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 9 November 2024.
Suites Using This Test
Performance Metrics
Analyze Test Configuration:Numpy Benchmark
OpenBenchmarking.org metrics for this test profile configuration based on 3,378 public results since 14 January 2020 with the latest data as of 6 November 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.
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
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33 Systems - 367 Benchmark Results |
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2 Systems - 541 Benchmark Results
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ARMv8 Cortex-A76 - Raspberry Pi 5 Model B Rev 1.0 - Broadcom BCM2712 Ubuntu 24.04 - 6.8.0-1013-raspi - KDE Plasma 5.27.11
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2 Systems - 525 Benchmark Results
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ARMv8 Cortex-A76 - Raspberry Pi 5 Model B Rev 1.0 - Broadcom BCM2712 Ubuntu 24.04 - 6.8.0-1012-raspi - KDE Plasma 5.27.11
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1 System - 342 Benchmark Results
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Intel Core i9-12900K - ASUS PRIME Z790-V AX - Intel Raptor Lake-S PCH Ubuntu 24.04 - 6.8.0-47-generic - GNOME Shell 46.0
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4 Systems - 856 Benchmark Results
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2 Systems - 4 Benchmark Results
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AMD Ryzen 5 8600G - Shenzhen Meigao Electronic Equipment A5WSP v1.1 - AMD Device 14e8 ManjaroLinux 24.1.1 - 6.6.54-2-MANJARO - KDE Plasma 6.1.5
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1 System - 150 Benchmark Results
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2 x Montage Jintide C6230R - H3C UniServer R4700 G3 RS33M2C3S - 384GB Ubuntu 20.04.6 LTS - 6.8.0-47-generic - GCC 9.4.0
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1 System - 2 Benchmark Results
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Intel Core i3-1315U - Intel NUC13ANBi3 - Intel Alder Lake PCH ManjaroLinux 24.1.0 - 6.6.52-1-MANJARO - KDE Plasma 6.1.5
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1 System - 294 Benchmark Results
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Intel Xeon Gold 5412U - ASRockRack SPC741D8UD-2T/X550/H - Intel Device 1bce Clear Linux OS 42410 - 6.10.9-1462.native - X Server
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1 System - 286 Benchmark Results
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1 System - 280 Benchmark Results
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Intel Xeon Gold 5412U - ASRockRack SPC741D8UD-2T/X550/H - Intel Device 1bce Clear Linux OS 42410 - 6.10.9-1462.native - X Server
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1 System - 294 Benchmark Results
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Intel Xeon Gold 5412U - ASRockRack SPC741D8UD-2T/X550/H - Intel Device 1bce Ubuntu 22.04 - 5.15.0-119-generic - 1.3.255
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1 System - 286 Benchmark Results
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Intel Xeon Gold 5412U - ASRockRack SPC741D8UD-2T/X550/H - Intel Device 1bce Ubuntu 22.04 - 5.15.0-119-generic - 1.3.255
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1 System - 280 Benchmark Results
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Intel Xeon Gold 5412U - ASRockRack SPC741D8UD-2T/X550/H - Intel Device 1bce Ubuntu 22.04 - 5.15.0-119-generic - 1.3.255
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1 System - 1 Benchmark Result
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AMD Ryzen 9 9950X 16-Core - 58GB - 0GB Virtual Disk + 16GB Virtual Disk + 275GB Virtual Disk Debian GNU - 5.15.153.1-microsoft-standard-WSL2 - Wayland |
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 Raven Ubuntu 20.04 - 5.4.0-9-generic - GNOME Shell 3.34.3 |
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2 Systems - 535 Benchmark Results |
Intel Core i7-1065G7 - Dell 06CDVY - Intel Device 34ef Ubuntu 20.04 - 5.9.0-050900rc7daily20201003-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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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 5950X 16-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 3950X 16-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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12 Systems - 593 Benchmark Results |
Intel Core i9-10900K - Gigabyte Z490 AORUS MASTER - Intel Comet Lake PCH 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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4 Systems - 131 Benchmark Results |
Intel Xeon E-2278GEL - Logic Supply RXM-181 TBD by OEM - Intel FreeBSD - 13.0-BETA1 - Clang 11.0.1 |
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8 Systems - 439 Benchmark Results |
Intel Core i5-10600K - 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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4 Systems - 110 Benchmark Results |
Intel Core i7-1165G7 - Dell 0GG9PT - Intel Tiger Lake-LP ManjaroLinux 20.2 - 5.9.11-3-MANJARO - Xfce 4.14 |
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3 Systems - 173 Benchmark Results |
AMD Ryzen Threadripper 3970X 32-Core - 64GB - 931GB Ubuntu 20.04 - 4.4.0-19041-Microsoft - GCC 9.3.0 |
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2 Systems - 90 Benchmark Results |
Intel Core i9-9900KS - ASUS PRIME Z390-A - Intel Cannon Lake PCH Ubuntu 20.04 - 5.4.0-14-generic - GNOME Shell 3.34.3 |