Mlpack benchmark scripts for machine learning libraries
To run this test with the Phoronix Test Suite, the basic command is: phoronix-test-suite benchmark mlpack.
OpenBenchmarking.org metrics for this test profile configuration based on 1,030 public results since 10 January 2020 with the latest data as of 20 August 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 (Mlpack Benchmark - Benchmark: scikit_svm) has an average run-time of 2 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 0.5%.
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.
7 Systems - 14 Benchmark Results |
Intel Core i5-13500 - ASUS PRIME B760M-A D4 - Intel Device 7a27 Debian GNU - 5.14.0-284.25.1.el9_2.x86_64 - GCC 12.2.0 |
6 Systems - 14 Benchmark Results |
Intel Core i5-13500 - QEMU Standard PC - Intel 82G33 Fedora 40 - 6.8.5-301.fc40.x86_64 - GNOME Shell 46.0 |
5 Systems - 14 Benchmark Results |
Intel Core i5-13500 - QEMU Standard PC - Intel 82G33 Fedora 40 - 6.8.5-301.fc40.x86_64 - GNOME Shell 46.0 |
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 |
3 Systems - 14 Benchmark Results |
Intel Core i5-13500 - QEMU Standard PC - Intel 82G33 Fedora 40 - 6.8.5-301.fc40.x86_64 - GNOME Shell 46.0 |
3 Systems - 12 Benchmark Results |
Intel Core i5-13500 - QEMU Standard PC - Intel 82G33 Fedora 40 - 6.8.5-301.fc40.x86_64 - GNOME Shell 46.0 |
1 System - 147 Benchmark Results |
Intel Xeon Platinum 8375C - Amazon EC2 m6i.8xlarge - Intel 440FX 82441FX PMC Ubuntu 22.04 - 6.5.0-1017-aws - 1.3.255 |
1 System - 147 Benchmark Results |
ARMv8 Neoverse-V1 - Amazon EC2 m7g.8xlarge - Amazon Device 0200 Ubuntu 22.04 - 6.5.0-1017-aws - 1.3.255 |
1 System - 103 Benchmark Results |
Intel Xeon Platinum 8375C - Amazon EC2 m6i.8xlarge - Intel 440FX 82441FX PMC Ubuntu 22.04 - 6.5.0-1017-aws - 1.3.255 |
1 System - 103 Benchmark Results |
ARMv8 Neoverse-V1 - Amazon EC2 m7g.8xlarge - Amazon Device 0200 Ubuntu 22.04 - 6.5.0-1017-aws - 1.3.255 |
1 System - 4 Benchmark Results |
ARMv8 Neoverse-V1 - Amazon EC2 m7g.4xlarge - Amazon Device 0200 Ubuntu 22.04 - 6.5.0-1017-aws - 1.3.255 |
4 Systems - 46 Benchmark Results |
ARMv8 Neoverse-V1 - Amazon EC2 c7g.4xlarge - Amazon Device 0200 Ubuntu 22.04 - 6.5.0-1020-aws - 1.3.255 |
10 Systems - 52 Benchmark Results |
Intel Xeon Platinum 8375C - Amazon EC2 c6i.4xlarge - Intel 440FX 82441FX PMC Ubuntu 22.04 - 6.5.0-1020-aws - 1.3.255 |
10 Systems - 52 Benchmark Results |
Intel Xeon Platinum 8375C - Amazon EC2 c6i.4xlarge - Intel 440FX 82441FX PMC Ubuntu 22.04 - 6.5.0-1020-aws - 1.3.255 |
4 Systems - 46 Benchmark Results |
ARMv8 Neoverse-V1 - Amazon EC2 c7g.4xlarge - Amazon Device 0200 Ubuntu 22.04 - 6.5.0-1020-aws - 1.3.255 |
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 |
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 |
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 |
2 Systems - 90 Benchmark Results |
Intel Core i9-9900KS - ASUS PRIME Z390-A - Intel Cannon Lake PCH Ubuntu 20.04 - 5.4.0-14-generic - GNOME Shell 3.34.3 |
2 Systems - 297 Benchmark Results |
AMD Ryzen Threadripper 3990X 64-Core - System76 Thelio Major - AMD Starship Pop 20.10 - 5.8.0-7625-generic - GNOME Shell 3.38.1 |
2 Systems - 150 Benchmark Results |
Intel Core i7-1065G7 - Dell 06CDVY - Intel Device 34ef Ubuntu 20.04 - 5.7.0-999-generic - GNOME Shell 3.36.1 |
12 Systems - 229 Benchmark Results |
AMD Ryzen 5 5600X 6-Core - ASUS ROG CROSSHAIR VIII HERO - AMD Starship Ubuntu 20.04 - 5.9.0-050900-generic - GNOME Shell 3.36.4 |
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 |
4 Systems - 513 Benchmark Results |
Intel Core i7-5775C - CompuLab v1.0 - Intel Broadwell-U DMI Ubuntu 20.10 - 5.8.0-26-generic - GNOME Shell 3.38.1 |
2 Systems - 403 Benchmark Results |
Intel Core i9-10900K - Gigabyte Z490 AORUS MASTER - Intel Comet Lake PCH Ubuntu 20.10 - 5.8.0-22-generic - GNOME Shell 3.38.0 |
2 Systems - 85 Benchmark Results |
Intel Core i7-10510U - LENOVO 20U9CTO1WW - Intel Comet Lake PCH-LP Fedora 33 - 5.9.16-200.fc33.x86_64 - KDE Plasma 5.20.4 |
2 Systems - 269 Benchmark Results |
AMD Ryzen Threadripper 3990X 64-Core - System76 Thelio Major - AMD Starship Ubuntu 20.04 - 5.4.0-29-generic - GNOME Shell 3.36.1 |
2 Systems - 705 Benchmark Results |
AMD EPYC 7713 64-Core - AMD DAYTONA_X - AMD Starship Ubuntu 22.04 - 5.15.0-47-generic - GNOME Shell 42.4 |
5 Systems - 142 Benchmark Results |
Intel Core i7-1065G7 - Dell 06CDVY - Intel Device 34ef Ubuntu 20.04 - 5.7.0-999-generic - GNOME Shell 3.36.1 |