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 728 public results since 28 February 2020 with the latest data as of 23 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 (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 0.7%.
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.
2 Systems - 145 Benchmark Results |
2 x Intel Xeon Gold 6252 - Intel S2600WFD - Intel Sky Lake-E DMI3 Registers Ubuntu 24.04 - 6.8.0-31-generic - GCC 13.2.0 |
2 Systems - 147 Benchmark Results |
2 x Intel $0000% - Intel M50CYP2SB2U - Intel Ice Lake IEH Ubuntu 24.04 - 6.8.0-31-generic - GCC 13.2.0 |
Featured Kernel Comparison |
|
2 Systems - 147 Benchmark Results |
Intel Core i7-1260P - Dell 0MTH72 - Intel Alder Lake PCH Ubuntu 24.04 - 6.8.0-22-generic - GCC 13.2.0 |
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 - 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 |
1 System - 6 Benchmark Results |
Unknown - QEMU Virtual Machine - Red Hat QEMU PCIe Ubuntu 22.04 - 5.15.0-100-generic - 1.3.255 |
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 - 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 |
1 System - 102 Benchmark Results |
Intel Core i3-N305 - ROUTER - Intel FreeBSD - 13.2-RELEASE - Clang 14.0.5 |
1 System - 379 Benchmark Results |
ARMv8 Cortex-A76 - Mixtile Blade 3 v1.0.1 - 16GB Ubuntu 22.04 - 5.10.160-rockchip - GNOME Shell 42.9 |
1 System - 157 Benchmark Results |
AMD Ryzen 5 5600G - MSI B450M MORTAR MAX - AMD Renoir NixOS 23.11 - 6.1.65 - GCC 12.3.0 |
11 Systems - 217 Benchmark Results |
AMD Ryzen 9 5900X 12-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 5 3600X 6-Core - MSI X470 GAMING M7 AC - AMD Starship Ubuntu 20.04 - 5.8.0-050800daily20200622-generic - GNOME Shell 3.36.2 |
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 |
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 |
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 7662 64-Core - ASRockRack EPYCD8 - AMD Starship Ubuntu 20.04 - 5.11.0-051100rc6daily20210201-generic - GNOME Shell 3.36.4 |
2 Systems - 85 Benchmark Results |
Intel Core i5-1135G7 - Dell 0THX8P - Intel Device a0ef Ubuntu 20.04 - 5.6.0-1036-oem - GNOME Shell 3.36.4 |
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 |
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 |
4 Systems - 513 Benchmark Results |
Intel Xeon E-2288G - Compulab SBC-ATCFL v1.2 - Intel Cannon Lake PCH Ubuntu 20.10 - 5.8.0-26-generic - GNOME Shell 3.38.1 |
2 Systems - 475 Benchmark Results |
AMD Ryzen Threadripper 3970X 32-Core - ASUS ROG ZENITH II EXTREME - AMD Starship Ubuntu 19.10 - 5.3.0-40-generic - GNOME Shell 3.34.1 |
11 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 |
2 Systems - 1708 Benchmark Results |
AMD Ryzen 3 3300X 4-Core - ASRock X570 Pro4 - AMD Starship Ubuntu 20.04 - 5.7.0-rc6-amd-energy - GNOME Shell 3.36.2 |
Featured Kernel Comparison |
Intel Core i9-10900K - Gigabyte Z490 AORUS MASTER - Intel Comet Lake PCH Ubuntu 20.04 - 5.7.1-050701-generic - GNOME Shell 3.36.2 |