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, 54 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: Numpy - Project Size: 4194304 - Benchmark: Equation of State

OpenBenchmarking.org metrics for this test profile configuration based on 138 public results since 28 October 2021 with the latest data as of 24 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.

Component
Percentile Rank
# Compatible Public Results
Seconds (Average)
98th
3
1.025 +/- 0.003
95th
3
1.039 +/- 0.002
94th
6
1.044 +/- 0.028
86th
3
1.245 +/- 0.017
77th
4
1.307 +/- 0.001
Mid-Tier
75th
> 1.307
75th
4
1.314 +/- 0.021
72nd
5
1.340 +/- 0.009
66th
4
1.405 +/- 0.007
64th
3
1.413 +/- 0.008
58th
9
1.433 +/- 0.019
56th
3
1.456 +/- 0.018
53rd
6
1.460 +/- 0.007
Median
50th
1.470
50th
3
1.473 +/- 0.008
45th
3
1.542 +/- 0.001
43rd
4
1.570 +/- 0.009
38th
3
1.581 +/- 0.003
38th
4
1.584 +/- 0.015
35th
3
1.677 +/- 0.005
32nd
3
1.861 +/- 0.002
30th
3
1.976 +/- 0.001
28th
3
2.076 +/- 0.004
Low-Tier
25th
> 2.114
25th
3
2.115 +/- 0.016
24th
3
2.118 +/- 0.003
21st
3
2.137 +/- 0.004
18th
3
2.200 +/- 0.039
15th
4
2.438 +/- 0.007
11th
6
2.456 +/- 0.019
9th
3
2.658 +/- 0.067
7th
3
2.681 +/- 0.016
5th
3
2.755 +/- 0.011
2nd
3
4.880 +/- 0.249
OpenBenchmarking.orgDistribution Of Public Results - Device: CPU - Backend: Numpy - Project Size: 4194304 - Benchmark: Equation of State138 Results Range From 1 To 6 Seconds11.4171.8342.2512.6683.0853.5023.9194.3364.7535.175.5876.0041224364860

Based on OpenBenchmarking.org data, the selected test / test configuration (PyHPC Benchmarks 3.0 - Device: CPU - Backend: Numpy - Project Size: 4194304 - 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: Numpy - Project Size: 4194304 - Benchmark: Equation of StateRun-Time246810Min: 1 / Avg: 1.34 / Max: 4

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