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 730 public results since 28 February 2020 with the latest data as of 3 October 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 - 195 Benchmark Results |
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2 Systems - 195 Benchmark Results
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2 Systems - 195 Benchmark Results
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2 Systems - 195 Benchmark Results
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2 Systems - 195 Benchmark Results
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2 Systems - 195 Benchmark Results
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2 Systems - 195 Benchmark Results
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2 Systems - 195 Benchmark Results
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1 System - 5 Benchmark Results
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AMD Ryzen 5 9600X 6-Core - Gigabyte B650 AORUS ELITE AX - AMD Device 14d8 NobaraLinux 40 - 6.11.1-202.fsync.fc40.x86_64 - KDE Plasma 6.1.4
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1 System - 334 Benchmark Results
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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
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1 System - 275 Benchmark Results
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Intel Core i5-12500 - ASUS PRIME Z690M-HZ - Intel Alder Lake-S PCH Debian 12 - 6.1.0-21-amd64 - GCC 12.2.0
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3 Systems - 141 Benchmark Results
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Intel Xeon Gold 6148 - Supermicro X11SPW-TF v1.03 - Intel Sky Lake-E DMI3 Registers Ubuntu 22.04 - 5.15.0-113-generic - X Server
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2 Systems - 145 Benchmark Results
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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
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2 Systems - 147 Benchmark Results
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2 x Intel $0000% - Intel M50CYP2SB2U - Intel Ice Lake IEH Ubuntu 24.04 - 6.8.0-31-generic - GCC 13.2.0
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Featured Kernel Comparison
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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 |
11 Systems - 217 Benchmark Results |
AMD Ryzen 9 3900XT 12-Core - ASUS ROG CROSSHAIR VIII HERO - AMD Starship 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 |
12 Systems - 593 Benchmark Results |
AMD Ryzen 7 5800X 8-Core - Gigabyte X570 AORUS MASTER - AMD Starship Fedora 33 - 5.8.16-300.fc33.x86_64 - GNOME Shell 3.38.1 |
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 |
12 Systems - 229 Benchmark Results |
AMD Ryzen 9 3900XT 12-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 Xeon E-2278GEL - Logic Supply RXM-181 - Intel Cannon Lake PCH Ubuntu 20.10 - 5.8.0-26-generic - GNOME Shell 3.38.1 |
5 Systems - 396 Benchmark Results |
Intel Core i9-13900K - ASUS PRIME Z790-P WIFI - Intel Device 7a27 Ubuntu 23.04 - 6.2.0-060200rc8daily20230213-generic - GNOME Shell 43.2 |
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 |
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 - 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 - 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 |
11 Systems - 229 Benchmark Results |
AMD Ryzen 9 5950X 16-Core - ASUS ROG CROSSHAIR VIII HERO - AMD Starship Ubuntu 20.04 - 5.9.0-050900-generic - GNOME Shell 3.36.4 |
2 Systems - 135 Benchmark Results |
2 x AMD EPYC 9654 96-Core - AMD Titanite_4G - AMD Device 14a4 Ubuntu 22.10 - 6.1.0-phx - GNOME Shell 43.0 |