Numpy Benchmark

This is a test to obtain the general Numpy performance.

Learn more about this test at the upstream project site: http://github.com/serge-sans-paille/.

This utility test profile is maintained by Victor Rodriguez Bahena. This OpenBenchmarking.org test profile was created on 2 March 2016 and last updated on 13 November 2020. To run this test with the Phoronix Test Suite, the basic command is: phoronix-test-suite benchmark numpy.

100k+ Downloads

Installation StatsTest Completion StatsPublic Result UploadsOpenBenchmarking.orgEventsNumpy Benchmark Popularitypts/numpy2016.032016.052016.072016.092016.112017.012017.032017.052017.072017.092017.112018.012018.032018.052018.072018.092018.112019.012019.032019.052019.072019.092019.112020.012020.032020.052020.072020.092020.1160120180240300

* Data based on those opting to upload their test results to OpenBenchmarking.org and users enabling the opt-in anonymous statistics reporting.

Revision History

pts/numpy-1.2.1   [View Source]   13 Nov 2020 13:19 EST
Enable Numpy for macOS.

pts/numpy-1.2.0   [View Source]   14 Jan 2020 10:25 EST
Use geometric mean for result per https://github.com/phoronix-test-suite/test-profiles/pull/125

pts/numpy-1.1.0   [View Source]   10 Jan 2020 10:40 EST
Updates per https://github.com/phoronix-test-suite/test-profiles/pull/116

pts/numpy-1.0.5   [View Source]   08 Apr 2018 13:12 EDT
Actually numpy should be working fine now on BSD

pts/numpy-1.0.4   [View Source]   07 Apr 2018 21:24 EDT
Numpy has issues on BSD.

pts/numpy-1.0.3   [View Source]   18 Feb 2018 15:42 EST
Explicitly use python2 for numpy, not python3 when python points there.

pts/numpy-1.0.2   [View Source]   13 May 2016 13:34 EDT
Set TimesToRun to 1

pts/numpy-1.0.1   [View Source]   04 Mar 2016 16:38 EST
Fix results.xml

pts/numpy-1.0.0   [View Source]   02 Mar 2016 11:33 EST
Initial commit

Suites Using This Test

Machine Learning

CPU Massive

Server CPU Tests

Python

Single-Threaded

Performance Metrics

Analyze Test Configuration:

Numpy Benchmark

OpenBenchmarking.org metrics for this test profile configuration based on 1,069 public samples since 14 January 2020 with the latest data as of 3 December 2020.

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
Score (Average)
Mid-Tier
75th
< 374
Median
50th
314
Low-Tier
25th
< 282
4th
34
OpenBenchmarking.orgDistribution Of Public Results1069 Results Range From 7 To 559 Score7305376991221451681912142372602833063293523753984214444674905135365594080120160200

Based on OpenBenchmarking.org data, the selected test / test configuration (Numpy Benchmark) has an average run-time of 16 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 BenchmarkRun-Time306090120150Min: 4 / Avg: 15.8 / Max: 146

Based on public OpenBenchmarking.org results, the selected test / test configuration has an average standard deviation of 0.2%.

OpenBenchmarking.orgPercent, Fewer Is BetterAverage Deviation Between RunsDeviation246810Min: 0 / Avg: 0.19 / Max: 2

Recent Test Results

Compare

2 Systems - 56 Benchmark Results

AMD Ryzen 9 5900X 12-Core - 16GB - 931GB

Ubuntu 20.04 - 4.4.0-19041-Microsoft - GCC 9.3.0

29 Systems - 74 Benchmark Results

ARMv7 Cortex-A72 - BCM2711 Raspberry Pi 4 Model B Rev 1.1 - 2048MB

Raspbian 10 - 5.4.51-v7l+ - LXDE 0.10.0

1 System - 41 Benchmark Results

Intel Core i7-6700 - ASUS Z170I PRO GAMING - Intel Xeon E3-1200 v5

Fedora 33 - 5.8.16-300.fc33.x86_64 - Cinnamon 4.6.7

2 Systems - 152 Benchmark Results

AMD EPYC 7601 32-Core - TYAN B8026T70AE24HR - AMD 17h

Ubuntu 20.04 - 5.4.0-47-generic - GNOME Shell 3.36.4

3 Systems - 218 Benchmark Results

AMD Ryzen 9 5900X 12-Core - ASUS ROG CROSSHAIR VIII HERO - AMD Starship

Ubuntu 20.10 - 5.8.0-29-generic - GNOME Shell 3.38.1

3 Systems - 64 Benchmark Results

Intel Xeon E3-1280 v5 - MSI Z170A SLI PLUS - Intel Xeon E3-1200 v5

Ubuntu 20.04 - 5.9.0-050900rc2daily20200826-generic - GNOME Shell 3.36.4

3 Systems - 21 Benchmark Results

2 x AMD EPYC 7601 32-Core - Dell 02MJ3T - AMD 17h

Ubuntu 19.10 - 5.9.0-050900rc6daily20200922-generic - GNOME Shell 3.34.1

28 Systems - 74 Benchmark Results

Intel Pentium Gold G6400 - Gigabyte B460M DS3H - Intel Device 9b73

Debian 10 - 4.19.0-9-amd64 - X Server 1.20.4

1 System - 22 Benchmark Results

ARMv7 Cortex-A72 - BCM2711 Raspberry Pi 4 Model B Rev 1.2 - 2048MB

Raspbian 10 - 5.4.79-s3694257+ - LXDE

3 Systems - 67 Benchmark Results

Intel Xeon Gold 6226R - Supermicro X11SPL-F v1.02 - Intel Sky Lake-E DMI3 Registers

Ubuntu 20.04 - 5.9.0-050900rc6daily20200921-generic - GNOME Shell 3.36.4

27 Systems - 74 Benchmark Results

ARMv7 Cortex-A72 - BCM2711 Raspberry Pi 4 Model B Rev 1.1 - 2048MB

Raspbian 10 - 5.4.51-v7l+ - LXDE 0.10.0

3 Systems - 178 Benchmark Results

AMD Ryzen 3 3100 4-Core - ASUS ROG CROSSHAIR VIII HERO - AMD Starship

Ubuntu 20.10 - 5.8.0-29-generic - GNOME Shell 3.38.1

Most Popular Test Results

Compare

16 Systems - 119 Benchmark Results

2 x Intel Xeon Platinum 8275CL - ASRockRack EP2C621D12 WS - Intel Sky Lake-E DMI3 Registers

Ubuntu 19.10 - 5.3.0-55-generic - GNOME Shell 3.34.1

2 Systems - 535 Benchmark Results

AMD Ryzen 5 4500U - LENOVO LNVNB161216 - AMD Renoir Root Complex

Ubuntu 20.04 - 5.9.0-050900rc7daily20201002-generic - GNOME Shell 3.36.4

12 Systems - 593 Benchmark Results

AMD Ryzen 7 5800X 8-Core - Gigabyte X570 AORUS MASTER - AMD Starship

Fedora 33 - 5.8.16-300.fc33.x86_64 - GNOME Shell 3.38.1

11 Systems - 217 Benchmark Results

AMD Ryzen 9 5950X 16-Core - ASUS ROG CROSSHAIR VIII HERO - AMD Starship

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

4 Systems - 55 Benchmark Results

AMD Ryzen 3 3200U - MOTILE PF4PU1F - AMD Raven

Fedora 31 - 5.4.15-200.fc31.x86_64 - GNOME Shell 3.34.3

2 Systems - 403 Benchmark Results

Intel Core i9-10900K - Gigabyte Z490 AORUS MASTER - Intel Comet Lake PCH

Ubuntu 20.04 - 5.4.0-48-generic - GNOME Shell 3.36.4

3 Systems - 406 Benchmark Results

AMD Ryzen 9 3900XT 12-Core - MSI MEG X570 GODLIKE - AMD Starship

Ubuntu 20.10 - 5.8.0-20-generic - GNOME Shell 3.38.0

2 Systems - 269 Benchmark Results

AMD Ryzen Threadripper 3990X 64-Core - System76 Thelio Major - AMD Starship

Ubuntu 20.04 - 5.4.0-29-generic - GNOME Shell 3.36.1

2 Systems - 475 Benchmark Results

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

Ubuntu 19.10 - 5.3.0-40-generic - GNOME Shell 3.34.1

3 Systems - 173 Benchmark Results

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

Ubuntu 20.04 - 5.4.0-37-generic - GNOME Shell 3.36.2

18 Systems - 119 Benchmark Results

Intel Xeon Gold 5218 - GIGABYTE MD61-SC2-00 v01000100 - Intel Sky Lake-E DMI3 Registers

Ubuntu 20.04 - 5.4.0-18-generic - GNOME Shell 3.36.0

Find More Test Results


User Comments

Post A Comment