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, 45 Seconds

Average Run Time

49 Seconds

Test Dependencies

Python

Accolades

5k+ Downloads

Supported Platforms

* 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 14 April 2024.

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 540 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)

AMD Ryzen 9 7950X3D 16-Core

100th

0.697 ^{+/- 0.064}

AMD Ryzen 9 7900X 12-Core

98th

0.742 ^{+/- 0.017}

AMD Ryzen 5 7600X 6-Core

95th

0.751 ^{+/- 0.002}

AMD Ryzen 9 7950X 16-Core

95th

0.753 ^{+/- 0.023}

AMD Ryzen 7 7700X 8-Core

95th

0.754 ^{+/- 0.013}

AMD EPYC 9684X 96-Core

92nd

0.801 ^{+/- 0.059}

AMD Ryzen 7 5800X3D 8-Core

91st

0.809 ^{+/- 0.019}

Apple M2

90th

0.832 ^{+/- 0.003}

Apple M1

89th

0.843 ^{+/- 0.068}

AMD Ryzen 5 8600G

88th

0.886

2 x AMD EPYC 7773X 64-Core

84th

0.922 ^{+/- 0.085}

AMD EPYC 7773X 64-Core

82nd

0.954 ^{+/- 0.080}

2 x AMD EPYC 74F3 24-Core

81st

0.974

AMD Ryzen 7 5800X 8-Core

78th

0.981

AMD EPYC 7713 64-Core

78th

0.981 ^{+/- 0.011}

AMD Ryzen 7 7840U

77th

0.989

AMD EPYC 72F3 8-Core

76th

0.993 ^{+/- 0.043}

Mid-Tier

75th

> 0.998

2 x AMD EPYC 7713 64-Core

75th

1.001 ^{+/- 0.007}

AMD EPYC 7763 64-Core

71st

1.016 ^{+/- 0.008}

AMD Ryzen 9 5900X 12-Core

70th

1.020 ^{+/- 0.026}

2 x AMD EPYC 7763 64-Core

68th

1.027 ^{+/- 0.012}

2 x AMD EPYC 75F3 32-Core

68th

1.027 ^{+/- 0.040}

AMD Ryzen 9 5950X 16-Core

68th

1.028 ^{+/- 0.033}

2 x AMD EPYC 7663 56-Core

66th

1.041

Intel Core i9-13900K

64th

1.054 ^{+/- 0.022}

Intel Core i5-13600K

61st

1.105 ^{+/- 0.008}

AMD Ryzen Threadripper 3970X 32-Core

58th

1.143 ^{+/- 0.006}

Intel Core i5-14500

57th

1.191

Intel Core i9-9900KS

55th

1.245 ^{+/- 0.017}

AMD Ryzen Threadripper 3960X 24-Core

54th

1.267 ^{+/- 0.010}

Intel Core i9-10900K

54th

1.267

AMD Ryzen 7 5700G

54th

1.271 ^{+/- 0.062}

Intel Core i5-12600K

53rd

1.277 ^{+/- 0.076}

Intel Core i3-14100

53rd

1.278

Median

50th

1.309

Intel Core i5-10600K

50th

1.312 ^{+/- 0.014}

Intel Core i9-11900K

50th

1.315 ^{+/- 0.013}

AMD Ryzen Threadripper 3990X 64-Core

50th

1.319 ^{+/- 0.082}

Intel Core i7-12700K

49th

1.327 ^{+/- 0.012}

Intel Core i5-12400

49th

1.329 ^{+/- 0.014}

Intel Core i9-12900K

49th

1.330 ^{+/- 0.134}

Intel Core i7-1280P

44th

1.362 ^{+/- 0.021}

AMD Ryzen 9 3950X 16-Core

43rd

1.390 ^{+/- 0.051}

Intel Xeon E-2288G

42nd

1.413 ^{+/- 0.008}

AMD Ryzen 7 3800XT 8-Core

39th

1.451 ^{+/- 0.027}

AMD Ryzen 9 3900XT 12-Core

39th

1.456 ^{+/- 0.018}

Intel Core i3-10100

37th

1.472 ^{+/- 0.006}

Intel Core i5-11600K

35th

1.520 ^{+/- 0.179}

Intel Core i5-9400F

33rd

1.547 ^{+/- 0.008}

AMD Ryzen 9 5900HX

33rd

1.554 ^{+/- 0.022}

Intel Core i7-10700T

32nd

1.561 ^{+/- 0.021}

AMD Ryzen 7 PRO 6850U

30th

1.574 ^{+/- 0.012}

2 x AMD EPYC 7742 64-Core

28th

1.584 ^{+/- 0.015}

Intel Core i7-1065G7

26th

1.650 ^{+/- 0.138}

Low-Tier

25th

> 1.672

Intel Core i7-1165G7

25th

1.677 ^{+/- 0.005}

AMD Ryzen 7 PRO 5850U

24th

1.683 ^{+/- 0.002}

Intel Xeon Platinum 8490H

23rd

1.762

2 x Intel Xeon Platinum 8490H

21st

1.854

Intel Core i7-8565U

19th

1.876 ^{+/- 0.028}

Intel Xeon E3-1235L v5

16th

1.976 ^{+/- 0.001}

AMD Athlon 3000G

15th

2.014 ^{+/- 0.266}

AMD Ryzen 5 5500U

14th

2.060 ^{+/- 0.153}

Intel Core i7-8550U

14th

2.076 ^{+/- 0.004}

2 x Intel Xeon Platinum 8380

14th

2.078 ^{+/- 0.109}

AMD Ryzen 7 4700U

13th

2.089 ^{+/- 0.053}

AMD Ryzen 5 4500U

13th

2.118 ^{+/- 0.003}

Intel Xeon Silver 4216

9th

2.200 ^{+/- 0.039}

Intel Core i5-7600K

8th

2.438 ^{+/- 0.007}

Intel Core i7-5600U

7th

2.456 ^{+/- 0.019}

AMD EPYC 7F32 8-Core

6th

2.489 ^{+/- 0.016}

2 x Intel Xeon Platinum 8280

5th

2.658 ^{+/- 0.067}

Intel Core i7-2700K

4th

2.681 ^{+/- 0.016}

2 x Intel Xeon Gold 5220R

3rd

2.755 ^{+/- 0.011}

AMD Ryzen 3 3200U

1st

4.880 ^{+/- 0.249}

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 3 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.

Based on public OpenBenchmarking.org results, the selected test / test configuration has an average standard deviation of 0.1%.

Does It Scale Well With Increasing Cores?

No, based on the automated analysis of the collected public benchmark data, this test / test settings does not generally scale well with increasing CPU core counts. Data based on publicly available results for this test / test settings, separated by vendor, result divided by the reference CPU clock speed, grouped by matching physical CPU core count, and normalized against the smallest core count tested from each vendor for each CPU having a sufficient number of test samples and statistically significant data.

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

ARMv8 64-bit

aarch64

ARMv8 Cortex-A78E 12-Core, ARMv8 Neoverse-N1, ARMv8 Neoverse-V1, Ampere ARMv8 Neoverse-N1 128-Core, Ampere ARMv8 Neoverse-N1 256-Core, Ampere eMAG ARMv8 32-Core, Apple M1, Apple M2

intel-torch 1 System - 10 Benchmark Results	Intel Xeon Gold 5416S - Supermicro X13SEW-TF v1.02 - Intel Device 1bce Debian 12 - 6.1.0-18-amd64 - GCC 12.2.0
intel-pyhpc 1 System - 40 Benchmark Results	Intel Xeon Gold 5416S - Supermicro X13SEW-TF v1.02 - Intel Device 1bce Debian 12 - 6.1.0-18-amd64 - GCC 12.2.0
intel-numba 1 System - 10 Benchmark Results	Intel Xeon Gold 5416S - Supermicro X13SEW-TF v1.02 - Intel Device 1bce Debian 12 - 6.1.0-18-amd64 - GCC 12.2.0
amd-pytorch 1 System - 10 Benchmark Results	AMD Ryzen 9 7950X 16-Core - Supermicro H13SAE-MF v1.00 - AMD Device 14d8 Debian 12 - 6.1.0-18-amd64 - GCC 12.2.0
intel-aesara 1 System - 10 Benchmark Results	Intel Xeon Gold 5416S - Supermicro X13SEW-TF v1.02 - Intel Device 1bce Debian 12 - 6.1.0-18-amd64 - GCC 12.2.0
amd-aesara 1 System - 10 Benchmark Results	AMD Ryzen 9 7950X 16-Core - Supermicro H13SAE-MF v1.00 - AMD Device 14d8 Debian 12 - 6.1.0-18-amd64 - GCC 12.2.0
lcu-amd-python2 1 System - 126 Benchmark Results	AMD Ryzen 9 7950X 16-Core - Supermicro H13SAE-MF v1.00 - AMD Device 14d8 Debian 12 - 6.1.0-18-amd64 - GCC 12.2.0
lcu-intel-python2 1 System - 126 Benchmark Results	Intel Xeon Gold 5416S - Supermicro X13SEW-TF v1.02 - Intel Device 1bce Debian 12 - 6.1.0-18-amd64 - GCC 12.2.0
lcu-intel-python 1 System - 126 Benchmark Results	Intel Xeon Gold 5416S - Supermicro X13SEW-TF v1.02 - Intel Device 1bce Debian 12 - 6.1.0-18-amd64 - GCC 12.2.0
lcu-amd-python 1 System - 126 Benchmark Results	AMD Ryzen 9 7950X 16-Core - Supermicro H13SAE-MF v1.00 - AMD Device 14d8 Debian 12 - 6.1.0-18-amd64 - GCC 12.2.0
New CPU Benchmarks 5 Systems - 587 Benchmark Results	Intel Core i9-14900K - ASUS PRIME Z790-P WIFI - Intel Raptor Lake-S PCH Ubuntu 23.10 - 6.7.3-060703-generic - GNOME Shell 45.2
New Tests 1 System - 1253 Benchmark Results
orin-agx-maxn-pyhpc-all-cpu 1 System - 60 Benchmark Results	ARMv8 Cortex-A78E - EDK II 2.1-32413640 - 62GB Ubuntu 20.04 - 5.10.104-tegra - GNOME Shell 3.36.9
Laptops 1 System - 862 Benchmark Results
ai 1 System - 82 Benchmark Results	AMD Ryzen 7 7840U - Framework FRANMDCP07 - AMD Device 14e8 Ubuntu 23.10 - 6.7.0-060700rc5-generic - GNOME Shell 45.1

AMD Ryzen 7900 Series Linux CPU Benchmarks 13 Systems - 333 Benchmark Results	AMD Ryzen 7 5700G - ASUS ROG CROSSHAIR VIII HERO - AMD Renoir Ubuntu 22.04 - 6.0.0-060000rc1daily20220820-generic - GNOME Shell 42.2
Intel Core i5 12400 Linux Benchmarks 11 Systems - 119 Benchmark Results	Intel Core i5-12600K - ASUS PRIME Z690-P WIFI D4 - Intel Device 7aa7 Ubuntu 21.10 - 5.16.0-051600rc8-generic - GNOME Shell 40.5
Intel Core i5 12400 Linux Benchmarks 15 Systems - 182 Benchmark Results	AMD Ryzen 9 5950X 16-Core - ASUS ROG CROSSHAIR VIII HERO - AMD Starship Ubuntu 21.10 - 5.16.0-051600rc8-generic - GNOME Shell 40.5
Intel Core i9 13900K Linux CPU Benchmarks 16 Systems - 333 Benchmark Results	Intel Core i5-12600K - ASUS ROG STRIX Z690-E GAMING WIFI - Intel Device 7aa7 Ubuntu 22.04 - 6.0.0-060000rc1daily20220820-generic - GNOME Shell 42.2
AMD Ryzen 9 7950X3D Linux Review Benchmarks 5 Systems - 396 Benchmark Results	AMD Ryzen 7 5800X3D 8-Core - ASUS ROG CROSSHAIR VIII HERO - AMD Starship Ubuntu 23.04 - 6.2.0-060200rc8daily20230213-generic - GNOME Shell 43.2
7100 Dec 2 Systems - 161 Benchmark Results	Intel Core i3-7100 - Gigabyte B250M-DS3H-CF - Intel Xeon E3-1200 v6 Ubuntu 20.10 - 5.8.0-55-generic - GNOME Shell 3.38.1
Apple M1 Mac Mini vs. Core i7 2 Systems - 218 Benchmark Results	Intel Core i7-1280P - MSI MS-14C6 - Intel Alder Lake PCH Arch Linux - 5.18.16-arch1-1 - KDE Plasma 5.25.4
AMD Ryzen 7600X 7700X series extra Featured Processor Comparison	AMD Ryzen 5 7600X 6-Core - ASUS ROG CROSSHAIR X670E HERO - AMD Device 14d8 Ubuntu 22.04 - 6.0.0-060000rc1daily20220820-generic - GNOME Shell 42.2
kubuntu2204-ryzen7-3700 6 Systems - 301 Benchmark Results
HPC benchmark Featured Processor Comparison
Apple M1 Asahi Linux Alpha 3 Systems - 268 Benchmark Results	Apple M1 - Apple Mac mini - 8GB Arch Linux ARM - 5.17.0-rc7-asahi-next-20220310-5-1-ARCH - KDE Plasma 5.24.3
Testing Security Featured Motherboard Comparison	Intel Core i7-8565U - Dell 0KTW76 - Intel Cannon Point-LP Ubuntu 21.10 - 5.13.0-27-generic - GNOME Shell 40.5
Apple M1 Mac Mini 2 Systems - 219 Benchmark Results	Apple M1 - Apple Mac mini - 8GB Arch Linux ARM - 5.19.0-rc7-asahi-2-1-ARCH - KDE Plasma 5.25.4
Apple M2 MacBook vs. AMD Ryzen 7 PRO 6850U On Linux 3 Systems - 190 Benchmark Results	AMD Ryzen 7 PRO 6850U - LENOVO 21CM0001US - AMD Device 14b5 Arch rolling - 5.18.16-arch1-1 - KDE Plasma 5.25.4
3970X nov 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

PyHPC Benchmarks

Project Site

Test Created

Last Updated

Test Maintainer

Test Type

Average Install Time

Average Run Time

Test Dependencies

Accolades

Supported Platforms

Revision History

Suites Using This Test

Performance Metrics

PyHPC Benchmarks 3.0

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

Does It Scale Well With Increasing Cores?

Tested CPU Architectures

Recent Test Results

Most Popular Test Results