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.

Project Site

github.com

Test Created

22 October 2021

Last Updated

28 October 2021

Test Maintainer

Michael Larabel 

Test Type

System

Average Install Time

2 Minutes, 57 Seconds

Average Run Time

48 Seconds

Test Dependencies

Python

Supported Platforms


Public Result Uploads *Reported Installs **Reported Test Completions **Test Profile Page ViewsOpenBenchmarking.orgEventsPyHPC Benchmarks Popularity Statisticspts/pyhpc2021.102021.112K4K6K8K10K
* 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 current as of 1 December 2021.
JAX17.2%Numba18.7%Aesara18.5%TensorFlow9.0%PyTorch17.0%Numpy19.6%Backend Option PopularityOpenBenchmarking.org
104857620.6%1638417.9%26214420.3%6553620.2%419430421.0%Project Size Option PopularityOpenBenchmarking.org
Isoneutral Mixing46.8%Equation of State53.2%Benchmark Option PopularityOpenBenchmarking.org

Revision History

pts/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.

Suites Using This Test

HPC - High Performance Computing

Python


Performance Metrics

Analyze Test Configuration:

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 127 public results since 28 October 2021 with the latest data as of 23 November 2021.

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.

OpenBenchmarking.orgDistribution Of Public Results - Device: CPU - Backend: Aesara - Project Size: 16384 - Benchmark: Equation of State127 Results Range From 0 To 1 Seconds00.0830.1660.2490.3320.4150.4980.5810.6640.7470.830.9130.996306090120150

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.orgMinutesTime Required To Complete BenchmarkDevice: CPU - Backend: Aesara - Project Size: 16384 - Benchmark: Equation of StateRun-Time246810Min: 1 / Avg: 1 / Max: 1

Recent Test Results

OpenBenchmarking.org Results Compare

4 Systems - 165 Benchmark Results

Intel Core i7-5600U - LENOVO 20BSCTO1WW - Intel Broadwell-U-OPI

Ubuntu 21.10 - 5.13.0-21-generic - GNOME Shell 40.5

1 System - 60 Benchmark Results

AMD Ryzen 9 5900X 12-Core - MSI MAG B550M MORTAR - 32GB

Ubuntu Jammy Jellyfish - 5.10.0-1051-oem - NVIDIA

1 System - 1 Benchmark Result

Intel Core i5-8250U - LENOVO 20KNCTO1WW - Intel Xeon E3-1200 v6

Pop 21.04 - 5.13.0-7620-generic - GNOME Shell 3.38.4

1 System - 1 Benchmark Result

Intel Celeron N3350 - Google Coral - Intel Celeron N3350

Ubuntu 18.04 - 4.16.18-galliumos - Xfce 4.12

1 System - 1 Benchmark Result

AMD Ryzen 5 3600X 6-Core - MSI B450 GAMING PRO CARBON AC - AMD Starship

Pop 21.04 - 5.13.0-7620-generic - GNOME Shell 3.38.4

3 Systems - 112 Benchmark Results

Intel Core i7-5600U - LENOVO 20BSCTO1WW - Intel Broadwell-U-OPI

Ubuntu 21.10 - 5.13.0-21-generic - GNOME Shell 40.5

1 System - 86 Benchmark Results

AMD Ryzen 7 5700U - LENOVO LNVNB161216 - AMD Renoir Root Complex

Ubuntu 20.04 - 5.11.0-40-generic - GNOME Shell 3.36.9

1 System - 23 Benchmark Results

Intel Core i5-7440HQ - Dell 00YYJC - Intel Xeon E3-1200 v6

Debian 10 - 5.14.5 - KDE Plasma 5.14.5

4 Systems - 151 Benchmark Results

AMD Ryzen Threadripper 3960X 24-Core - MSI Creator TRX40 - AMD Starship

Ubuntu 20.04 - 5.12.0-051200rc2daily20210307-generic - GNOME Shell 3.36.4

1 System - 7 Benchmark Results

Intel Core i5-7440HQ - Dell 00YYJC - Intel Xeon E3-1200 v6

Debian 10 - 5.14.5 - KDE Plasma 5.14.5

5 Systems - 77 Benchmark Results

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4 Systems - 98 Benchmark Results

AMD Ryzen Threadripper 3970X 32-Core - ASUS ROG ZENITH II EXTREME - AMD Starship

Ubuntu 20.10 - 5.11.0-rc6-phx - GNOME Shell 3.38.1

4 Systems - 202 Benchmark Results

2 x Intel Xeon Platinum 8280 - GIGABYTE MD61-SC2-00 v01000100 - Intel Sky Lake-E DMI3 Registers

Ubuntu 21.04 - 5.11.0-34-generic - GNOME Shell 3.38.4

5 Systems - 200 Benchmark Results

2 x Intel Xeon Gold 5220R - TYAN S7106 - Intel Sky Lake-E DMI3 Registers

Ubuntu 20.04 - 5.9.0-050900rc6-generic - GNOME Shell 3.36.4

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