PyHPC Benchmarks PyHPC-Benchmarks is a suite of Python high performance computing benchmarks for execution on CPUs and GPUs using various popular Python HPC libraries. The PyHPC CPU-based benchmarks focus on sequential CPU performance.
To run this test with the Phoronix Test Suite , the basic command is: phoronix-test-suite benchmark pyhpc .
Test Created 22 October 2021
Last Updated 28 October 2021
Test Type System
Average Install Time 40 Seconds
Average Run Time 49 Seconds
Test Dependencies Python
Accolades 10k+ Downloads Public Result Uploads * Reported Installs ** Reported Test Completions ** Test Profile Page Views OpenBenchmarking.org Events PyHPC Benchmarks Popularity Statistics pts/pyhpc 2021.10 2021.11 2021.12 2022.01 2022.02 2022.03 2022.04 2022.05 2022.06 2022.07 2022.08 2022.09 2022.10 2022.11 2022.12 2023.01 2023.02 2023.03 2023.04 2023.05 2023.06 2023.07 2023.08 2023.09 2023.10 2023.11 2023.12 2024.01 2024.02 2024.03 2024.04 2024.05 2024.06 2024.07 2024.08 2024.09 2024.10 2024.11 2024.12 6K 12K 18K 24K 30K
* Uploading of benchmark result data to OpenBenchmarking.org is always optional (opt-in) via the Phoronix Test Suite for users wishing to share their results publicly. ** Data based on those opting to upload their test results to OpenBenchmarking.org and users enabling the opt-in anonymous statistics reporting while running benchmarks from an Internet-connected platform. Data updated weekly as of 21 December 2024.
JAX 14.9% Numba 17.2% Aesara 17.1% TensorFlow 7.4% PyTorch 15.8% Numpy 27.5% Backend Option Popularity OpenBenchmarking.org
1048576 20.0% 16384 16.3% 262144 18.0% 65536 17.3% 4194304 28.4% Project Size Option Popularity OpenBenchmarking.org
Isoneutral Mixing 47.5% Equation of State 52.5% Benchmark Option Popularity OpenBenchmarking.org
Revision Historypts/pyhpc-3.0.0 [View Source ] Thu, 28 Oct 2021 15:13:30 GMT Update against upstream PyHPC 3.0.
pts/pyhpc-1.0.0 [View Source ] Fri, 22 Oct 2021 15:05:19 GMT Initial commit of PyHPC-Benchmarks.
Performance MetricsAnalyze Test Configuration: pts/pyhpc-3.0.x - Device: CPU - Backend: Numpy - Project Size: 4194304 - Benchmark: Equation of State pts/pyhpc-3.0.x - Device: CPU - Backend: Numpy - Project Size: 4194304 - Benchmark: Isoneutral Mixing pts/pyhpc-3.0.x - Device: CPU - Backend: Numpy - Project Size: 1048576 - Benchmark: Equation of State pts/pyhpc-3.0.x - Device: CPU - Backend: Numpy - Project Size: 1048576 - Benchmark: Isoneutral Mixing pts/pyhpc-3.0.x - Device: CPU - Backend: Numba - Project Size: 4194304 - Benchmark: Equation of State pts/pyhpc-3.0.x - Device: CPU - Backend: Aesara - Project Size: 4194304 - Benchmark: Isoneutral Mixing pts/pyhpc-3.0.x - Device: CPU - Backend: Numba - Project Size: 4194304 - Benchmark: Isoneutral Mixing pts/pyhpc-3.0.x - Device: CPU - Backend: Aesara - Project Size: 4194304 - Benchmark: Equation of State pts/pyhpc-3.0.x - Device: CPU - Backend: Numpy - Project Size: 16384 - Benchmark: Equation of State pts/pyhpc-3.0.x - Device: CPU - Backend: Numpy - Project Size: 16384 - Benchmark: Isoneutral Mixing pts/pyhpc-3.0.x - Device: CPU - Backend: PyTorch - Project Size: 4194304 - Benchmark: Isoneutral Mixing pts/pyhpc-3.0.x - Device: CPU - Backend: Numpy - Project Size: 262144 - Benchmark: Isoneutral Mixing pts/pyhpc-3.0.x - Device: CPU - Backend: TensorFlow - Project Size: 4194304 - Benchmark: Equation of State pts/pyhpc-3.0.x - Device: CPU - Backend: Numpy - Project Size: 262144 - Benchmark: Equation of State pts/pyhpc-3.0.x - Device: CPU - Backend: Numpy - Project Size: 65536 - Benchmark: Equation of State pts/pyhpc-3.0.x - Device: CPU - Backend: Numpy - Project Size: 65536 - Benchmark: Isoneutral Mixing pts/pyhpc-3.0.x - Device: CPU - Backend: PyTorch - Project Size: 4194304 - Benchmark: Equation of State pts/pyhpc-3.0.x - Device: CPU - Backend: JAX - Project Size: 4194304 - Benchmark: Equation of State pts/pyhpc-3.0.x - Device: CPU - Backend: JAX - Project Size: 4194304 - Benchmark: Isoneutral Mixing pts/pyhpc-3.0.x - Device: CPU - Backend: PyTorch - Project Size: 1048576 - Benchmark: Isoneutral Mixing pts/pyhpc-3.0.x - Device: CPU - Backend: PyTorch - Project Size: 1048576 - Benchmark: Equation of State pts/pyhpc-3.0.x - Device: CPU - Backend: Numba - Project Size: 1048576 - Benchmark: Isoneutral Mixing pts/pyhpc-3.0.x - Device: CPU - Backend: Numba - Project Size: 1048576 - Benchmark: Equation of State pts/pyhpc-3.0.x - Device: CPU - Backend: JAX - Project Size: 1048576 - Benchmark: Isoneutral Mixing pts/pyhpc-3.0.x - Device: CPU - Backend: JAX - Project Size: 1048576 - Benchmark: Equation of State pts/pyhpc-3.0.x - Device: CPU - Backend: Aesara - Project Size: 16384 - Benchmark: Isoneutral Mixing pts/pyhpc-3.0.x - Device: CPU - Backend: Aesara - Project Size: 16384 - Benchmark: Equation of State pts/pyhpc-3.0.x - Device: CPU - Backend: Aesara - Project Size: 1048576 - Benchmark: Equation of State pts/pyhpc-3.0.x - Device: CPU - Backend: Aesara - Project Size: 1048576 - Benchmark: Isoneutral Mixing pts/pyhpc-3.0.x - Device: CPU - Backend: Numba - Project Size: 16384 - Benchmark: Equation of State pts/pyhpc-3.0.x - Device: CPU - Backend: Numba - Project Size: 16384 - Benchmark: Isoneutral Mixing pts/pyhpc-3.0.x - Device: CPU - Backend: Numba - Project Size: 262144 - Benchmark: Isoneutral Mixing pts/pyhpc-3.0.x - Device: CPU - Backend: Numba - Project Size: 262144 - Benchmark: Equation of State pts/pyhpc-3.0.x - Device: CPU - Backend: JAX - Project Size: 16384 - Benchmark: Isoneutral Mixing pts/pyhpc-3.0.x - Device: CPU - Backend: PyTorch - Project Size: 262144 - Benchmark: Isoneutral Mixing pts/pyhpc-3.0.x - Device: CPU - Backend: PyTorch - Project Size: 16384 - Benchmark: Isoneutral Mixing pts/pyhpc-3.0.x - Device: CPU - Backend: JAX - Project Size: 262144 - Benchmark: Isoneutral Mixing pts/pyhpc-3.0.x - Device: CPU - Backend: JAX - Project Size: 262144 - Benchmark: Equation of State pts/pyhpc-3.0.x - Device: CPU - Backend: PyTorch - Project Size: 262144 - Benchmark: Equation of State pts/pyhpc-3.0.x - Device: CPU - Backend: Aesara - Project Size: 262144 - Benchmark: Isoneutral Mixing pts/pyhpc-3.0.x - Device: CPU - Backend: Aesara - Project Size: 262144 - Benchmark: Equation of State pts/pyhpc-3.0.x - Device: CPU - Backend: Numba - Project Size: 65536 - Benchmark: Equation of State pts/pyhpc-3.0.x - Device: CPU - Backend: Numba - Project Size: 65536 - Benchmark: Isoneutral Mixing pts/pyhpc-3.0.x - Device: CPU - Backend: Aesara - Project Size: 65536 - Benchmark: Equation of State pts/pyhpc-3.0.x - Device: CPU - Backend: Aesara - Project Size: 65536 - Benchmark: Isoneutral Mixing pts/pyhpc-3.0.x - Device: CPU - Backend: JAX - Project Size: 65536 - Benchmark: Isoneutral Mixing pts/pyhpc-3.0.x - Device: CPU - Backend: PyTorch - Project Size: 65536 - Benchmark: Equation of State pts/pyhpc-3.0.x - Device: CPU - Backend: PyTorch - Project Size: 65536 - Benchmark: Isoneutral Mixing pts/pyhpc-3.0.x - Device: CPU - Backend: TensorFlow - Project Size: 1048576 - Benchmark: Equation of State pts/pyhpc-3.0.x - Device: CPU - Backend: TensorFlow - Project Size: 262144 - Benchmark: Equation of State pts/pyhpc-3.0.x - Device: CPU - Backend: JAX - Project Size: 65536 - Benchmark: Equation of State pts/pyhpc-3.0.x - Device: CPU - Backend: TensorFlow - Project Size: 16384 - Benchmark: Equation of State pts/pyhpc-3.0.x - Device: CPU - Backend: TensorFlow - Project Size: 65536 - Benchmark: Equation of State pts/pyhpc-3.0.x - Device: CPU - Backend: PyTorch - Project Size: 16384 - Benchmark: Equation of State pts/pyhpc-3.0.x - Device: CPU - Backend: JAX - Project Size: 16384 - Benchmark: Equation of State pts/pyhpc-1.0.x - Device: CPU - Backend: Numpy - Project Size: 4194304 - Benchmark: Equation of State pts/pyhpc-1.0.x - Device: CPU - Backend: Numba - Project Size: 4194304 - Benchmark: Equation of State pts/pyhpc-1.0.x - Device: CPU - Backend: Numba - Project Size: 4194304 - Benchmark: Isoneutral Mixing pts/pyhpc-1.0.x - Device: CPU - Backend: Numba - Project Size: 1048576 - Benchmark: Isoneutral Mixing pts/pyhpc-1.0.x - Device: CPU - Backend: Numba - Project Size: 1048576 - Benchmark: Equation of State pts/pyhpc-1.0.x - Device: CPU - Backend: Numpy - Project Size: 1048576 - Benchmark: Isoneutral Mixing pts/pyhpc-1.0.x - Device: CPU - Backend: Numpy - Project Size: 262144 - Benchmark: Isoneutral Mixing pts/pyhpc-1.0.x - Device: CPU - Backend: Numpy - Project Size: 262144 - Benchmark: Equation of State pts/pyhpc-1.0.x - Device: CPU - Backend: PyTorch - Project Size: 4194304 - Benchmark: Isoneutral Mixing pts/pyhpc-1.0.x - Device: CPU - Backend: Numpy - Project Size: 4194304 - Benchmark: Isoneutral Mixing pts/pyhpc-1.0.x - Device: CPU - Backend: JAX - Project Size: 1048576 - Benchmark: Isoneutral Mixing pts/pyhpc-1.0.x - Device: CPU - Backend: Numba - Project Size: 262144 - Benchmark: Isoneutral Mixing pts/pyhpc-1.0.x - Device: CPU - Backend: JAX - Project Size: 4194304 - Benchmark: Isoneutral Mixing pts/pyhpc-1.0.x - Device: CPU - Backend: Numpy - Project Size: 1048576 - Benchmark: Equation of State pts/pyhpc-1.0.x - Device: CPU - Backend: JAX - Project Size: 262144 - Benchmark: Isoneutral Mixing pts/pyhpc-1.0.x - Device: CPU - Backend: Numpy - Project Size: 65536 - Benchmark: Equation of State pts/pyhpc-1.0.x - Device: CPU - Backend: JAX - Project Size: 262144 - Benchmark: Equation of State pts/pyhpc-1.0.x - Device: CPU - Backend: JAX - Project Size: 1048576 - Benchmark: Equation of State pts/pyhpc-1.0.x - Device: CPU - Backend: Numpy - Project Size: 65536 - Benchmark: Isoneutral Mixing pts/pyhpc-1.0.x - Device: CPU - Backend: Numba - Project Size: 262144 - Benchmark: Equation of State pts/pyhpc-1.0.x - Device: CPU - Backend: JAX - Project Size: 4194304 - Benchmark: Equation of State pts/pyhpc-1.0.x - Device: CPU - Backend: Numpy - Project Size: 16384 - Benchmark: Equation of State pts/pyhpc-1.0.x - Device: CPU - Backend: Numpy - Project Size: 16384 - Benchmark: Isoneutral Mixing pts/pyhpc-1.0.x - Device: CPU - Backend: JAX - Project Size: 65536 - Benchmark: Isoneutral Mixing pts/pyhpc-1.0.x - Device: CPU - Backend: Numba - Project Size: 65536 - Benchmark: Isoneutral Mixing pts/pyhpc-1.0.x - Device: CPU - Backend: Numba - Project Size: 16384 - Benchmark: Equation of State pts/pyhpc-1.0.x - Device: CPU - Backend: Numba - Project Size: 65536 - Benchmark: Equation of State pts/pyhpc-1.0.x - Device: CPU - Backend: JAX - Project Size: 16384 - Benchmark: Isoneutral Mixing pts/pyhpc-1.0.x - Device: CPU - Backend: Numba - Project Size: 16384 - Benchmark: Isoneutral Mixing pts/pyhpc-1.0.x - Device: CPU - Backend: PyTorch - Project Size: 1048576 - Benchmark: Equation of State pts/pyhpc-1.0.x - Device: CPU - Backend: PyTorch - Project Size: 4194304 - Benchmark: Equation of State pts/pyhpc-1.0.x - Device: CPU - Backend: PyTorch - Project Size: 262144 - Benchmark: Equation of State pts/pyhpc-1.0.x - Device: CPU - Backend: PyTorch - Project Size: 1048576 - Benchmark: Isoneutral Mixing pts/pyhpc-1.0.x - Device: CPU - Backend: Theano - Project Size: 1048576 - Benchmark: Isoneutral Mixing pts/pyhpc-1.0.x - Device: CPU - Backend: Theano - Project Size: 262144 - Benchmark: Equation of State pts/pyhpc-1.0.x - Device: CPU - Backend: Theano - Project Size: 262144 - Benchmark: Isoneutral Mixing pts/pyhpc-1.0.x - Device: CPU - Backend: Theano - Project Size: 4194304 - Benchmark: Equation of State pts/pyhpc-1.0.x - Device: CPU - Backend: Theano - Project Size: 1048576 - Benchmark: Equation of State pts/pyhpc-1.0.x - Device: CPU - Backend: PyTorch - Project Size: 262144 - Benchmark: Isoneutral Mixing pts/pyhpc-1.0.x - Device: CPU - Backend: TensorFlow - Project Size: 262144 - Benchmark: Equation of State pts/pyhpc-1.0.x - Device: CPU - Backend: TensorFlow - Project Size: 1048576 - Benchmark: Equation of State pts/pyhpc-1.0.x - Device: CPU - Backend: TensorFlow - Project Size: 4194304 - Benchmark: Equation of State pts/pyhpc-1.0.x - Device: CPU - Backend: Theano - Project Size: 4194304 - Benchmark: Isoneutral Mixing pts/pyhpc-1.0.x - Device: CPU - Backend: Theano - Project Size: 16384 - Benchmark: Equation of State pts/pyhpc-1.0.x - Device: CPU - Backend: Theano - Project Size: 16384 - Benchmark: Isoneutral Mixing pts/pyhpc-1.0.x - Device: CPU - Backend: PyTorch - Project Size: 65536 - Benchmark: Isoneutral Mixing pts/pyhpc-1.0.x - Device: CPU - Backend: Theano - Project Size: 65536 - Benchmark: Equation of State pts/pyhpc-1.0.x - Device: CPU - Backend: PyTorch - Project Size: 65536 - Benchmark: Equation of State pts/pyhpc-1.0.x - Device: CPU - Backend: PyTorch - Project Size: 16384 - Benchmark: Isoneutral Mixing pts/pyhpc-1.0.x - Device: CPU - Backend: Theano - Project Size: 65536 - Benchmark: Isoneutral Mixing pts/pyhpc-1.0.x - Device: CPU - Backend: TensorFlow - Project Size: 65536 - Benchmark: Equation of State pts/pyhpc-1.0.x - Device: CPU - Backend: TensorFlow - Project Size: 16384 - Benchmark: Equation of State pts/pyhpc-1.0.x - Device: CPU - Backend: JAX - Project Size: 65536 - Benchmark: Equation of State pts/pyhpc-1.0.x - Device: CPU - Backend: Bohrium - Project Size: 1048576 - Benchmark: Equation of State pts/pyhpc-1.0.x - Device: CPU - Backend: Bohrium - Project Size: 262144 - Benchmark: Isoneutral Mixing pts/pyhpc-1.0.x - Device: CPU - Backend: Bohrium - Project Size: 4194304 - Benchmark: Isoneutral Mixing pts/pyhpc-1.0.x - Device: CPU - Backend: Bohrium - Project Size: 262144 - Benchmark: Equation of State pts/pyhpc-1.0.x - Device: CPU - Backend: Bohrium - Project Size: 1048576 - Benchmark: Isoneutral Mixing pts/pyhpc-1.0.x - Device: CPU - Backend: Bohrium - Project Size: 4194304 - Benchmark: Equation of State pts/pyhpc-1.0.x - Device: CPU - Backend: Bohrium - Project Size: 65536 - Benchmark: Equation of State pts/pyhpc-1.0.x - Device: CPU - Backend: Bohrium - Project Size: 16384 - Benchmark: Equation of State pts/pyhpc-1.0.x - Device: CPU - Backend: Bohrium - Project Size: 65536 - Benchmark: Isoneutral Mixing pts/pyhpc-1.0.x - Device: CPU - Backend: Bohrium - Project Size: 16384 - Benchmark: Isoneutral Mixing pts/pyhpc-1.0.x - Device: CPU - Backend: PyTorch - Project Size: 16384 - Benchmark: Equation of State PyHPC Benchmarks 3.0 Device: CPU - Backend: Aesara - Project Size: 16384 - Benchmark: Equation of State OpenBenchmarking.org metrics for this test profile configuration based on 173 public results since 28 October 2021 with the latest data as of 23 March 2024 .
Below is an overview of the generalized performance for components where there is sufficient statistically significant data based upon user-uploaded results. It is important to keep in mind particularly in the Linux/open-source space there can be vastly different OS configurations, with this overview intended to offer just general guidance as to the performance expectations.
Component
Percentile Rank
# Compatible Public Results
Seconds (Average)
Detailed Performance Overview OpenBenchmarking.org Distribution Of Public Results - Device: CPU - Backend: Aesara - Project Size: 16384 - Benchmark: Equation of State 173 Results Range From 0 To 1 Seconds 0.083 0.166 0.249 0.332 0.415 0.498 0.581 0.664 0.747 0.83 0.913 0.996 40 80 120 160 200
Based on OpenBenchmarking.org data, the selected test / test configuration (PyHPC Benchmarks 3.0 - Device: CPU - Backend: Aesara - Project Size: 16384 - Benchmark: Equation of State ) has an average run-time of 2 minutes . By default this test profile is set to run at least 3 times but may increase if the standard deviation exceeds pre-defined defaults or other calculations deem additional runs necessary for greater statistical accuracy of the result.
OpenBenchmarking.org Minutes Time Required To Complete Benchmark Device: CPU - Backend: Aesara - Project Size: 16384 - Benchmark: Equation of State Run-Time 2 4 6 8 10 Min: 1 / Avg: 1.31 / Max: 5
Tested CPU Architectures This benchmark has been successfully tested on the below mentioned architectures. The CPU architectures listed is where successful OpenBenchmarking.org result uploads occurred, namely for helping to determine if a given test is compatible with various alternative CPU architectures.
CPU Architecture
Kernel Identifier
Verified On
Intel / AMD x86 64-bit
x86_64
(Many Processors)
ARMv8 64-bit
arm64
Apple M1