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.
OpenBenchmarking.org metrics for this test profile configuration based on 3,068 public results since 14 January 2020 with the latest data as of 15 July 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%.
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.
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.
1 System - 1 Benchmark Result |
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 |
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 |
AMD Ryzen Threadripper 7970X 32-Cores - ASRock TRX50 WS - AMD Device 14a4 Debian 12 - 6.1.0-22-amd64 - GNOME Shell 43.9 |
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1 System - 1 Benchmark Result |
AMD EPYC 3151 4-Core - GIGABYTE G431-MM0-OT MJ11-EC1-OT v01000100 - AMD 17h Debian 12 - 6.1.0-17-amd64 - GCC 12.2.0 |
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1 System - 1 Benchmark Result |
Apple - 8GB - 59GB Ubuntu 22.04.4 LTS - 6.6.31-linuxkit - 1.3.255 |
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1 System - 1 Benchmark Result |
AMD Ryzen 9 7950X3D 16-Core - MSI MAG X670E TOMAHAWK WIFI - AMD Device 14d8 Ubuntu 22.04 - 6.5.0-41-generic - GNOME Shell 42.9 |
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3 Systems - 141 Benchmark Results |
Intel Xeon Gold 6148 - Supermicro X11SPW-TF v1.03 - Intel Sky Lake-E DMI3 Registers Ubuntu 22.04 - 5.15.0-112-generic - X Server |
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2 Systems - 1012 Benchmark Results |
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1 System - 1 Benchmark Result
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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
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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
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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
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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
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2 x INTEL XEON PLATINUM 8592+ - Quanta Cloud QuantaGrid D54Q-2U S6Q-MB-MPS - Intel Device 1bce Ubuntu 24.04 - 6.9.0-060900rc3-generic - GCC 13.2.0
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2 Systems - 24 Benchmark Results
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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
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AMD Ryzen 7 5700G - ASUS ROG STRIX B550-F GAMING - AMD Renoir Debian 12 - 6.1.0-21-amd64 - KDE Plasma 5.27.5 |
16 Systems - 119 Benchmark Results |
Intel Xeon Platinum 8280 - GIGABYTE MD61-SC2-00 v01000100 - Intel Sky Lake-E DMI3 Registers Ubuntu 20.04 - 5.4.0-18-generic - GNOME Shell 3.36.0 |
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 |
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 |
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 |
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 |
12 Systems - 593 Benchmark Results |
Intel Core i5-10600K - ASUS PRIME Z490M-PLUS - Intel Comet Lake PCH Ubuntu 20.04 - 5.8.0-050800daily20200622-generic - GNOME Shell 3.36.2 |
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 |
1 System - 69 Benchmark Results |
Apple M1 Max - Apple MacBook Pro - 64GB macOS 12.1 - 21.2.0 - OpenCL 1.2 |
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] |
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 |
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 |
5 Systems - 62 Benchmark Results |
2 x AMD EPYC 7713 64-Core - AMD DAYTONA_X - AMD Starship Ubuntu 20.04 - 5.11.0-051100rc6daily20210201-generic - GNOME Shell 3.36.4 |
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 |
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 |
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 |