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 December 2024.
Suites Using This Test
Performance Metrics
Analyze Test Configuration:Numpy Benchmark
OpenBenchmarking.org metrics for this test profile configuration based on 3,428 public results since 14 January 2020 with the latest data as of 26 December 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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5 Systems - 205 Benchmark Results |
AMD Ryzen 5 2600 Six-Core - Gigabyte X470 AORUS ULTRA GAMING-CF - AMD 17h Ubuntu 23.10 - 6.5.0-44-generic - X Server 1.21.1.7 |
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5 Systems - 191 Benchmark Results |
AMD Ryzen 5 2600 Six-Core - Gigabyte X470 AORUS ULTRA GAMING-CF - AMD 17h Ubuntu 23.10 - 6.5.0-44-generic - X Server 1.21.1.7 |
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1 System - 1 Benchmark Result |
AMD EPYC 9B14 - Google Compute Engine c3d-standard-16 - 64GB Rocky Linux 8.10 - 4.18.0-553.16.1.el8_10.cloud.0.1.x86_64 - GCC 13.3.1 20240611 |
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1 System - 1 Benchmark Result |
AMD Ryzen 5 9600X 6-Core - MSI PRO B650M-P - AMD Device 14d8 Ubuntu 22.04 - 6.12.3-061203-generic - GNOME Shell 42.9 |
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1 System - 322 Benchmark Results |
AMD Eng Sample 100-000000897-03 - Supermicro Super Server H13SSL-N v2.00 - AMD Device 14a4 Ubuntu 24.04 - 6.8.0-50-generic - GNOME Shell 46.0 |
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1 System - 322 Benchmark Results |
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1 System - 1 Benchmark Result
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AMD Ryzen 5 9600X 6-Core - MSI PRO B650M-P - AMD Device 14d8 Ubuntu 22.04 - 6.12.3-061203-generic - GNOME Shell 42.9
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1 System - 1 Benchmark Result
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AMD Ryzen 5 9600X 6-Core - MSI PRO B650M-P - AMD Device 14d8 Ubuntu 22.04 - 6.2.0-26-generic - GNOME Shell 42.9
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1 System - 120 Benchmark Results
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80 x Intel Xeon - Nutanix AHV - Intel 440FX 82441FX PMC Ubuntu 22.04 - 6.5.0-45-generic - NVIDIA
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3 Systems - 218 Benchmark Results
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1 System - 1 Benchmark Result
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AMD Ryzen 7 3800X 8-Core - ASUS TUF GAMING X570-PLUS_BR - AMD Starship Ubuntu 20.04 - 5.4.0-200-generic - MATE 1.24.0
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2 Systems - 85 Benchmark Results
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Apple M4 Max - Apple MacBook Pro - 48GB macOS 15.1.1 - 24.1.0 - X Server
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1 System - 1 Benchmark Result
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AMD Eng Sample 100-000000560-40_Y - (5.24 BIOS) - AMD 17h-19h PCIe Root Complex Ubuntu 24.04 - 6.8.0-49-generic - GNOME Shell 46.0
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Featured Processor Comparison
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Featured Processor Comparison
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Most Popular Test Results
Compare
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16 Systems - 119 Benchmark Results |
2 x Intel Xeon Gold 6226R - GIGABYTE MD61-SC2-00 v01000100 - Intel Sky Lake-E DMI3 Registers Ubuntu 20.04 - 5.4.0-18-generic - GNOME Shell 3.36.0 |
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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 |
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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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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 5900X 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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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 |
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4 Systems - 131 Benchmark Results |
Intel Xeon E-2278GEL - Logic Supply RXM-181 TBD by OEM - Intel FreeBSD - 12.2-RELEASE - Clang 10.0.1 |
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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 |
AMD Ryzen 5 5600X 6-Core - ASUS ROG CROSSHAIR VIII HERO - AMD Starship Ubuntu 21.04 - 5.12.0-051200rc3daily20210315-generic - GNOME Shell 3.38.3 |
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2 Systems - 269 Benchmark Results |
AMD Ryzen Threadripper 3990X 64-Core - System76 Thelio Major - AMD Starship Pop 20.04 - 5.4.0-7626-generic - GNOME Shell 3.36.1 |
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5 Systems - 62 Benchmark Results |
2 x Intel Xeon Platinum 8280 - GIGABYTE MD61-SC2-00 v01000100 - Intel Sky Lake-E DMI3 Registers Ubuntu 20.04 - 5.11.0-051100rc6daily20210201-generic - GNOME Shell 3.36.4 |
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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 |
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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 |