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 2,872 public results since 14 January 2020 with the latest data as of 27 March 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 - 341 Benchmark Results |
AMD Ryzen 9 7950X 16-Core - ASUS ProArt X670E-CREATOR WIFI - AMD Device 14d8 Pop 22.04 - 6.6.10-76060610-generic - GNOME Shell 42.5 |
1 System - 1 Benchmark Result |
Apple M2 Pro - Apple MacBook Pro - 32GB macOS 14.4 - 23.4.0 - X Server |
1 System - 1 Benchmark Result |
Apple M2 Max - Mac - 32GB macOS 14.3 - 23.3.0 - GCC 15.0.0 + Clang 15.0.0 + Xcode 15.2 |
2 Systems - 390 Benchmark Results |
ARMv8 Cortex-A76 - BCM2835 Raspberry Pi 5 Model B Rev 1.0 - 8GB Ubuntu 23.10 - 6.5.0-1011-raspi - GNOME Shell 45.2 |
1 System - 1 Benchmark Result |
AMD Ryzen 7 7700X 8-Core - ASRock B650 PG Lightning - AMD Device 14d8 EndeavourOS rolling - 6.7.6-zen1-1-zen - KDE Plasma 5.27.10 |
5 Systems - 587 Benchmark Results |
Intel Core i5-14500 - ASUS PRIME Z790-P WIFI - Intel Raptor Lake-S PCH Ubuntu 23.10 - 6.7.3-060703-generic - GNOME Shell 45.2 |
1 System - 304 Benchmark Results |
AMD A4-5300 APU - ASRock FM2A88M-HD+ R3.0 - AMD 15h Ubuntu 20.04 - 5.15.0-89-generic - GNOME Shell 3.36.9 |
6 Systems - 29 Benchmark Results |
AMD EPYC 9R14 - Amazon EC2 r7a.xlarge - Intel 440FX 82441FX PMC Amazon Linux 2023 - 6.1.72-96.166.amzn2023.x86_64 - GCC 11.4.1 20230605 |
5 Systems - 29 Benchmark Results |
AMD EPYC 9R14 - Amazon EC2 r7a.xlarge - Intel 440FX 82441FX PMC Amazon Linux 2023 - 6.1.72-96.166.amzn2023.x86_64 - GCC 11.4.1 20230605 |
1 System - 1 Benchmark Result |
AMD EPYC 9354P 32-Core - Supermicro H13SSW - AMD Device 14a4 Ubuntu 22.04 - 5.15.0-92-generic - 1.3.238 |
4 Systems - 29 Benchmark Results |
AMD EPYC 9R14 - Amazon EC2 c7a.2xlarge - Intel 440FX 82441FX PMC Amazon Linux 2023 - 6.1.72-96.166.amzn2023.x86_64 - GCC 11.4.1 20230605 |
3 Systems - 29 Benchmark Results |
AMD EPYC 9R14 - Amazon EC2 c7a.2xlarge - Intel 440FX 82441FX PMC Amazon Linux 2023 - 6.1.72-96.166.amzn2023.x86_64 - GCC 11.4.1 20230605 |
2 Systems - 29 Benchmark Results |
Intel Xeon Platinum 8375C - Amazon EC2 c6i.2xlarge - Intel 440FX 82441FX PMC Amazon Linux 2023 - 6.1.61-85.141.amzn2023.x86_64 - GCC 11.4.1 20230605 |
2 Systems - 29 Benchmark Results |
Intel Xeon Platinum 8375C - Amazon EC2 c6i.2xlarge - Intel 440FX 82441FX PMC Amazon Linux 2023 - 6.1.61-85.141.amzn2023.x86_64 - GCC 11.4.1 20230605 |
1 System - 29 Benchmark Results |
Intel Xeon Platinum 8375C - Amazon EC2 c6i.2xlarge - Intel 440FX 82441FX PMC Amazon Linux 2023 - 6.1.61-85.141.amzn2023.x86_64 - GCC 11.4.1 20230605 |
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 |
4 Systems - 55 Benchmark Results |
AMD Ryzen 3 3200U - MOTILE PF4PU1F - AMD Device 15d0 Ubuntu 18.04 - 5.3.0-28-generic - GNOME Shell 3.28.4 |
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 |
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 |
12 Systems - 593 Benchmark Results |
AMD Ryzen 9 3950X 16-Core - ASUS ROG CROSSHAIR VIII HERO - AMD Starship Ubuntu 20.04 - 5.8.0-050800daily20200622-generic - GNOME Shell 3.36.2 |
Featured Processor Comparison |
AMD Ryzen 9 3950X 16-Core - ASUS ROG CROSSHAIR VIII HERO - AMD Starship Ubuntu 20.04 - 5.7.0-999-generic - GNOME Shell 3.36.1 |
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 |
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 |
8 Systems - 439 Benchmark Results |
Intel Core i5-11600K - ASUS ROG MAXIMUS XIII HERO - Intel Device 43ef Ubuntu 21.04 - 5.12.0-051200rc3daily20210315-generic - GNOME Shell 3.38.3 |
4 Systems - 110 Benchmark Results |
Intel Core i7-1165G7 - Dell 0GG9PT - Intel Tiger Lake-LP ManjaroLinux 20.2 - 5.9.11-3-MANJARO - Xfce 4.14 |
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 |
Featured Kernel Comparison |
AMD Ryzen 9 5900X 12-Core - ASUS ROG CROSSHAIR VIII HERO - AMD Starship Ubuntu 20.10 - 5.10.2-051002-generic - GNOME Shell 3.38.1 |
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 |
8 Systems - 84 Benchmark Results |
Intel Xeon E-2288G - Compulab SBC-ATCFL v1.2 - Intel Cannon Lake PCH Ubuntu 20.10 - 5.8.0-41-generic - GNOME Shell 3.38.2 |
1 System - 69 Benchmark Results |
Apple M1 Max - Apple MacBook Pro - 64GB macOS 12.1 - 21.2.0 - OpenCL 1.2 |