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 16 August 2024.
Suites Using This Test
Performance Metrics
Analyze Test Configuration:Numpy Benchmark
OpenBenchmarking.org metrics for this test profile configuration based on 3,222 public results since 14 January 2020 with the latest data as of 15 August 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
Compare
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1 System - 50 Benchmark Results |
AmpereOne - QEMU KVM Virtual Machine - Red Hat QEMU PCIe Oracle Linux Server 9.4 - 5.15.0-207.156.6.el9uek.aarch64 - GCC 11.4.1 20231218 |
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Featured Processor Comparison |
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1 System - 162 Benchmark Results |
AMD Ryzen Threadripper 7980X 64-Cores - System76 Thelio Major - AMD Device 14a4 Ubuntu 24.04 - 6.8.0-31-generic - GNOME Shell 46.0 |
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1 System - 1 Benchmark Result |
ARMv8 Cortex-A78E - EDK II 3.1-32827747 - 16GB Ubuntu 20.04 - 5.10.104-tegra - GNOME Shell 3.36.9 |
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2 Systems - 1 Benchmark Result |
ARMv8 Cortex-A78E - EDK II 3.1-32827747 - 16GB Ubuntu 20.04 - 5.10.104-tegra - NVIDIA |
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2 Systems - 413 Benchmark Results |
Intel Core i7-1185G7 - Dell XPS 13 9310 0DXP1F - Intel Tiger Lake-LP Ubuntu 24.04 - 6.10.0-061000rc4daily20240621-generic - GNOME Shell 46.0 |
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1 System - 1002 Benchmark Results |
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1 System - 275 Benchmark Results
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Intel Core i5-12500 - ASUS PRIME Z690M-HZ - Intel Alder Lake-S PCH Debian 12 - 6.1.0-21-amd64 - GCC 12.2.0
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2 Systems - 87 Benchmark Results
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ARMv8 Neoverse-V2 - Amazon EC2 r8g.metal-24xl - 12 x 64GB DDR5-5600MT Ubuntu 24.04 - 6.8.0-1009-aws - GCC 13.2.0
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1 System - 88 Benchmark Results
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ARMv8 Cortex-A72 - Amazon EC2 a1.metal - 32GB Ubuntu 24.04 - 6.8.0-1009-aws - GCC 13.2.0
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1 System - 999 Benchmark Results
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1 System - 1 Benchmark Result
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AMD Ryzen 9 7900 12-Core - ASUS PRIME B650-PLUS - AMD Device 14d8 Debian 12 - 6.6.13+bpo-amd64 - GNOME Shell 43.9
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1 System - 1 Benchmark Result
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AMD Ryzen 9 7950X3D 16-Core - Gigabyte B650 AORUS ELITE AX - AMD Device 14d8 Debian 12 - 6.1.0-22-amd64 - GNOME Shell 43.9
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1 System - 1 Benchmark Result
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AMD Ryzen 9 7950X3D 16-Core - Gigabyte B650 AORUS ELITE AX - AMD Device 14d8 Debian 12 - 6.1.0-22-amd64 - GNOME Shell 43.9
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1 System - 389 Benchmark Results
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AMD Ryzen Threadripper 7970X 32-Cores - ASRock TRX50 WS - AMD Device 14a4 Debian 12 - 6.1.0-22-amd64 - GNOME Shell 43.9 |
Most Popular Test Results
Compare
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16 Systems - 119 Benchmark Results |
AMD EPYC 7R32 48-Core - Supermicro H11SSL-i v2.00 - AMD Starship 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 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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11 Systems - 217 Benchmark Results |
AMD Ryzen 5 3600X 6-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 |
Intel Core i9-10900K - Gigabyte Z490 AORUS MASTER - Intel Comet Lake PCH Ubuntu 20.04 - 5.7.0-999-generic - GNOME Shell 3.36.1 |
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12 Systems - 593 Benchmark Results |
AMD Ryzen 9 5900X 12-Core - ASRock X570 Taichi - AMD Starship Fedora 33 - 5.8.16-300.fc33.x86_64 - GNOME Shell 3.38.1 |
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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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2 Systems - 101 Benchmark Results |
2 x Intel Xeon Platinum 8380 - Intel M50CYP2SB2U - Intel Device 0998 openSUSE 20220510 - 5.17.5-1-default - GCC 12.1.0 |
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4 Systems - 131 Benchmark Results |
Intel Core i7-10700T - Insyde CometLake TBD by OEM - Intel FreeBSD - 12.2-RELEASE - Clang 10.0.1 |
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8 Systems - 439 Benchmark Results |
AMD Ryzen 9 5900X 12-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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5 Systems - 62 Benchmark Results |
2 x AMD EPYC 75F3 32-Core - AMD DAYTONA_X - AMD Starship Ubuntu 20.04 - 5.11.0-051100rc6daily20210201-generic - GNOME Shell 3.36.4 |
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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 |
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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 - 5.11.0-051100rc4daily20210122-generic - 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 |