pyhpc 5900HX

AMD Ryzen 9 5900HX testing with a ASUS G513QY v1.0 (G513QY.311 BIOS) and ASUS AMD Cezanne 512MB on Ubuntu 21.10 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 2110239-SYST-PYHPC5930
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October 23 2021
  1 Hour, 26 Minutes
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October 23 2021
  25 Minutes
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October 23 2021
  25 Minutes
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pyhpc 5900HXProcessorMotherboardChipsetMemoryDiskGraphicsAudioMonitorNetworkOSKernelDesktopDisplay ServerOpenGLVulkanCompilerFile-SystemScreen Resolution123AMD Ryzen 9 5900HX @ 3.30GHz (8 Cores / 16 Threads)ASUS G513QY v1.0 (G513QY.311 BIOS)AMD Renoir/Cezanne16GB512GB SAMSUNG MZVLQ512HBLU-00B00ASUS AMD Cezanne 512MB (2600/1000MHz)AMD Navi 21 HDMI AudioLQ156M1JW25Realtek RTL8111/8168/8411 + MEDIATEK Device 7961Ubuntu 21.105.15.0-051500rc4daily20211005-generic (x86_64) 20211004GNOME Shell 40.5X Server + Wayland4.6 Mesa 21.3.0-devel (git-0a592db 2021-10-05 impish-oibaf-ppa) (LLVM 12.0.1)1.2.193GCC 11.2.0ext41920x1080OpenBenchmarking.orgKernel Details- Transparent Huge Pages: madviseProcessor Details- Scaling Governor: acpi-cpufreq schedutil (Boost: Enabled) - Platform Profile: balanced - CPU Microcode: 0xa50000c - ACPI Profile: balanced Python Details- Python 3.9.7Security 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: always-on RSB filling + srbds: Not affected + tsx_async_abort: Not affected

123Result OverviewPhoronix Test Suite100%113%125%138%150%PyHPC BenchmarksPyHPC BenchmarksPyHPC BenchmarksPyHPC BenchmarksPyHPC BenchmarksPyHPC BenchmarksPyHPC BenchmarksPyHPC BenchmarksPyHPC BenchmarksPyHPC BenchmarksPyHPC BenchmarksPyHPC BenchmarksPyHPC BenchmarksPyHPC BenchmarksPyHPC BenchmarksPyHPC BenchmarksPyHPC BenchmarksPyHPC BenchmarksPyHPC BenchmarksPyHPC BenchmarksPyHPC BenchmarksPyHPC BenchmarksPyHPC BenchmarksPyHPC BenchmarksPyHPC BenchmarksPyHPC BenchmarksPyHPC BenchmarksPyHPC BenchmarksPyHPC BenchmarksPyHPC BenchmarksPyHPC BenchmarksPyHPC BenchmarksPyHPC BenchmarksPyHPC BenchmarksPyHPC BenchmarksPyHPC BenchmarksPyHPC BenchmarksPyHPC BenchmarksPyHPC BenchmarksPyHPC BenchmarksPyHPC BenchmarksPyHPC BenchmarksPyHPC BenchmarksPyHPC BenchmarksPyHPC BenchmarksPyHPC BenchmarksPyHPC BenchmarksPyHPC BenchmarksPyHPC BenchmarksPyHPC BenchmarksPyHPC BenchmarksPyHPC BenchmarksPyHPC BenchmarksCPU - JAX - 16384 - Isoneutral MixingCPU - Theano - 16384 - Isoneutral MixingCPU - PyTorch - 262144 - Equation of StateCPU - PyTorch - 16384 - Isoneutral MixingCPU - PyTorch - 1048576 - Equation of StateCPU - JAX - 4194304 - Equation of StateCPU - JAX - 1048576 - Equation of StateCPU - JAX - 65536 - Isoneutral MixingCPU - Numba - 65536 - Isoneutral MixingCPU - PyTorch - 65536 - Isoneutral MixingCPU - PyTorch - 4194304 - Equation of StateCPU - Numpy - 262144 - Equation of StateCPU - TensorFlow - 1048576 - Equation of StateCPU - JAX - 1048576 - Isoneutral MixingCPU - Numpy - 262144 - Isoneutral MixingCPU - JAX - 262144 - Isoneutral MixingCPU - PyTorch - 4194304 - Isoneutral MixingCPU - Numpy - 1048576 - Isoneutral MixingCPU - Theano - 1048576 - Equation of StateCPU - PyTorch - 262144 - Isoneutral MixingCPU - JAX - 4194304 - Isoneutral MixingCPU - Numba - 1048576 - Isoneutral MixingCPU - PyTorch - 1048576 - Isoneutral MixingCPU - Numpy - 1048576 - Equation of StateCPU - TensorFlow - 4194304 - Equation of StateCPU - Numpy - 4194304 - Equation of StateCPU - Theano - 1048576 - Isoneutral MixingCPU - Numba - 4194304 - Equation of StateCPU - Theano - 4194304 - Isoneutral MixingCPU - Numpy - 4194304 - Isoneutral MixingCPU - Theano - 4194304 - Equation of StateCPU - Numba - 4194304 - Isoneutral MixingCPU - JAX - 262144 - Equation of StateCPU - Numpy - 65536 - Isoneutral MixingCPU - Theano - 65536 - Isoneutral MixingCPU - TensorFlow - 65536 - Equation of StateCPU - Numpy - 16384 - Isoneutral MixingCPU - Numpy - 65536 - Equation of StateCPU - Theano - 262144 - Equation of StateCPU - JAX - 65536 - Equation of StateCPU - Numba - 16384 - Isoneutral MixingCPU - Theano - 262144 - Isoneutral MixingCPU - Theano - 16384 - Equation of StateCPU - Numba - 262144 - Equation of StateCPU - TensorFlow - 16384 - Equation of StateCPU - Numba - 262144 - Isoneutral MixingCPU - Numba - 16384 - Equation of StateCPU - TensorFlow - 262144 - Equation of StateCPU - Numba - 1048576 - Equation of StateCPU - Theano - 65536 - Equation of StateCPU - PyTorch - 65536 - Equation of StateCPU - Numba - 65536 - Equation of StateCPU - Numpy - 16384 - Equation of State

pyhpc 5900HXpyhpc: CPU - JAX - 65536 - Isoneutral Mixingpyhpc: CPU - Numpy - 4194304 - Isoneutral Mixingpyhpc: CPU - PyTorch - 4194304 - Isoneutral Mixingpyhpc: CPU - Theano - 4194304 - Isoneutral Mixingpyhpc: CPU - JAX - 262144 - Equation of Statepyhpc: CPU - JAX - 4194304 - Isoneutral Mixingpyhpc: CPU - JAX - 1048576 - Isoneutral Mixingpyhpc: CPU - Numba - 4194304 - Isoneutral Mixingpyhpc: CPU - JAX - 16384 - Isoneutral Mixingpyhpc: CPU - Numba - 1048576 - Isoneutral Mixingpyhpc: CPU - Numpy - 4194304 - Equation of Statepyhpc: CPU - Numpy - 65536 - Isoneutral Mixingpyhpc: CPU - Theano - 4194304 - Equation of Statepyhpc: CPU - TensorFlow - 1048576 - Equation of Statepyhpc: CPU - Theano - 65536 - Isoneutral Mixingpyhpc: CPU - TensorFlow - 65536 - Equation of Statepyhpc: CPU - Numpy - 16384 - Isoneutral Mixingpyhpc: CPU - Numpy - 65536 - Equation of Statepyhpc: CPU - JAX - 1048576 - Equation of Statepyhpc: CPU - Numba - 4194304 - Equation of Statepyhpc: CPU - Numba - 65536 - Isoneutral Mixingpyhpc: CPU - TensorFlow - 4194304 - Equation of Statepyhpc: CPU - Numpy - 1048576 - Isoneutral Mixingpyhpc: CPU - Theano - 262144 - Equation of Statepyhpc: CPU - JAX - 65536 - Equation of Statepyhpc: CPU - Theano - 1048576 - Isoneutral Mixingpyhpc: CPU - Theano - 16384 - Isoneutral Mixingpyhpc: CPU - Numpy - 262144 - Isoneutral Mixingpyhpc: CPU - PyTorch - 1048576 - Isoneutral Mixingpyhpc: CPU - Numba - 16384 - Isoneutral Mixingpyhpc: CPU - Theano - 262144 - Isoneutral Mixingpyhpc: CPU - Theano - 16384 - Equation of Statepyhpc: CPU - JAX - 262144 - Isoneutral Mixingpyhpc: CPU - PyTorch - 262144 - Equation of Statepyhpc: CPU - PyTorch - 4194304 - Equation of Statepyhpc: CPU - Numba - 262144 - Equation of Statepyhpc: CPU - JAX - 4194304 - Equation of Statepyhpc: CPU - TensorFlow - 16384 - Equation of Statepyhpc: CPU - Numba - 262144 - Isoneutral Mixingpyhpc: CPU - Theano - 1048576 - Equation of Statepyhpc: CPU - Numba - 16384 - Equation of Statepyhpc: CPU - TensorFlow - 262144 - Equation of Statepyhpc: CPU - Numpy - 1048576 - Equation of Statepyhpc: CPU - PyTorch - 1048576 - Equation of Statepyhpc: CPU - Numba - 1048576 - Equation of Statepyhpc: CPU - Numpy - 262144 - Equation of Statepyhpc: CPU - Theano - 65536 - Equation of Statepyhpc: CPU - PyTorch - 16384 - Isoneutral Mixingpyhpc: CPU - PyTorch - 262144 - Isoneutral Mixingpyhpc: CPU - PyTorch - 65536 - Equation of Statepyhpc: CPU - Numba - 65536 - Equation of Statepyhpc: CPU - Numpy - 16384 - Equation of Statepyhpc: CPU - PyTorch - 65536 - Isoneutral Mixingpyhpc: CPU - TensorFlow - 16384 - Isoneutral Mixing1230.0152.5001.7471.4880.0030.8660.2031.0490.0030.2511.5330.0280.2800.0260.0190.0020.0060.0150.0140.1940.0150.1170.5950.0170.0010.3630.0050.1220.3900.0030.0740.0010.050.0050.0770.0120.0460.0010.0550.0710.0010.0060.3090.0180.0490.0600.0050.0050.0750.0010.0030.0030.0170.0152.4911.7621.4950.0030.8550.1991.050.0020.2481.5230.0280.280.0260.0190.0020.0060.0150.0130.1940.0140.1180.5860.0170.0010.3620.0040.1230.3860.0030.0740.0010.0490.0040.080.0120.0430.0010.0550.0710.0010.0060.3060.0180.0490.0620.0050.0040.0750.0010.0030.0030.0160.0142.491.7321.490.0030.8640.1971.0520.0030.2491.5280.0280.2790.0270.0190.0020.0060.0150.0130.1950.0150.1170.5870.0170.0010.3610.0040.120.390.0030.0740.0010.0490.0040.0760.0120.0420.0010.0550.070.0010.0060.3060.0210.0490.0590.0050.0050.0740.0010.0030.0030.017OpenBenchmarking.org

PyHPC Benchmarks

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: JAX - Project Size: 65536 - Benchmark: Isoneutral Mixing3210.00340.00680.01020.01360.017SE +/- 0.000, N = 150.0140.0150.015
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: JAX - Project Size: 65536 - Benchmark: Isoneutral Mixing32112345Min: 0.01 / Avg: 0.02 / Max: 0.02

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numpy - Project Size: 4194304 - Benchmark: Isoneutral Mixing3210.56251.1251.68752.252.8125SE +/- 0.003, N = 32.4902.4912.500
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numpy - Project Size: 4194304 - Benchmark: Isoneutral Mixing321246810Min: 2.5 / Avg: 2.5 / Max: 2.51

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: PyTorch - Project Size: 4194304 - Benchmark: Isoneutral Mixing3210.39650.7931.18951.5861.9825SE +/- 0.017, N = 31.7321.7621.747
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: PyTorch - Project Size: 4194304 - Benchmark: Isoneutral Mixing321246810Min: 1.71 / Avg: 1.75 / Max: 1.77

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Theano - Project Size: 4194304 - Benchmark: Isoneutral Mixing3210.33640.67281.00921.34561.682SE +/- 0.003, N = 31.4901.4951.488
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Theano - Project Size: 4194304 - Benchmark: Isoneutral Mixing321246810Min: 1.48 / Avg: 1.49 / Max: 1.49

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: JAX - Project Size: 262144 - Benchmark: Equation of State3210.00070.00140.00210.00280.0035SE +/- 0.000, N = 30.0030.0030.003
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: JAX - Project Size: 262144 - Benchmark: Equation of State32112345Min: 0 / Avg: 0 / Max: 0

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: JAX - Project Size: 4194304 - Benchmark: Isoneutral Mixing3210.19490.38980.58470.77960.9745SE +/- 0.003, N = 30.8640.8550.866
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: JAX - Project Size: 4194304 - Benchmark: Isoneutral Mixing321246810Min: 0.86 / Avg: 0.87 / Max: 0.87

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: JAX - Project Size: 1048576 - Benchmark: Isoneutral Mixing3210.04570.09140.13710.18280.2285SE +/- 0.000, N = 30.1970.1990.203
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: JAX - Project Size: 1048576 - Benchmark: Isoneutral Mixing32112345Min: 0.2 / Avg: 0.2 / Max: 0.2

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numba - Project Size: 4194304 - Benchmark: Isoneutral Mixing3210.23670.47340.71010.94681.1835SE +/- 0.003, N = 31.0521.0501.049
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numba - Project Size: 4194304 - Benchmark: Isoneutral Mixing321246810Min: 1.05 / Avg: 1.05 / Max: 1.05

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: JAX - Project Size: 16384 - Benchmark: Isoneutral Mixing3210.00070.00140.00210.00280.0035SE +/- 0.000, N = 30.0030.0020.003
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: JAX - Project Size: 16384 - Benchmark: Isoneutral Mixing32112345Min: 0 / Avg: 0 / Max: 0

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numba - Project Size: 1048576 - Benchmark: Isoneutral Mixing3210.05650.1130.16950.2260.2825SE +/- 0.001, N = 30.2490.2480.251
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numba - Project Size: 1048576 - Benchmark: Isoneutral Mixing32112345Min: 0.25 / Avg: 0.25 / Max: 0.25

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numpy - Project Size: 4194304 - Benchmark: Equation of State3210.34490.68981.03471.37961.7245SE +/- 0.008, N = 31.5281.5231.533
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numpy - Project Size: 4194304 - Benchmark: Equation of State321246810Min: 1.52 / Avg: 1.53 / Max: 1.55

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numpy - Project Size: 65536 - Benchmark: Isoneutral Mixing3210.00630.01260.01890.02520.0315SE +/- 0.000, N = 30.0280.0280.028
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numpy - Project Size: 65536 - Benchmark: Isoneutral Mixing32112345Min: 0.03 / Avg: 0.03 / Max: 0.03

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Theano - Project Size: 4194304 - Benchmark: Equation of State3210.0630.1260.1890.2520.315SE +/- 0.000, N = 30.2790.2800.280
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Theano - Project Size: 4194304 - Benchmark: Equation of State32112345Min: 0.28 / Avg: 0.28 / Max: 0.28

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: TensorFlow - Project Size: 1048576 - Benchmark: Equation of State3210.00610.01220.01830.02440.0305SE +/- 0.000, N = 30.0270.0260.026
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: TensorFlow - Project Size: 1048576 - Benchmark: Equation of State32112345Min: 0.03 / Avg: 0.03 / Max: 0.03

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Theano - Project Size: 65536 - Benchmark: Isoneutral Mixing3210.00430.00860.01290.01720.0215SE +/- 0.000, N = 30.0190.0190.019
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Theano - Project Size: 65536 - Benchmark: Isoneutral Mixing32112345Min: 0.02 / Avg: 0.02 / Max: 0.02

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: TensorFlow - Project Size: 65536 - Benchmark: Equation of State3210.00050.0010.00150.0020.0025SE +/- 0.000, N = 30.0020.0020.002
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: TensorFlow - Project Size: 65536 - Benchmark: Equation of State32112345Min: 0 / Avg: 0 / Max: 0

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numpy - Project Size: 16384 - Benchmark: Isoneutral Mixing3210.00140.00280.00420.00560.007SE +/- 0.000, N = 150.0060.0060.006
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numpy - Project Size: 16384 - Benchmark: Isoneutral Mixing32112345Min: 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 State3210.00340.00680.01020.01360.017SE +/- 0.000, N = 80.0150.0150.015
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numpy - Project Size: 65536 - Benchmark: Equation of State32112345Min: 0.01 / Avg: 0.01 / Max: 0.02

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: JAX - Project Size: 1048576 - Benchmark: Equation of State3210.00320.00640.00960.01280.016SE +/- 0.000, N = 30.0130.0130.014
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: JAX - Project Size: 1048576 - Benchmark: Equation of State32112345Min: 0.01 / Avg: 0.01 / Max: 0.01

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numba - Project Size: 4194304 - Benchmark: Equation of State3210.04390.08780.13170.17560.2195SE +/- 0.000, N = 30.1950.1940.194
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numba - Project Size: 4194304 - Benchmark: Equation of State32112345Min: 0.19 / Avg: 0.19 / Max: 0.19

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numba - Project Size: 65536 - Benchmark: Isoneutral Mixing3210.00340.00680.01020.01360.017SE +/- 0.000, N = 30.0150.0140.015
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numba - Project Size: 65536 - Benchmark: Isoneutral Mixing32112345Min: 0.02 / Avg: 0.02 / Max: 0.02

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: TensorFlow - Project Size: 4194304 - Benchmark: Equation of State3210.02660.05320.07980.10640.133SE +/- 0.000, N = 30.1170.1180.117
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: TensorFlow - Project Size: 4194304 - Benchmark: Equation of State32112345Min: 0.12 / Avg: 0.12 / Max: 0.12

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numpy - Project Size: 1048576 - Benchmark: Isoneutral Mixing3210.13390.26780.40170.53560.6695SE +/- 0.001, N = 30.5870.5860.595
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numpy - Project Size: 1048576 - Benchmark: Isoneutral Mixing321246810Min: 0.59 / Avg: 0.59 / Max: 0.6

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Theano - Project Size: 262144 - Benchmark: Equation of State3210.00380.00760.01140.01520.019SE +/- 0.000, N = 30.0170.0170.017
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Theano - Project Size: 262144 - Benchmark: Equation of State32112345Min: 0.02 / Avg: 0.02 / Max: 0.02

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: JAX - Project Size: 65536 - Benchmark: Equation of State3210.00020.00040.00060.00080.001SE +/- 0.000, N = 30.0010.0010.001
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: JAX - Project Size: 65536 - Benchmark: Equation of State32112345Min: 0 / Avg: 0 / Max: 0

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Theano - Project Size: 1048576 - Benchmark: Isoneutral Mixing3210.08170.16340.24510.32680.4085SE +/- 0.001, N = 30.3610.3620.363
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Theano - Project Size: 1048576 - Benchmark: Isoneutral Mixing32112345Min: 0.36 / Avg: 0.36 / Max: 0.37

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Theano - Project Size: 16384 - Benchmark: Isoneutral Mixing3210.00110.00220.00330.00440.0055SE +/- 0.000, N = 30.0040.0040.005
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Theano - Project Size: 16384 - Benchmark: Isoneutral Mixing32112345Min: 0.01 / Avg: 0.01 / Max: 0.01

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numpy - Project Size: 262144 - Benchmark: Isoneutral Mixing3210.02770.05540.08310.11080.1385SE +/- 0.000, N = 30.1200.1230.122
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numpy - Project Size: 262144 - Benchmark: Isoneutral Mixing32112345Min: 0.12 / Avg: 0.12 / Max: 0.12

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: PyTorch - Project Size: 1048576 - Benchmark: Isoneutral Mixing3210.08780.17560.26340.35120.439SE +/- 0.002, N = 30.3900.3860.390
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: PyTorch - Project Size: 1048576 - Benchmark: Isoneutral Mixing32112345Min: 0.39 / Avg: 0.39 / Max: 0.39

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numba - Project Size: 16384 - Benchmark: Isoneutral Mixing3210.00070.00140.00210.00280.0035SE +/- 0.000, N = 30.0030.0030.003
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numba - Project Size: 16384 - Benchmark: Isoneutral Mixing32112345Min: 0 / Avg: 0 / Max: 0

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Theano - Project Size: 262144 - Benchmark: Isoneutral Mixing3210.01670.03340.05010.06680.0835SE +/- 0.000, N = 30.0740.0740.074
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Theano - Project Size: 262144 - Benchmark: Isoneutral Mixing32112345Min: 0.07 / Avg: 0.07 / Max: 0.07

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Theano - Project Size: 16384 - Benchmark: Equation of State3210.00020.00040.00060.00080.001SE +/- 0.000, N = 30.0010.0010.001
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Theano - Project Size: 16384 - Benchmark: Equation of State32112345Min: 0 / Avg: 0 / Max: 0

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: JAX - Project Size: 262144 - Benchmark: Isoneutral Mixing3210.01130.02260.03390.04520.0565SE +/- 0.000, N = 30.0490.0490.050
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: JAX - Project Size: 262144 - Benchmark: Isoneutral Mixing32112345Min: 0.05 / Avg: 0.05 / Max: 0.05

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: PyTorch - Project Size: 262144 - Benchmark: Equation of State3210.00110.00220.00330.00440.0055SE +/- 0.000, N = 150.0040.0040.005
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: PyTorch - Project Size: 262144 - Benchmark: Equation of State32112345Min: 0 / Avg: 0 / Max: 0.01

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: PyTorch - Project Size: 4194304 - Benchmark: Equation of State3210.0180.0360.0540.0720.09SE +/- 0.001, N = 40.0760.0800.077
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: PyTorch - Project Size: 4194304 - Benchmark: Equation of State32112345Min: 0.08 / Avg: 0.08 / Max: 0.08

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numba - Project Size: 262144 - Benchmark: Equation of State3210.00270.00540.00810.01080.0135SE +/- 0.000, N = 30.0120.0120.012
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numba - Project Size: 262144 - Benchmark: Equation of State32112345Min: 0.01 / Avg: 0.01 / Max: 0.01

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: JAX - Project Size: 4194304 - Benchmark: Equation of State3210.01040.02080.03120.04160.052SE +/- 0.000, N = 30.0420.0430.046
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: JAX - Project Size: 4194304 - Benchmark: Equation of State32112345Min: 0.05 / Avg: 0.05 / Max: 0.05

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: TensorFlow - Project Size: 16384 - Benchmark: Equation of State3210.00020.00040.00060.00080.001SE +/- 0.000, N = 30.0010.0010.001
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: TensorFlow - Project Size: 16384 - Benchmark: Equation of State32112345Min: 0 / Avg: 0 / Max: 0

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numba - Project Size: 262144 - Benchmark: Isoneutral Mixing3210.01240.02480.03720.04960.062SE +/- 0.000, N = 30.0550.0550.055
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numba - Project Size: 262144 - Benchmark: Isoneutral Mixing32112345Min: 0.05 / Avg: 0.05 / Max: 0.06

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Theano - Project Size: 1048576 - Benchmark: Equation of State3210.0160.0320.0480.0640.08SE +/- 0.000, N = 30.0700.0710.071
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Theano - Project Size: 1048576 - Benchmark: Equation of State32112345Min: 0.07 / Avg: 0.07 / Max: 0.07

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numba - Project Size: 16384 - Benchmark: Equation of State3210.00020.00040.00060.00080.001SE +/- 0.000, N = 30.0010.0010.001
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numba - Project Size: 16384 - Benchmark: Equation of State32112345Min: 0 / Avg: 0 / Max: 0

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: TensorFlow - Project Size: 262144 - Benchmark: Equation of State3210.00140.00280.00420.00560.007SE +/- 0.000, N = 30.0060.0060.006
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: TensorFlow - Project Size: 262144 - Benchmark: Equation of State32112345Min: 0.01 / Avg: 0.01 / Max: 0.01

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numpy - Project Size: 1048576 - Benchmark: Equation of State3210.06950.1390.20850.2780.3475SE +/- 0.001, N = 30.3060.3060.309
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numpy - Project Size: 1048576 - Benchmark: Equation of State32112345Min: 0.31 / Avg: 0.31 / Max: 0.31

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

1: Test failed to run.

2: Test failed to run.

3: Test failed to run.

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: PyTorch - Project Size: 1048576 - Benchmark: Equation of State3210.00470.00940.01410.01880.0235SE +/- 0.000, N = 30.0210.0180.018
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: PyTorch - Project Size: 1048576 - Benchmark: Equation of State32112345Min: 0.02 / Avg: 0.02 / Max: 0.02

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numba - Project Size: 1048576 - Benchmark: Equation of State3210.0110.0220.0330.0440.055SE +/- 0.000, N = 30.0490.0490.049
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numba - Project Size: 1048576 - Benchmark: Equation of State32112345Min: 0.05 / Avg: 0.05 / Max: 0.05

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numpy - Project Size: 262144 - Benchmark: Equation of State3210.0140.0280.0420.0560.07SE +/- 0.000, N = 30.0590.0620.060
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numpy - Project Size: 262144 - Benchmark: Equation of State32112345Min: 0.06 / Avg: 0.06 / Max: 0.06

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Theano - Project Size: 65536 - Benchmark: Equation of State3210.00110.00220.00330.00440.0055SE +/- 0.000, N = 30.0050.0050.005
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Theano - Project Size: 65536 - Benchmark: Equation of State32112345Min: 0.01 / Avg: 0.01 / Max: 0.01

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: PyTorch - Project Size: 16384 - Benchmark: Isoneutral Mixing3210.00110.00220.00330.00440.0055SE +/- 0.000, N = 150.0050.0040.005
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: PyTorch - Project Size: 16384 - Benchmark: Isoneutral Mixing32112345Min: 0 / Avg: 0 / Max: 0.01

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: PyTorch - Project Size: 262144 - Benchmark: Isoneutral Mixing3210.01690.03380.05070.06760.0845SE +/- 0.000, N = 30.0740.0750.075
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: PyTorch - Project Size: 262144 - Benchmark: Isoneutral Mixing32112345Min: 0.08 / Avg: 0.08 / Max: 0.08

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: PyTorch - Project Size: 65536 - Benchmark: Equation of State3210.00020.00040.00060.00080.001SE +/- 0.000, N = 30.0010.0010.001
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: PyTorch - Project Size: 65536 - Benchmark: Equation of State32112345Min: 0 / Avg: 0 / Max: 0

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numba - Project Size: 65536 - Benchmark: Equation of State3210.00070.00140.00210.00280.0035SE +/- 0.000, N = 30.0030.0030.003
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numba - Project Size: 65536 - Benchmark: Equation of State32112345Min: 0 / Avg: 0 / Max: 0

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

1: Test failed to run.

2: Test failed to run.

3: Test failed to run.

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numpy - Project Size: 16384 - Benchmark: Equation of State3210.00070.00140.00210.00280.0035SE +/- 0.000, N = 30.0030.0030.003
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numpy - Project Size: 16384 - Benchmark: Equation of State32112345Min: 0 / Avg: 0 / Max: 0

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: PyTorch - Project Size: 65536 - Benchmark: Isoneutral Mixing3210.00380.00760.01140.01520.019SE +/- 0.000, N = 30.0170.0160.017
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: PyTorch - Project Size: 65536 - Benchmark: Isoneutral Mixing32112345Min: 0.02 / Avg: 0.02 / Max: 0.02

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

1: Test failed to run.

2: Test failed to run.

3: Test failed to run.

Device: CPU - Backend: Bohrium - Project Size: 4194304 - Benchmark: Equation of State

1: Test failed to run.

2: Test failed to run.

3: Test failed to run.

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

1: Test failed to run.

2: Test failed to run.

3: Test failed to run.

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

1: Test failed to run.

2: Test failed to run.

3: Test failed to run.

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

1: Test failed to run.

2: Test failed to run.

3: Test failed to run.

Device: CPU - Backend: Bohrium - Project Size: 1048576 - Benchmark: Equation of State

1: Test failed to run.

2: Test failed to run.

3: Test failed to run.

Device: CPU - Backend: Bohrium - Project Size: 262144 - Benchmark: Equation of State

1: Test failed to run.

2: Test failed to run.

3: Test failed to run.

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

1: Test failed to run.

2: Test failed to run.

3: Test failed to run.

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

1: Test failed to run.

2: Test failed to run.

3: Test failed to run.

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

1: Test failed to run.

2: Test failed to run.

3: Test failed to run.

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

1: Test failed to run.

2: Test failed to run.

3: Test failed to run.

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

1: Test failed to run.

2: Test failed to run.

3: Test failed to run.

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

1: Test failed to run.

2: Test failed to run.

3: Test failed to run.

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

1: Test failed to run.

2: Test failed to run.

3: Test failed to run.

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

1: Test failed to run.

2: Test failed to run.

3: Test failed to run.

53 Results Shown

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