. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgSeconds, Fewer Is BetterGIMP 2.10.22Test: resize213691215SE +/- 0.049, N = 39.7939.573
OpenBenchmarking.orgSeconds, Fewer Is BetterGIMP 2.10.22Test: resize213691215Min: 9.49 / Avg: 9.57 / Max: 9.66

OpenBenchmarking.orgSeconds, Fewer Is BetterGIMP 2.10.22Test: rotate123691215SE +/- 0.08, N = 312.8812.52
OpenBenchmarking.orgSeconds, Fewer Is BetterGIMP 2.10.22Test: rotate1248121620Min: 12.71 / Avg: 12.88 / Max: 12.98

OpenBenchmarking.orgSeconds, Fewer Is BetterGIMP 2.10.22Test: auto-levels123691215SE +/- 0.08, N = 313.4513.19
OpenBenchmarking.orgSeconds, Fewer Is BetterGIMP 2.10.22Test: auto-levels1248121620Min: 13.31 / Avg: 13.45 / Max: 13.57

OpenBenchmarking.orgSeconds, Fewer Is BetterGIMP 2.10.22Test: unsharp-mask1248121620SE +/- 0.01, N = 316.4116.25
OpenBenchmarking.orgSeconds, Fewer Is BetterGIMP 2.10.22Test: unsharp-mask1248121620Min: 16.39 / Avg: 16.41 / Max: 16.44

PyHPC Benchmarks

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

1: Test failed to run.

2: Test failed to run.

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: JAX - Project Size: 16384 - Benchmark: Isoneutral Mixing210.00090.00180.00270.00360.0045SE +/- 0.000, N = 30.0040.004
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: JAX - Project Size: 16384 - Benchmark: Isoneutral Mixing2112345Min: 0 / Avg: 0 / Max: 0

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: JAX - Project Size: 65536 - Benchmark: Equation of State210.00050.0010.00150.0020.0025SE +/- 0.000, N = 30.0020.002
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: JAX - Project Size: 65536 - Benchmark: Equation of State2112345Min: 0 / Avg: 0 / Max: 0

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: JAX - Project Size: 65536 - Benchmark: Isoneutral Mixing210.00650.0130.01950.0260.0325SE +/- 0.000, N = 30.0290.028
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: JAX - Project Size: 65536 - Benchmark: Isoneutral Mixing2112345Min: 0.03 / Avg: 0.03 / Max: 0.03

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: JAX - Project Size: 262144 - Benchmark: Equation of State210.00110.00220.00330.00440.0055SE +/- 0.000, N = 30.0050.005
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: JAX - Project Size: 262144 - Benchmark: Equation of State2112345Min: 0.01 / Avg: 0.01 / Max: 0.01

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: JAX - Project Size: 262144 - Benchmark: Isoneutral Mixing120.0270.0540.0810.1080.135SE +/- 0.002, N = 30.1200.118
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: JAX - Project Size: 262144 - Benchmark: Isoneutral Mixing1212345Min: 0.12 / Avg: 0.12 / Max: 0.12

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: JAX - Project Size: 1048576 - Benchmark: Equation of State120.0050.010.0150.020.025SE +/- 0.000, N = 30.0220.020
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: JAX - Project Size: 1048576 - Benchmark: Equation of State1212345Min: 0.02 / Avg: 0.02 / Max: 0.02

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: JAX - Project Size: 1048576 - Benchmark: Isoneutral Mixing120.06350.1270.19050.2540.3175SE +/- 0.001, N = 30.2820.281
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: JAX - Project Size: 1048576 - Benchmark: Isoneutral Mixing1212345Min: 0.28 / Avg: 0.28 / Max: 0.28

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: JAX - Project Size: 4194304 - Benchmark: Equation of State120.01330.02660.03990.05320.0665SE +/- 0.000, N = 30.0590.055
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: JAX - Project Size: 4194304 - Benchmark: Equation of State1212345Min: 0.06 / Avg: 0.06 / Max: 0.06

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: JAX - Project Size: 4194304 - Benchmark: Isoneutral Mixing120.23310.46620.69930.93241.1655SE +/- 0.004, N = 31.0361.001
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: JAX - Project Size: 4194304 - Benchmark: Isoneutral Mixing12246810Min: 1.03 / Avg: 1.04 / Max: 1.04

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numba - Project Size: 16384 - Benchmark: Equation of State210.00020.00040.00060.00080.001SE +/- 0.000, N = 30.0010.001
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numba - Project Size: 16384 - Benchmark: Equation of State2112345Min: 0 / Avg: 0 / Max: 0

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numba - Project Size: 16384 - Benchmark: Isoneutral Mixing210.00090.00180.00270.00360.0045SE +/- 0.000, N = 30.0040.004
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numba - Project Size: 16384 - Benchmark: Isoneutral Mixing2112345Min: 0 / Avg: 0 / Max: 0

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numba - Project Size: 65536 - Benchmark: Equation of State210.00090.00180.00270.00360.0045SE +/- 0.000, N = 140.0040.004
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numba - Project Size: 65536 - Benchmark: Equation of State2112345Min: 0 / Avg: 0 / Max: 0.01

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numba - Project Size: 65536 - Benchmark: Isoneutral Mixing210.00410.00820.01230.01640.0205SE +/- 0.000, N = 30.0180.018
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numba - Project Size: 65536 - Benchmark: Isoneutral Mixing2112345Min: 0.02 / Avg: 0.02 / Max: 0.02

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numpy - Project Size: 16384 - Benchmark: Equation of State210.00090.00180.00270.00360.0045SE +/- 0.000, N = 30.0040.004
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numpy - Project Size: 16384 - Benchmark: Equation of State2112345Min: 0 / Avg: 0 / Max: 0

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numpy - Project Size: 16384 - Benchmark: Isoneutral Mixing210.0020.0040.0060.0080.01SE +/- 0.000, N = 30.0090.009
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numpy - Project Size: 16384 - Benchmark: Isoneutral Mixing2112345Min: 0.01 / Avg: 0.01 / Max: 0.01

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numpy - Project Size: 65536 - Benchmark: Equation of State210.0050.010.0150.020.025SE +/- 0.000, N = 40.0220.022
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numpy - Project Size: 65536 - Benchmark: Equation of State2112345Min: 0.02 / Avg: 0.02 / Max: 0.02

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numpy - Project Size: 65536 - Benchmark: Isoneutral Mixing120.01010.02020.03030.04040.0505SE +/- 0.000, N = 30.0450.044
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numpy - Project Size: 65536 - Benchmark: Isoneutral Mixing1212345Min: 0.05 / Avg: 0.05 / Max: 0.05

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numba - Project Size: 262144 - Benchmark: Equation of State210.00360.00720.01080.01440.018SE +/- 0.000, N = 30.0160.016
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numba - Project Size: 262144 - Benchmark: Equation of State2112345Min: 0.02 / Avg: 0.02 / Max: 0.02

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numba - Project Size: 262144 - Benchmark: Isoneutral Mixing210.01490.02980.04470.05960.0745SE +/- 0.000, N = 30.0660.066
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numba - Project Size: 262144 - Benchmark: Isoneutral Mixing2112345Min: 0.07 / Avg: 0.07 / Max: 0.07

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numpy - Project Size: 262144 - Benchmark: Equation of State120.02540.05080.07620.10160.127SE +/- 0.000, N = 30.1130.104
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numpy - Project Size: 262144 - Benchmark: Equation of State1212345Min: 0.11 / Avg: 0.11 / Max: 0.11

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numpy - Project Size: 262144 - Benchmark: Isoneutral Mixing120.04430.08860.13290.17720.2215SE +/- 0.000, N = 30.1970.192
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numpy - Project Size: 262144 - Benchmark: Isoneutral Mixing1212345Min: 0.2 / Avg: 0.2 / Max: 0.2

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Theano - Project Size: 16384 - Benchmark: Equation of State210.00020.00040.00060.00080.001SE +/- 0.000, N = 30.0010.001
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Theano - Project Size: 16384 - Benchmark: Equation of State2112345Min: 0 / Avg: 0 / Max: 0

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Theano - Project Size: 16384 - Benchmark: Isoneutral Mixing210.00140.00280.00420.00560.007SE +/- 0.000, N = 30.0060.006
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Theano - Project Size: 16384 - Benchmark: Isoneutral Mixing2112345Min: 0.01 / Avg: 0.01 / Max: 0.01

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Theano - Project Size: 65536 - Benchmark: Equation of State210.00140.00280.00420.00560.007SE +/- 0.000, N = 30.0060.006
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Theano - Project Size: 65536 - Benchmark: Equation of State2112345Min: 0.01 / Avg: 0.01 / Max: 0.01

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Theano - Project Size: 65536 - Benchmark: Isoneutral Mixing120.00590.01180.01770.02360.0295SE +/- 0.000, N = 30.0260.025
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Theano - Project Size: 65536 - Benchmark: Isoneutral Mixing1212345Min: 0.03 / Avg: 0.03 / Max: 0.03

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Bohrium - Project Size: 16384 - Benchmark: Equation of State210.00630.01260.01890.02520.0315SE +/- 0.000, N = 30.0280.027
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Bohrium - Project Size: 16384 - Benchmark: Equation of State2112345Min: 0.03 / Avg: 0.03 / Max: 0.03

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Bohrium - Project Size: 16384 - Benchmark: Isoneutral Mixing120.0090.0180.0270.0360.045SE +/- 0.000, N = 30.0400.039
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Bohrium - Project Size: 16384 - Benchmark: Isoneutral Mixing1212345Min: 0.04 / Avg: 0.04 / Max: 0.04

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Bohrium - Project Size: 65536 - Benchmark: Equation of State210.00720.01440.02160.02880.036SE +/- 0.000, N = 30.0320.031
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Bohrium - Project Size: 65536 - Benchmark: Equation of State2112345Min: 0.03 / Avg: 0.03 / Max: 0.03

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Bohrium - Project Size: 65536 - Benchmark: Isoneutral Mixing120.01330.02660.03990.05320.0665SE +/- 0.000, N = 30.0590.058
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Bohrium - Project Size: 65536 - Benchmark: Isoneutral Mixing1212345Min: 0.06 / Avg: 0.06 / Max: 0.06

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numba - Project Size: 1048576 - Benchmark: Equation of State210.01490.02980.04470.05960.0745SE +/- 0.000, N = 30.0660.066
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numba - Project Size: 1048576 - Benchmark: Equation of State2112345Min: 0.07 / Avg: 0.07 / Max: 0.07

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numba - Project Size: 1048576 - Benchmark: Isoneutral Mixing210.06840.13680.20520.27360.342SE +/- 0.000, N = 30.3040.303
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numba - Project Size: 1048576 - Benchmark: Isoneutral Mixing2112345Min: 0.3 / Avg: 0.3 / Max: 0.3

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numba - Project Size: 4194304 - Benchmark: Equation of State120.05990.11980.17970.23960.2995SE +/- 0.001, N = 30.2660.265
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numba - Project Size: 4194304 - Benchmark: Equation of State1212345Min: 0.27 / Avg: 0.27 / Max: 0.27

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numba - Project Size: 4194304 - Benchmark: Isoneutral Mixing120.28960.57920.86881.15841.448SE +/- 0.001, N = 31.2871.264
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numba - Project Size: 4194304 - Benchmark: Isoneutral Mixing12246810Min: 1.29 / Avg: 1.29 / Max: 1.29

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numpy - Project Size: 1048576 - Benchmark: Equation of State120.10940.21880.32820.43760.547SE +/- 0.001, N = 30.4860.478
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numpy - Project Size: 1048576 - Benchmark: Equation of State12246810Min: 0.48 / Avg: 0.49 / Max: 0.49

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numpy - Project Size: 1048576 - Benchmark: Isoneutral Mixing120.1980.3960.5940.7920.99SE +/- 0.002, N = 30.8800.875
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numpy - Project Size: 1048576 - Benchmark: Isoneutral Mixing12246810Min: 0.88 / Avg: 0.88 / Max: 0.88

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numpy - Project Size: 4194304 - Benchmark: Equation of State120.48740.97481.46221.94962.437SE +/- 0.005, N = 32.1662.156
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numpy - Project Size: 4194304 - Benchmark: Equation of State12246810Min: 2.16 / Avg: 2.17 / Max: 2.17

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numpy - Project Size: 4194304 - Benchmark: Isoneutral Mixing120.7811.5622.3433.1243.905SE +/- 0.003, N = 33.4713.439
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numpy - Project Size: 4194304 - Benchmark: Isoneutral Mixing12246810Min: 3.47 / Avg: 3.47 / Max: 3.48

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

1: Test failed to run.

2: Test failed to run.

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: PyTorch - Project Size: 16384 - Benchmark: Isoneutral Mixing210.00140.00280.00420.00560.007SE +/- 0.000, N = 30.0060.006
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: PyTorch - Project Size: 16384 - Benchmark: Isoneutral Mixing2112345Min: 0.01 / Avg: 0.01 / Max: 0.01

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: PyTorch - Project Size: 65536 - Benchmark: Equation of State210.00050.0010.00150.0020.0025SE +/- 0.000, N = 30.0020.002
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: PyTorch - Project Size: 65536 - Benchmark: Equation of State2112345Min: 0 / Avg: 0 / Max: 0

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: PyTorch - Project Size: 65536 - Benchmark: Isoneutral Mixing210.00590.01180.01770.02360.0295SE +/- 0.000, N = 30.0260.026
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: PyTorch - Project Size: 65536 - Benchmark: Isoneutral Mixing2112345Min: 0.03 / Avg: 0.03 / Max: 0.03

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Theano - Project Size: 262144 - Benchmark: Equation of State210.00470.00940.01410.01880.0235SE +/- 0.000, N = 30.0210.021
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Theano - Project Size: 262144 - Benchmark: Equation of State2112345Min: 0.02 / Avg: 0.02 / Max: 0.02

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Theano - Project Size: 262144 - Benchmark: Isoneutral Mixing210.02430.04860.07290.09720.1215SE +/- 0.000, N = 30.1080.108
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Theano - Project Size: 262144 - Benchmark: Isoneutral Mixing2112345Min: 0.11 / Avg: 0.11 / Max: 0.11

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Bohrium - Project Size: 262144 - Benchmark: Equation of State210.01010.02020.03030.04040.0505SE +/- 0.000, N = 30.0450.045
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Bohrium - Project Size: 262144 - Benchmark: Equation of State2112345Min: 0.04 / Avg: 0.04 / Max: 0.05

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Bohrium - Project Size: 262144 - Benchmark: Isoneutral Mixing210.02930.05860.08790.11720.1465SE +/- 0.001, N = 30.1300.130
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Bohrium - Project Size: 262144 - Benchmark: Isoneutral Mixing2112345Min: 0.13 / Avg: 0.13 / Max: 0.13

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: PyTorch - Project Size: 262144 - Benchmark: Equation of State210.00140.00280.00420.00560.007SE +/- 0.000, N = 30.0060.005
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: PyTorch - Project Size: 262144 - Benchmark: Equation of State2112345Min: 0.01 / Avg: 0.01 / Max: 0.01

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: PyTorch - Project Size: 262144 - Benchmark: Isoneutral Mixing120.02660.05320.07980.10640.133SE +/- 0.000, N = 30.1180.117
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: PyTorch - Project Size: 262144 - Benchmark: Isoneutral Mixing1212345Min: 0.12 / Avg: 0.12 / Max: 0.12

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Theano - Project Size: 1048576 - Benchmark: Equation of State120.01910.03820.05730.07640.0955SE +/- 0.000, N = 30.0850.084
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Theano - Project Size: 1048576 - Benchmark: Equation of State1212345Min: 0.09 / Avg: 0.09 / Max: 0.09

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Theano - Project Size: 1048576 - Benchmark: Isoneutral Mixing210.10330.20660.30990.41320.5165SE +/- 0.000, N = 30.4590.459
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Theano - Project Size: 1048576 - Benchmark: Isoneutral Mixing2112345Min: 0.46 / Avg: 0.46 / Max: 0.46

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Theano - Project Size: 4194304 - Benchmark: Equation of State210.07610.15220.22830.30440.3805SE +/- 0.001, N = 30.3380.337
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Theano - Project Size: 4194304 - Benchmark: Equation of State2112345Min: 0.34 / Avg: 0.34 / Max: 0.34

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Theano - Project Size: 4194304 - Benchmark: Isoneutral Mixing210.43610.87221.30831.74442.1805SE +/- 0.008, N = 31.9381.929
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Theano - Project Size: 4194304 - Benchmark: Isoneutral Mixing21246810Min: 1.92 / Avg: 1.93 / Max: 1.95

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Bohrium - Project Size: 1048576 - Benchmark: Equation of State210.02270.04540.06810.09080.1135SE +/- 0.000, N = 30.1010.101
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Bohrium - Project Size: 1048576 - Benchmark: Equation of State2112345Min: 0.1 / Avg: 0.1 / Max: 0.1

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Bohrium - Project Size: 1048576 - Benchmark: Isoneutral Mixing120.09270.18540.27810.37080.4635SE +/- 0.002, N = 30.4120.410
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Bohrium - Project Size: 1048576 - Benchmark: Isoneutral Mixing1212345Min: 0.41 / Avg: 0.41 / Max: 0.42

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Bohrium - Project Size: 4194304 - Benchmark: Equation of State210.07270.14540.21810.29080.3635SE +/- 0.001, N = 30.3230.322
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Bohrium - Project Size: 4194304 - Benchmark: Equation of State2112345Min: 0.32 / Avg: 0.32 / Max: 0.32

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Bohrium - Project Size: 4194304 - Benchmark: Isoneutral Mixing120.3780.7561.1341.5121.89SE +/- 0.002, N = 31.6801.536
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Bohrium - Project Size: 4194304 - Benchmark: Isoneutral Mixing12246810Min: 1.68 / Avg: 1.68 / Max: 1.68

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: PyTorch - Project Size: 1048576 - Benchmark: Equation of State210.00590.01180.01770.02360.0295SE +/- 0.000, N = 30.0260.026
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: PyTorch - Project Size: 1048576 - Benchmark: Equation of State2112345Min: 0.03 / Avg: 0.03 / Max: 0.03

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: PyTorch - Project Size: 1048576 - Benchmark: Isoneutral Mixing120.12060.24120.36180.48240.603SE +/- 0.002, N = 30.5360.533
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: PyTorch - Project Size: 1048576 - Benchmark: Isoneutral Mixing12246810Min: 0.53 / Avg: 0.54 / Max: 0.54

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: PyTorch - Project Size: 4194304 - Benchmark: Equation of State120.02160.04320.06480.08640.108SE +/- 0.000, N = 30.0960.094
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: PyTorch - Project Size: 4194304 - Benchmark: Equation of State1212345Min: 0.1 / Avg: 0.1 / Max: 0.1

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: PyTorch - Project Size: 4194304 - Benchmark: Isoneutral Mixing210.50831.01661.52492.03322.5415SE +/- 0.019, N = 32.2592.238
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: PyTorch - Project Size: 4194304 - Benchmark: Isoneutral Mixing21246810Min: 2.2 / Avg: 2.24 / Max: 2.27

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: TensorFlow - Project Size: 16384 - Benchmark: Equation of State210.00020.00040.00060.00080.001SE +/- 0.000, N = 30.0010.001
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: TensorFlow - Project Size: 16384 - Benchmark: Equation of State2112345Min: 0 / Avg: 0 / Max: 0

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

1: Test failed to run.

2: Test failed to run.

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: TensorFlow - Project Size: 65536 - Benchmark: Equation of State210.00090.00180.00270.00360.0045SE +/- 0.000, N = 150.0040.004
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: TensorFlow - Project Size: 65536 - Benchmark: Equation of State2112345Min: 0 / Avg: 0 / Max: 0

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

1: Test failed to run.

2: Test failed to run.

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: TensorFlow - Project Size: 262144 - Benchmark: Equation of State210.00180.00360.00540.00720.009SE +/- 0.000, N = 150.0080.008
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: TensorFlow - Project Size: 262144 - Benchmark: Equation of State2112345Min: 0.01 / Avg: 0.01 / Max: 0.01

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

1: Test failed to run.

2: Test failed to run.

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: TensorFlow - Project Size: 1048576 - Benchmark: Equation of State210.00740.01480.02220.02960.037SE +/- 0.000, N = 30.0330.033
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: TensorFlow - Project Size: 1048576 - Benchmark: Equation of State2112345Min: 0.03 / Avg: 0.03 / Max: 0.03

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

1: Test failed to run.

2: Test failed to run.

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: TensorFlow - Project Size: 4194304 - Benchmark: Equation of State210.03220.06440.09660.12880.161SE +/- 0.001, N = 30.1430.142
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: TensorFlow - Project Size: 4194304 - Benchmark: Equation of State2112345Min: 0.14 / Avg: 0.14 / Max: 0.15

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

1: Test failed to run.

2: Test failed to run.

67 Results Shown

GIMP:
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PyHPC Benchmarks:
  CPU - JAX - 16384 - Isoneutral Mixing
  CPU - JAX - 65536 - Equation of State
  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
  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
  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
  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
  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
  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