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 19 September 2024.
Suites Using This Test
Performance Metrics
Analyze Test Configuration:Numpy Benchmark
OpenBenchmarking.org metrics for this test profile configuration based on 3,259 public results since 14 January 2020 with the latest data as of 18 September 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 - 336 Benchmark Results |
AmpereOne - Supermicro ARS-211M-NR R13SPD v1.02 - Ampere Computing LLC Device e208 Ubuntu 24.04 - 6.8.0-39-generic-64k - GCC 13.2.0 |
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1 System - 62 Benchmark Results |
6 x Intel Xeon E5-2640 0 - Intel VMware Virtual 440BX Desktop - Intel 440BX Debian 12 - 6.1.0-23-amd64 - GCC 12.2.0 |
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1 System - 1 Benchmark Result |
4 x Intel Core i5-8500T - Intel 440BX - Intel 440BX Ubuntu 24.04 - 6.8.0-41-generic - 4.5 Mesa 24.0.9-0ubuntu0.1 |
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1 System - 334 Benchmark Results |
Intel Core i3-12100 - ASRock H610M-HDV/M.2 R2.0 - Intel Device 7aa7 Ubuntu 20.04 - 5.15.0-89-generic - GNOME Shell 3.36.9 |
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4 Systems - 99 Benchmark Results |
AMD Ryzen 9 9950X 16-Core - ASUS ROG STRIX X670E-E GAMING WIFI - AMD Device 14d8 cachyos rolling - 6.10.5-2-cachyos - KDE Plasma 6.1.4 |
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3 Systems - 99 Benchmark Results |
AMD Ryzen 9 9950X 16-Core - ASUS ROG STRIX X670E-E GAMING WIFI - AMD Device 14d8 Arch Linux - 6.10.5-arch1-1 - GNOME Shell 46.4 |
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2 Systems - 21 Benchmark Results |
Intel Xeon E3-1225 v5 - Dell PowerEdge T30 07T4MC - Intel Xeon E3-1200 v5 Ubuntu 20.04 - 5.4.0-190-generic - OpenCL 1.2 pocl 1.4 +Asserts LLVM 9.0.1 RELOC SLEEF DISTRO POCL_DEBUG |
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1 System - 1 Benchmark Result |
Intel Xeon X3430 - Dell PowerEdge T110 0V52N7 - Intel Core DMI Ubuntu 22.04 - 5.15.0-117-generic - GCC 11.4.0 |
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3 Systems - 9 Benchmark Results |
Intel Core 2 Duo E8400 - Dell OptiPlex 780 0200DY - Intel 4 DRAM + ICH10DO Ubuntu 24.04 - 6.8.0-38-generic - LXQt 1.4.0 |
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2 Systems - 1 Benchmark Result |
Intel Core i5-4210M - Acer Aspire E5-572G EA50_HWS - Intel Xeon E3-1200 v3 Ubuntu 24.04 - 6.8.0-38-generic - LXQt 1.4.0 |
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2 Systems - 95 Benchmark Results |
AMD Ryzen 9 9950X 16-Core - ASUS ROG STRIX X670E-E GAMING WIFI - AMD Device 14d8 Ubuntu 24.04 - 6.8.0-40-generic - GNOME Shell 46.0 |
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1 System - 1 Benchmark Result |
Intel Xeon E3-1225 v5 - Dell PowerEdge T30 07T4MC - Intel Xeon E3-1200 v5 Ubuntu 20.04 - 5.4.0-190-generic - OpenCL 1.2 pocl 1.4 +Asserts LLVM 9.0.1 RELOC SLEEF DISTRO POCL_DEBUG |
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5 Systems - 531 Benchmark Results |
AMD EPYC 7702 64-Core - Supermicro Super Server H12SSL-NT v1.02 - AMD Starship Debian 12 - 6.8.8-2-pve - NVIDIA |
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1 System - 87 Benchmark Results |
AMD Ryzen 9 9950X 16-Core - ASUS ROG STRIX X670E-E GAMING WIFI - AMD Device 14d8 Ubuntu 24.04 - 6.8.0-40-generic - GNOME Shell 46.0 |
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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 |
Most Popular Test Results
Compare
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16 Systems - 119 Benchmark Results |
2 x Intel Xeon Platinum 8275CL - ASRockRack EP2C621D12 WS - Intel Sky Lake-E DMI3 Registers Ubuntu 19.10 - 5.3.0-55-generic - GNOME Shell 3.34.1 |
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4 Systems - 55 Benchmark Results |
AMD Ryzen 3 3200U - MOTILE PF4PU1F - AMD Raven Clear Linux OS 32230 - 5.4.16-900.native - 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 |
Intel Core i5-10600K - Gigabyte Z490 AORUS MASTER - Intel Comet Lake PCH Ubuntu 20.04 - 5.9.0-050900-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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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 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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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 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 |
Ampere Altra ARMv8 Neoverse-N1 - WIWYNN Mt.Jade - Ampere Computing LLC Device e100 Ubuntu 20.04 - 5.11.0-051100-generic-64k - GNOME Shell 3.36.4 |
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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 - 110 Benchmark Results |
Intel Core i7-1165G7 - Dell 0GG9PT - Intel Tiger Lake-LP Fedora 33 - 5.8.15-301.fc33.x86_64 - GNOME Shell 3.38.2 |
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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 |