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 23 June 2024.
Suites Using This Test
Performance Metrics
Analyze Test Configuration:Numpy Benchmark
OpenBenchmarking.org metrics for this test profile configuration based on 3,040 public results since 14 January 2020 with the latest data as of 23 June 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 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 |
AMD Ryzen 5 5600 6-Core - ASUS TUF GAMING B450M-PRO II - AMD Starship Arch Linux - 6.9.4-arch1-1 - GNOME Shell 46.2 |
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1 System - 1 Benchmark Result |
AMD Ryzen 7 4700U - (5.16 BIOS) - AMD Renoir Ubuntu 24.04 - 6.8.0-35-generic - GCC 13.2.0 + LLVM 18.1.3 |
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1 System - 1 Benchmark Result |
AMD Ryzen 7 4700U - (5.16 BIOS) - AMD Renoir Ubuntu 24.04 - 6.8.0-35-generic - GCC 13.2.0 + LLVM 18.1.3 |
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1 System - 1 Benchmark Result |
AMD Ryzen 7 4700U - (5.16 BIOS) - AMD Renoir Ubuntu 24.04 - 6.8.0-35-generic - GCC 13.2.0 + LLVM 18.1.3 |
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22 Systems - 263 Benchmark Results |
AMD EPYC 9684X 96-Core - AMD Titanite_4G - AMD Device 14a4 Ubuntu 24.04 - 6.9.0-060900rc3-generic - GCC 13.2.0 |
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2 Systems - 24 Benchmark Results |
Intel Core i9-13900KS - ASUS ProArt Z790-CREATOR WIFI - Intel Device 7a27 Ubuntu 20.04 - 5.15.0-91-lowlatency - 1.1.182 |
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1 System - 4 Benchmark Results |
AMD Ryzen 7 5700G - ASUS ROG STRIX B550-F GAMING - AMD Renoir Debian 12 - 6.1.0-21-amd64 - KDE Plasma 5.27.5 |
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1 System - 926 Benchmark Results |
Intel Core i5-14500 - ASUS PRIME Z790-P WIFI - Intel Raptor Lake-S PCH Ubuntu 24.04 - 6.8.0-31-generic - GNOME Shell 46.0 |
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2 Systems - 137 Benchmark Results |
Intel Core i9-14900K - ASUS PRIME Z790-P WIFI - Intel Raptor Lake-S PCH Clear Linux OS 41680 - 6.8.9-1432.native - GNOME Shell 46.1 |
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1 System - 12 Benchmark Results |
Intel Core i3-N305 - HARDKERNEL ODROID-H4 v1.0 - Intel Device 54ef Debian 12 - 6.1.0-20-amd64 - GCC 12.2.0 |
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2 Systems - 2 Benchmark Results |
Intel Core i5-1240P - Oracle VirtualBox v1.2 - Intel 440FX 82441FX PMC Ubuntu 22.04 - 6.8.0 - GNOME Shell 42.9 |
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2 Systems - 145 Benchmark Results |
2 x Intel Xeon Gold 6252 - Intel S2600WFD - Intel Sky Lake-E DMI3 Registers Ubuntu 24.04 - 6.8.0-31-generic - GCC 13.2.0 |
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2 Systems - 147 Benchmark Results |
2 x Intel $0000% - Intel M50CYP2SB2U - Intel Ice Lake IEH Ubuntu 24.04 - 6.8.0-31-generic - GCC 13.2.0 |
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11 Systems - 139 Benchmark Results |
Intel Core i5-1135G7 - LENOVO Lenovo V15 G2 ITL LNVNB161216 - Intel Tiger Lake-LP Ubuntu 24.04 - 6.8.0-31-generic - GCC 13.2.0 |
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12 Systems - 139 Benchmark Results |
AMD Ryzen 9 3900X 12-Core - MSI X570-A PRO - AMD Starship Ubuntu 23.10 - 6.5.0-9-generic - X Server 1.21.1.7 |
Most Popular Test Results
Compare
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16 Systems - 119 Benchmark Results |
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 |
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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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 |
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 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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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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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 20220510 - 5.17.5-1-default - GCC 12.1.0 |
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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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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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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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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 - 376 Benchmark Results |
2 x AMD EPYC 7F72 24-Core - Supermicro H11DSi-NT v2.00 - AMD Starship Ubuntu 20.10 - 5.10.9-051009-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 Clear Linux OS 34130 - 5.9.16-1009.native - GNOME Shell 3.38.2 |