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 2,890 public results since 14 January 2020 with the latest data as of 24 April 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 7900X 12-Core - MSI B650 GAMING PLUS WIFI - AMD Device 14d8 Ubuntu 22.04 - 6.5.0-27-generic - GNOME Shell 42.9 |
1 System - 11 Benchmark Results |
AMD EPYC 7763 64-Core - Supermicro H12SSL-i v1.02 - AMD Starship Ubuntu 22.04 - 6.5.0-21-generic - X Server 1.21.1.4 |
1 System - 12 Benchmark Results |
AMD EPYC 7763 64-Core - Supermicro H12SSL-i v1.02 - AMD Starship Ubuntu 22.04 - 6.5.0-21-generic - X Server 1.21.1.4 |
1 System - 11 Benchmark Results |
AMD EPYC 7763 64-Core - Supermicro H12SSL-i v1.02 - AMD Starship Ubuntu 22.04 - 6.5.0-21-generic - X Server 1.21.1.4 |
1 System - 11 Benchmark Results |
AMD EPYC 7763 64-Core - Supermicro H12SSL-i v1.02 - AMD Starship Ubuntu 22.04 - 6.5.0-21-generic - X Server 1.21.1.4 |
1 System - 1 Benchmark Result |
AMD EPYC 7763 64-Core - Supermicro H12SSL-i v1.02 - AMD Starship Ubuntu 22.04 - 6.5.0-21-generic - X Server 1.21.1.4 |
76 Systems - 921 Benchmark Results |
Intel Core i9-14900K - ASUS PRIME Z790-P - Intel Device 7a27 SystemRescue 10.01 - 6.1.30-1-lts - X Server 1.21.1.8 |
1 System - 3 Benchmark Results |
Intel Core i9-14900K - ASUS PRIME Z790-P - Intel Device 7a27 SystemRescue 10.01 - 6.1.30-1-lts - X Server 1.21.1.8 |
1 System - 1 Benchmark Result |
AMD EPYC 74F3 24-Core - Microsoft Virtual Machine - 60 + 160 Ubuntu 23.10 - 6.5.0-1015-azure - GCC 13.2.0 |
1 System - 1 Benchmark Result |
2 x QEMU Virtual 2.5+ - QEMU Standard PC - Intel 440FX 82441FX PMC Ubuntu 22.04 - 5.15.0-97-generic - GCC 11.4.0 |
1 System - 126 Benchmark Results |
AMD Ryzen 9 7950X 16-Core - Supermicro H13SAE-MF v1.00 - AMD Device 14d8 Debian 12 - 6.1.0-18-amd64 - GCC 12.2.0 |
1 System - 126 Benchmark Results |
Intel Xeon Gold 5416S - Supermicro X13SEW-TF v1.02 - Intel Device 1bce Debian 12 - 6.1.0-18-amd64 - GCC 12.2.0 |
1 System - 126 Benchmark Results |
Intel Xeon Gold 5416S - Supermicro X13SEW-TF v1.02 - Intel Device 1bce Debian 12 - 6.1.0-18-amd64 - GCC 12.2.0 |
1 System - 126 Benchmark Results |
AMD Ryzen 9 7950X 16-Core - Supermicro H13SAE-MF v1.00 - AMD Device 14d8 Debian 12 - 6.1.0-18-amd64 - GCC 12.2.0 |
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 |
16 Systems - 119 Benchmark Results |
Intel Xeon Platinum 8259L - ASRockRack EP2C621D16-4LP - Intel Sky Lake-E DMI3 Registers 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 Raven Ubuntu 20.04 - 5.4.0-9-generic - 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 |
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 3900X 12-Core - ASUS ROG CROSSHAIR VIII HERO - AMD Starship Ubuntu 20.04 - 5.7.0-999-generic - GNOME Shell 3.36.1 |
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 |
4 Systems - 131 Benchmark Results |
Intel Core i7-10700T - Insyde CometLake TBD by OEM - Intel FreeBSD - 13.0-BETA1 - Clang 11.0.1 |
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 20220510 - 5.17.5-1-default - GCC 12.1.0 |
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 |
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 7763 64-Core - AMD DAYTONA_X - AMD Starship Ubuntu 20.04 - 5.11.0-051100rc6daily20210201-generic - GNOME Shell 3.36.4 |
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 |
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 |