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 current as of 29 November 2022.
Suites Using This Test
Performance Metrics
Analyze Test Configuration:Numpy Benchmark
OpenBenchmarking.org metrics for this test profile configuration based on 2,411 public results since 14 January 2020 with the latest data as of 3 December 2022.
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 15 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 |
2 x Intel Xeon E5-2650 0 - HP 158B - Intel Xeon E5 Ubuntu 22.04 - 5.15.0-56-generic - GNOME Shell 42.5 |
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1 System - 113 Benchmark Results |
Intel Xeon - Virtuozzo KVM - Intel 440FX 82441FX PMC AlmaLinux 8.7 - 4.18.0-425.3.1.el8.x86_64 - GCC 8.5.0 20210514 |
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1 System - 113 Benchmark Results |
2 x Intel Xeon Gold 6142 - Intel 440BX - Intel 440BX AlmaLinux 8.7 - 4.18.0-425.3.1.el8.x86_64 - GCC 8.5.0 20210514 |
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1 System - 1 Benchmark Result |
2 x Intel Xeon E5-2650 0 - HP 158B - Intel Xeon E5 Ubuntu 22.04 - 5.15.0-56-generic - GNOME Shell 42.5 |
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1 System - 1 Benchmark Result |
2 x Intel Xeon E5-2650 0 - HP 158B - Intel Xeon E5 Ubuntu 22.04 - 5.15.0-53-generic - GNOME Shell 42.5 |
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1 System - 1 Benchmark Result |
Intel Core i5-9600KF - ASUS PRIME Z390M-PLUS - Intel Cannon Lake PCH Ubuntu 20.04 - 5.15.0-56-generic - GNOME Shell 3.36.9 |
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1 System - 1 Benchmark Result |
AMD Ryzen 9 3900X 12-Core - ASUS ROG STRIX X570-E GAMING - AMD Starship Ubuntu 20.04 - 5.4.0-132-generic - NVIDIA |
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Featured Graphics Comparison |
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1 System - 1 Benchmark Result |
Apple M1 Pro - Apple MacBook Pro - 32GB macOS 13.0.1 - 22.1.0 - GCC 14.0.0 + Clang 14.0.0 + Xcode 14.1 |
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1 System - 2 Benchmark Results |
Intel Core i5-10210U - Google Kindred - Intel Comet Lake PCH-LP Ubuntu 22.04 - 5.10.131 - GNOME Shell 42.5 |
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1 System - 1 Benchmark Result |
Intel Core i5-10210U - Google Kindred - Intel Comet Lake PCH-LP Ubuntu 22.04 - 5.10.131 - GNOME Shell 42.5 |
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1 System - 109 Benchmark Results |
Intel Core i9-12900K - ASUS PRIME Z690M-HZ - Intel Alder Lake-S PCH Debian - 6.0.9-x64v3-xanmod1 - Xfce 4.16 |
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1 System - 1 Benchmark Result |
Intel Core i9-9880H - Apple MacBook Pro - 2 x 8 GB DDR4-2667MHz macOS 11.7.1 - 20.6.0 - OpenCL 1.2 |
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24 Systems - 193 Benchmark Results |
AMD EPYC 9654 96-Core - AMD Titanite_4G - AMD Device 14a4 Ubuntu 22.10 - 6.0.0-060000rc3daily20220904-generic - GNOME Shell |
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1 System - 162 Benchmark Results |
Intel Celeron J1800 - LENOVO Aptio CRB - 4096MB Alpine Linux v3.17 3.17.0_rc1 - 5.15.78-0-lts - ext4 |
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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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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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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11 Systems - 217 Benchmark Results |
AMD Ryzen 9 3950X 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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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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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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8 Systems - 439 Benchmark Results |
Intel Core i5-11600K - ASUS ROG MAXIMUS XIII HERO - Intel Device 43ef Ubuntu 21.04 - 5.12.0-051200rc3daily20210315-generic - GNOME Shell 3.38.3 |
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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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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 - 84 Benchmark Results |
Intel Xeon E-2288G - Compulab SBC-ATCFL v1.2 - Intel Cannon Lake PCH Ubuntu 20.10 - 5.8.0-41-generic - GNOME Shell 3.38.2 |
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12 Systems - 229 Benchmark Results |
AMD Ryzen 5 2600 Six-Core - ASUS ROG CROSSHAIR VIII HERO - AMD 17h Ubuntu 20.04 - 5.9.0-050900-generic - GNOME Shell 3.36.4 |
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26 Systems - 438 Benchmark Results |
AMD EPYC 7702 64-Core - ASRockRack EPYCD8 - AMD Starship Ubuntu 20.04 - 5.11.0-051100rc6daily20210201-generic - GNOME Shell 3.36.4 |
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Featured Kernel Comparison |
AMD Ryzen 9 5900X 12-Core - ASUS ROG CROSSHAIR VIII HERO - AMD Starship Ubuntu 20.10 - 5.10.0-051000daily20201222-generic - GNOME Shell 3.38.1 |
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3 Systems - 376 Benchmark Results |
2 x AMD EPYC 7F72 24-Core - Supermicro H11DSi-NT v2.00 - AMD Starship Ubuntu 20.10 - 5.11.0-rc4-max-boost-inv-patch - GNOME Shell 3.38.1 |
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4 Systems - 110 Benchmark Results |
Intel Core i7-1165G7 - Dell 0GG9PT - Intel Tiger Lake-LP Ubuntu 20.10 - 5.8.0-33-generic - GNOME Shell 3.38.1 |