python-macbook-pro-big-sur

Apple M1 testing with a Apple MacBook Pro and Apple M1 on macOS 11.7 via the Phoronix Test Suite.

HTML result view exported from: https://openbenchmarking.org/result/2210150-PROG-PYTHONM00.

python-macbook-pro-big-surProcessorMotherboardMemoryDiskGraphicsMonitorOSKernelCompilerFile-SystemScreen Resolutionpython-macbook-pro-big-surApple M1 (8 Cores)Apple MacBook Pro16GB927GBApple M1Color LCDmacOS 11.720.6.0 (arm64)GCC 13.0.0 + Clang 13.0.0APFS2880x1800OpenBenchmarking.org- XPC_FLAGS=0x0- Python 2.7.16 + Python 3.10.8

python-macbook-pro-big-surnumpy: pybench: Total For Average Test Timesnumenta-nab: Relative Entropynumenta-nab: Windowed Gaussiannumenta-nab: Earthgecko Skylinenumenta-nab: Bayesian Changepointpyhpc: 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 - Aesara - 16384 - Equation of Statepyhpc: CPU - Aesara - 16384 - Isoneutral Mixingpyhpc: CPU - Aesara - 65536 - Equation of Statepyhpc: CPU - Aesara - 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 - Aesara - 262144 - Equation of Statepyhpc: CPU - Aesara - 262144 - 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 - Equation of Statepyhpc: CPU - PyTorch - 16384 - Isoneutral Mixingpyhpc: CPU - PyTorch - 65536 - Equation of Statepyhpc: CPU - PyTorch - 65536 - Isoneutral Mixingpyhpc: CPU - Aesara - 1048576 - Equation of Statepyhpc: CPU - Aesara - 1048576 - Isoneutral Mixingpyhpc: CPU - Aesara - 4194304 - Equation of Statepyhpc: CPU - Aesara - 4194304 - Isoneutral Mixingpyhpc: CPU - PyTorch - 262144 - Equation of Statepyhpc: CPU - PyTorch - 262144 - 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 - 4194304 - Isoneutral Mixingpython-macbook-pro-big-sur601.4694416.26912.300140.28838.2520.0010.0030.0040.0110.0020.0050.0110.0180.0010.0060.0050.0260.0140.0430.0430.0670.0170.0940.0570.1840.2270.7750.1980.3650.9281.5780.0020.0050.0090.0160.070.4340.2761.8190.0370.0590.2690.4501.2361.877OpenBenchmarking.org

Numpy Benchmark

OpenBenchmarking.orgScore, More Is BetterNumpy Benchmarkpython-macbook-pro-big-sur130260390520650SE +/- 0.61, N = 3601.46

PyBench

Total For Average Test Times

OpenBenchmarking.orgMilliseconds, Fewer Is BetterPyBench 2018-02-16Total For Average Test Timespython-macbook-pro-big-sur2004006008001000SE +/- 5.51, N = 3944

Numenta Anomaly Benchmark

Detector: Relative Entropy

OpenBenchmarking.orgSeconds, Fewer Is BetterNumenta Anomaly Benchmark 1.1Detector: Relative Entropypython-macbook-pro-big-sur48121620SE +/- 0.01, N = 316.27

Numenta Anomaly Benchmark

Detector: Windowed Gaussian

OpenBenchmarking.orgSeconds, Fewer Is BetterNumenta Anomaly Benchmark 1.1Detector: Windowed Gaussianpython-macbook-pro-big-sur3691215SE +/- 0.03, N = 312.30

Numenta Anomaly Benchmark

Detector: Earthgecko Skyline

OpenBenchmarking.orgSeconds, Fewer Is BetterNumenta Anomaly Benchmark 1.1Detector: Earthgecko Skylinepython-macbook-pro-big-sur306090120150SE +/- 0.39, N = 3140.29

Numenta Anomaly Benchmark

Detector: Bayesian Changepoint

OpenBenchmarking.orgSeconds, Fewer Is BetterNumenta Anomaly Benchmark 1.1Detector: Bayesian Changepointpython-macbook-pro-big-sur918273645SE +/- 0.21, N = 338.25

PyHPC Benchmarks

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

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Numba - Project Size: 16384 - Benchmark: Equation of Statepython-macbook-pro-big-sur0.00020.00040.00060.00080.001SE +/- 0.000, N = 30.001

PyHPC Benchmarks

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

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Numba - Project Size: 16384 - Benchmark: Isoneutral Mixingpython-macbook-pro-big-sur0.00070.00140.00210.00280.0035SE +/- 0.000, N = 30.003

PyHPC Benchmarks

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

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Numba - Project Size: 65536 - Benchmark: Equation of Statepython-macbook-pro-big-sur0.00090.00180.00270.00360.0045SE +/- 0.000, N = 30.004

PyHPC Benchmarks

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

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Numba - Project Size: 65536 - Benchmark: Isoneutral Mixingpython-macbook-pro-big-sur0.00250.0050.00750.010.0125SE +/- 0.000, N = 30.011

PyHPC Benchmarks

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

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Numpy - Project Size: 16384 - Benchmark: Equation of Statepython-macbook-pro-big-sur0.00050.0010.00150.0020.0025SE +/- 0.000, N = 30.002

PyHPC Benchmarks

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

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Numpy - Project Size: 16384 - Benchmark: Isoneutral Mixingpython-macbook-pro-big-sur0.00110.00220.00330.00440.0055SE +/- 0.000, N = 30.005

PyHPC Benchmarks

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

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Numpy - Project Size: 65536 - Benchmark: Equation of Statepython-macbook-pro-big-sur0.00250.0050.00750.010.0125SE +/- 0.000, N = 150.011

PyHPC Benchmarks

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

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Numpy - Project Size: 65536 - Benchmark: Isoneutral Mixingpython-macbook-pro-big-sur0.00410.00820.01230.01640.0205SE +/- 0.000, N = 50.018

PyHPC Benchmarks

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

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Aesara - Project Size: 16384 - Benchmark: Equation of Statepython-macbook-pro-big-sur0.00020.00040.00060.00080.001SE +/- 0.000, N = 30.001

PyHPC Benchmarks

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

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Aesara - Project Size: 16384 - Benchmark: Isoneutral Mixingpython-macbook-pro-big-sur0.00140.00280.00420.00560.007SE +/- 0.000, N = 30.006

PyHPC Benchmarks

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

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Aesara - Project Size: 65536 - Benchmark: Equation of Statepython-macbook-pro-big-sur0.00110.00220.00330.00440.0055SE +/- 0.000, N = 30.005

PyHPC Benchmarks

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

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Aesara - Project Size: 65536 - Benchmark: Isoneutral Mixingpython-macbook-pro-big-sur0.00590.01180.01770.02360.0295SE +/- 0.000, N = 30.026

PyHPC Benchmarks

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

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Numba - Project Size: 262144 - Benchmark: Equation of Statepython-macbook-pro-big-sur0.00320.00640.00960.01280.016SE +/- 0.000, N = 30.014

PyHPC Benchmarks

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

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Numba - Project Size: 262144 - Benchmark: Isoneutral Mixingpython-macbook-pro-big-sur0.00970.01940.02910.03880.0485SE +/- 0.000, N = 30.043

PyHPC Benchmarks

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

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Numpy - Project Size: 262144 - Benchmark: Equation of Statepython-macbook-pro-big-sur0.00970.01940.02910.03880.0485SE +/- 0.000, N = 30.043

PyHPC Benchmarks

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

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Numpy - Project Size: 262144 - Benchmark: Isoneutral Mixingpython-macbook-pro-big-sur0.01510.03020.04530.06040.0755SE +/- 0.001, N = 30.067

PyHPC Benchmarks

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

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Aesara - Project Size: 262144 - Benchmark: Equation of Statepython-macbook-pro-big-sur0.00380.00760.01140.01520.019SE +/- 0.000, N = 30.017

PyHPC Benchmarks

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

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Aesara - Project Size: 262144 - Benchmark: Isoneutral Mixingpython-macbook-pro-big-sur0.02120.04240.06360.08480.106SE +/- 0.000, N = 30.094

PyHPC Benchmarks

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

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Numba - Project Size: 1048576 - Benchmark: Equation of Statepython-macbook-pro-big-sur0.01280.02560.03840.05120.064SE +/- 0.000, N = 30.057

PyHPC Benchmarks

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

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Numba - Project Size: 1048576 - Benchmark: Isoneutral Mixingpython-macbook-pro-big-sur0.04140.08280.12420.16560.207SE +/- 0.000, N = 30.184

PyHPC Benchmarks

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

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Numba - Project Size: 4194304 - Benchmark: Equation of Statepython-macbook-pro-big-sur0.05110.10220.15330.20440.2555SE +/- 0.001, N = 30.227

PyHPC Benchmarks

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

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Numba - Project Size: 4194304 - Benchmark: Isoneutral Mixingpython-macbook-pro-big-sur0.17440.34880.52320.69760.872SE +/- 0.003, N = 30.775

PyHPC Benchmarks

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

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Numpy - Project Size: 1048576 - Benchmark: Equation of Statepython-macbook-pro-big-sur0.04460.08920.13380.17840.223SE +/- 0.000, N = 30.198

PyHPC Benchmarks

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

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Numpy - Project Size: 1048576 - Benchmark: Isoneutral Mixingpython-macbook-pro-big-sur0.08210.16420.24630.32840.4105SE +/- 0.001, N = 30.365

PyHPC Benchmarks

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

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Numpy - Project Size: 4194304 - Benchmark: Equation of Statepython-macbook-pro-big-sur0.20880.41760.62640.83521.044SE +/- 0.001, N = 30.928

PyHPC Benchmarks

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

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Numpy - Project Size: 4194304 - Benchmark: Isoneutral Mixingpython-macbook-pro-big-sur0.35510.71021.06531.42041.7755SE +/- 0.003, N = 31.578

PyHPC Benchmarks

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

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: PyTorch - Project Size: 16384 - Benchmark: Equation of Statepython-macbook-pro-big-sur0.00050.0010.00150.0020.0025SE +/- 0.000, N = 30.002

PyHPC Benchmarks

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

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: PyTorch - Project Size: 16384 - Benchmark: Isoneutral Mixingpython-macbook-pro-big-sur0.00110.00220.00330.00440.0055SE +/- 0.000, N = 30.005

PyHPC Benchmarks

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

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: PyTorch - Project Size: 65536 - Benchmark: Equation of Statepython-macbook-pro-big-sur0.0020.0040.0060.0080.01SE +/- 0.000, N = 30.009

PyHPC Benchmarks

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

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: PyTorch - Project Size: 65536 - Benchmark: Isoneutral Mixingpython-macbook-pro-big-sur0.00360.00720.01080.01440.018SE +/- 0.000, N = 70.016

PyHPC Benchmarks

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

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Aesara - Project Size: 1048576 - Benchmark: Equation of Statepython-macbook-pro-big-sur0.01580.03160.04740.06320.079SE +/- 0.00, N = 30.07

PyHPC Benchmarks

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

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Aesara - Project Size: 1048576 - Benchmark: Isoneutral Mixingpython-macbook-pro-big-sur0.09770.19540.29310.39080.4885SE +/- 0.000, N = 30.434

PyHPC Benchmarks

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

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Aesara - Project Size: 4194304 - Benchmark: Equation of Statepython-macbook-pro-big-sur0.06210.12420.18630.24840.3105SE +/- 0.000, N = 30.276

PyHPC Benchmarks

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

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Aesara - Project Size: 4194304 - Benchmark: Isoneutral Mixingpython-macbook-pro-big-sur0.40930.81861.22791.63722.0465SE +/- 0.005, N = 31.819

PyHPC Benchmarks

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

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: PyTorch - Project Size: 262144 - Benchmark: Equation of Statepython-macbook-pro-big-sur0.00830.01660.02490.03320.0415SE +/- 0.000, N = 30.037

PyHPC Benchmarks

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

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: PyTorch - Project Size: 262144 - Benchmark: Isoneutral Mixingpython-macbook-pro-big-sur0.01330.02660.03990.05320.0665SE +/- 0.000, N = 30.059

PyHPC Benchmarks

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

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: PyTorch - Project Size: 1048576 - Benchmark: Equation of Statepython-macbook-pro-big-sur0.06050.1210.18150.2420.3025SE +/- 0.000, N = 30.269

PyHPC Benchmarks

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

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: PyTorch - Project Size: 1048576 - Benchmark: Isoneutral Mixingpython-macbook-pro-big-sur0.10130.20260.30390.40520.5065SE +/- 0.002, N = 30.450

PyHPC Benchmarks

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

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: PyTorch - Project Size: 4194304 - Benchmark: Equation of Statepython-macbook-pro-big-sur0.27810.55620.83431.11241.3905SE +/- 0.002, N = 31.236

PyHPC Benchmarks

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

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: PyTorch - Project Size: 4194304 - Benchmark: Isoneutral Mixingpython-macbook-pro-big-sur0.42230.84461.26691.68922.1115SE +/- 0.003, N = 31.877

Phoronix Test Suite v10.8.4