Numenta Anomaly Benchmark (NAB) is a benchmark for evaluating algorithms for anomaly detection in streaming, real-time applications. It is comprised of over 50 labeled real-world and artificial time-series data files plus a novel scoring mechanism designed for real-time applications. This test profile currently measures the time to run various detectors.
To run this test with the Phoronix Test Suite, the basic command is: phoronix-test-suite benchmark numenta-nab.
OpenBenchmarking.org metrics for this test profile configuration based on 753 public results since 28 February 2020 with the latest data as of 26 January 2023.
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 (Numenta Anomaly Benchmark 1.1 - Detector: Bayesian Changepoint) has an average run-time of 4 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 0.6%.
Yes, based on the automated analysis of the collected public benchmark data, this test / test settings does 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.
3 Systems - 211 Benchmark Results |
Intel Core i7-5960X - Gigabyte X99-UD4-CF - Intel Xeon E7 v3 Debian 11 - 5.10.0-10-amd64 - 1.0.2 |
2 Systems - 89 Benchmark Results |
AMD Ryzen 7 3800XT 8-Core - MSI X370 XPOWER GAMING TITANIUM - AMD Starship Debian 11 - 5.10.0-20-amd64 - X Server 1.20.11 |
1 System - 89 Benchmark Results |
Intel Core i5-5300U - LENOVO 20DL0038US - Intel Broadwell-U-OPI ManjaroLinux 22.0.0 - 5.15.85-1-MANJARO - Xfce 4.18 |
1 System - 89 Benchmark Results |
ARMv8 Neoverse-N1 - QEMU KVM Virtual Machine - Red Hat QEMU PCIe Ubuntu 22.04 - 5.15.0-1025-oracle - GCC 11.3.0 |
6 Systems - 110 Benchmark Results |
2 x AMD EPYC 9654 96-Core - AMD Titanite_4G - AMD Device 14a4 Ubuntu 22.04 - 5.15.0-56-generic - 1.2.204 |
5 Systems - 133 Benchmark Results |
2 x AMD EPYC 9654 96-Core - AMD Titanite_4G - AMD Device 14a4 Clear Linux OS 37930 - 6.1.1-1229.native - X Server |
5 Systems - 133 Benchmark Results |
2 x AMD EPYC 9654 96-Core - AMD Titanite_4G - AMD Device 14a4 CentOS Stream 9 - 5.14.0-214.el9.x86_64 - GNOME Shell 40.10 |
4 Systems - 133 Benchmark Results |
2 x AMD EPYC 9654 96-Core - AMD Titanite_4G - AMD Device 14a4 Ubuntu 22.10 - 5.19.0-26-generic - GNOME Shell 43.0 |
3 Systems - 133 Benchmark Results |
2 x AMD EPYC 9654 96-Core - AMD Titanite_4G - AMD Device 14a4 CentOS Stream 9 - 5.14.0-214.el9.x86_64 - GNOME Shell 40.10 |
2 Systems - 361 Benchmark Results |
AMD Ryzen Threadripper 3960X 24-Core - MSI Creator TRX40 - AMD Starship Ubuntu 22.04 - 5.19.0-051900rc7-generic - GNOME Shell 42.2 |
2 Systems - 133 Benchmark Results |
2 x AMD EPYC 9654 96-Core - AMD Titanite_4G - AMD Device 14a4 Ubuntu 22.10 - 5.19.0-26-generic - GNOME Shell 43.0 |
2 Systems - 70 Benchmark Results |
2 x AMD EPYC 7773X 64-Core - AMD DAYTONA_X - AMD Starship Ubuntu 20.04 - 6.1.0-rc8-phx - X Server |
4 Systems - 82 Benchmark Results |
AMD Ryzen 7 4800U - ASRock 4X4-4000 - AMD Renoir Ubuntu 22.04 - 5.19.0-rc6-phx-retbleed - GNOME Shell 42.2 |
3 Systems - 110 Benchmark Results |
Intel Core i7-10700T - Logic Supply RXM-181 - Intel Comet Lake PCH Ubuntu 22.04 - 5.15.0-52-generic - GNOME Shell 42.2 |
1 System - 29 Benchmark Results |
AMD Ryzen 9 5950X 16-Core - MSI MEG X570 GODLIKE - AMD Starship Gentoo 2.9 - 6.1.0-gentoo-harambe-edition - KDE Plasma 5.26.4 |
11 Systems - 217 Benchmark Results |
AMD Ryzen 5 2600X Six-Core - ASUS ROG CROSSHAIR VIII HERO - AMD 17h Ubuntu 20.04 - 5.9.0-050900-generic - GNOME Shell 3.36.4 |
12 Systems - 593 Benchmark Results |
AMD Ryzen 9 5900X 12-Core - ASRock X570 Taichi - AMD Starship Fedora 33 - 5.8.16-300.fc33.x86_64 - GNOME Shell 3.38.1 |
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 - 229 Benchmark Results |
AMD Ryzen 9 3900X 12-Core - ASUS ROG CROSSHAIR VIII HERO - AMD Starship Ubuntu 20.04 - 5.9.0-050900-generic - GNOME Shell 3.36.4 |
26 Systems - 438 Benchmark Results |
AMD EPYC 75F3 32-Core - AMD DAYTONA_X - AMD Starship Ubuntu 20.04 - 5.11.0-051100rc6daily20210201-generic - GNOME Shell 3.36.4 |
2 Systems - 1708 Benchmark Results |
Intel Core i3-10100 - ASUS PRIME Z490M-PLUS - Intel Comet Lake PCH Ubuntu 20.04 - 5.7.0-rc6-amd-energy - GNOME Shell 3.36.2 |
3 Systems - 301 Benchmark Results |
Intel Core i5-10600K - ASUS PRIME Z490M-PLUS - Intel Comet Lake PCH Ubuntu 20.04 - 5.4.0-40-generic - GNOME Shell 3.36.3 |
11 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 |
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 |
Featured Kernel Comparison |
Intel Core i9-10900K - Gigabyte Z490 AORUS MASTER - Intel Comet Lake PCH Ubuntu 20.04 - 5.8.0-050800-generic - GNOME Shell 3.36.2 |
2 Systems - 475 Benchmark Results |
AMD Ryzen Threadripper 3970X 32-Core - ASUS ROG ZENITH II EXTREME - AMD Starship Ubuntu 19.10 - 5.3.0-18-generic - GNOME Shell 3.34.1 |
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 |
6 Systems - 100 Benchmark Results |
AMD Ryzen 9 3900XT 12-Core - MSI MEG X570 GODLIKE - AMD Starship Ubuntu 20.04 - 5.8.0-050800daily20200622-generic - GNOME Shell 3.36.2 |
5 Systems - 259 Benchmark Results |
2 x Intel Xeon Platinum 8380 - Intel M50CYP2SB2U - Intel Device 0998 Ubuntu 20.04 - 5.11.0-051100-generic - GNOME Shell 3.36.4 |
3 Systems - 777 Benchmark Results |
Intel Core i5-10600K - ASUS PRIME Z490M-PLUS - Intel Comet Lake PCH Ubuntu 20.04 - 5.7.0-rc6-amd-energy - GNOME Shell 3.36.2 |