Numpy Benchmark
This is a test to obtain the general Numpy performance.
To run this test with the Phoronix Test Suite, the basic command is: phoronix-test-suite benchmark numpy.
Project Site
github.comTest Created
2 March 2016Last Updated
13 November 2020Test Maintainer
Victor Rodriguez BahenaTest Type
ProcessorTest Dependencies
PythonAccolades
100k+ DownloadsSupported Platforms
** 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.
*** Test profile page view reporting began March 2021.
Data updated weekly as of 29 January 2025.
Suites Using This Test
Performance Metrics
Analyze Test Configuration:Numpy Benchmark
OpenBenchmarking.org metrics for this test profile configuration based on 3,442 public results since 14 January 2020 with the latest data as of 23 January 2025.
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.
Based on OpenBenchmarking.org data, the selected test / test configuration (Numpy Benchmark) has an average run-time of 14 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 0.2%.
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.
Recent Test Results
Compare
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1 System - 1 Benchmark Result |
Intel Core i5-8250U - LENOVO 20KNA033JP - Intel Xeon E3-1200 v6 Ubuntu 22.04 - 5.15.0-130-generic - GNOME Shell 42.9 |
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2 Systems - 3 Benchmark Results |
AMD Ryzen 7 7840HS - Win element M600 - AMD Device 14e8 Ubuntu 24.10 - 6.12.9zh - X Server |
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2 Systems - 3 Benchmark Results |
AMD Ryzen 7 7840HS - Win element M600 - AMD Device 14e8 Ubuntu 23.10 - 6.6.0-rc7+ - GNOME Shell 45.0 |
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1 System - 5 Benchmark Results |
Intel Core i5-2520M - LENOVO ThinkPad X220 4290EC5 - Intel 2nd Generation Core DRAM ManjaroLinux 24.2.1 - 6.12.4-1-MANJARO - KDE Plasma 6.2.4 |
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1 System - 2 Benchmark Results |
AMD Ryzen 7 7840HS - Win element M600 - AMD Device 14e8 Ubuntu 23.10 - 6.6.0-rc7+ - GNOME Shell 45.0 |
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1 System - 1 Benchmark Result |
Apple M4 Pro - Apple MacBook Pro - 48GB macOS 15.2 - 24.2.0 - GCC 16.0.0 + Clang 16.0.0 |
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1 System - 4 Benchmark Results |
Intel Core i5-2520M - LENOVO ThinkPad X220 4290EC5 - Intel 2nd Generation Core DRAM ManjaroLinux 24.2.1 - 6.12.4-1-MANJARO - KDE Plasma 6.2.4 |
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1 System - 1 Benchmark Result |
AMD Ryzen 9 5900X 12-Core - ASRock X570 Steel Legend - AMD Starship Ubuntu 22.04 - 6.8.0-51-generic - GNOME Shell 42.9 |
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2 Systems - 8 Benchmark Results |
Intel Core i5-10210U - Google Kindred - Intel Comet Lake PCH-LP Arch Linux - 5.10.133 - KDE Plasma 5.26.4 |
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2 Systems - 7 Benchmark Results |
AMD Ryzen 3 5425U - GMKtec - AMD Renoir ManjaroLinux 24.2.1 - 6.11.11-1-MANJARO - KDE Plasma 6.2.4 |
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2 Systems - 7 Benchmark Results |
Intel Core i5-10210U - Google Kindred - Intel Comet Lake PCH-LP Arch Linux - 5.10.133 - KDE Plasma 5.26.4 |
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1 System - 4 Benchmark Results |
Intel Core i7-14700K - ASRock Z690 Extreme - Intel Alder Lake-S PCH ManjaroLinux 24.1.2 - 6.11.2-4-MANJARO - KDE Plasma 6.1.5 |
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1 System - 3 Benchmark Results |
Intel Core i7-14700K - ASRock Z690 Extreme - Intel Alder Lake-S PCH ManjaroLinux 24.1.2 - 6.11.2-4-MANJARO - KDE Plasma 6.1.5 |
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2 Systems - 5 Benchmark Results |
AMD Ryzen 3 5425U - GMKtec - AMD Renoir ManjaroLinux 24.2.1 - 6.11.11-1-MANJARO - KDE Plasma 6.2.4 |
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2 Systems - 4 Benchmark Results |
AMD Ryzen 3 5425U - GMKtec - AMD Renoir ManjaroLinux 24.2.1 - 6.11.11-1-MANJARO - KDE Plasma 6.2.4 |
Most Popular Test Results
Compare
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16 Systems - 119 Benchmark Results |
2 x Intel Xeon Platinum 8259L - ASRockRack EP2C621D16-4LP - Intel Sky Lake-E DMI3 Registers Ubuntu 19.10 - 5.3.0-64-generic - GNOME Shell 3.34.1 |
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4 Systems - 55 Benchmark Results |
AMD Ryzen 3 3200U - MOTILE PF4PU1F - AMD Device 15d0 Ubuntu 18.04 - 5.3.0-28-generic - GNOME Shell 3.28.4 |
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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 |
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1 System - 115 Benchmark Results |
AMD Ryzen 9 5900HX - System76 Kudu - AMD Renoir Pop 21.10 - 5.15.15-76051515-generic - GNOME Shell 40.5 |
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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 |
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1 System - 69 Benchmark Results |
Apple M1 Max - Apple MacBook Pro - 64GB macOS 12.1 - 21.2.0 - OpenCL 1.2 |
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11 Systems - 217 Benchmark Results |
AMD Ryzen 9 3900X 12-Core - ASUS ROG CROSSHAIR VIII HERO - AMD Starship Ubuntu 20.04 - 5.9.0-050900-generic - GNOME Shell 3.36.4 |
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Featured Processor Comparison |
AMD Ryzen 9 3900X 12-Core - ASUS ROG CROSSHAIR VIII HERO - AMD Starship Ubuntu 20.04 - 5.7.0-999-generic - GNOME Shell 3.36.1 |
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4 Systems - 131 Benchmark Results |
Intel Core i7-10700T - Insyde CometLake TBD by OEM - Intel FreeBSD - 13.0-BETA1 - Clang 11.0.1 |
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12 Systems - 593 Benchmark Results |
AMD Ryzen 7 3700X 8-Core - MSI MEG X570 GODLIKE - AMD Starship Ubuntu 20.04 - 5.8.0-050800daily20200622-generic - GNOME Shell 3.36.2 |
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2 Systems - 101 Benchmark Results |
2 x Intel Xeon Platinum 8380 - Intel M50CYP2SB2U - Intel Device 0998 openSUSE Tumbleweed 20220507 - 5.17.4-1-default - GCC 11.2.1 20220420 [revision 691af15031e00227ba6d5935c1d737026cda4129] |
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8 Systems - 439 Benchmark Results |
Intel Core i9-10900K - Gigabyte Z490 AORUS MASTER - Intel Comet Lake PCH Ubuntu 21.04 - 5.12.0-051200rc3daily20210315-generic - GNOME Shell 3.38.3 |
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5 Systems - 62 Benchmark Results |
2 x AMD EPYC 7763 64-Core - AMD DAYTONA_X - AMD Starship Ubuntu 20.04 - 5.11.0-051100rc6daily20210201-generic - GNOME Shell 3.36.4 |
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6 Systems - 100 Benchmark Results |
AMD Ryzen 9 3900XT 12-Core - MSI MEG X570 GODLIKE - AMD Starship Ubuntu 20.04 - 5.8.0-050800daily20200622-generic - GNOME Shell 3.36.2 |
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4 Systems - 110 Benchmark Results |
Intel Core i7-1165G7 - Dell 0GG9PT - Intel Tiger Lake-LP Clear Linux OS 34130 - 5.9.16-1009.native - GNOME Shell 3.38.2 |