MNN is the Mobile Neural Network as a highly efficient, lightweight deep learning framework developed by Alibaba. This MNN test profile is building the OpenMP / CPU threaded version for processor benchmarking and not any GPU-accelerated test. MNN does allow making use of AVX-512 extensions.
To run this test with the Phoronix Test Suite, the basic command is: phoronix-test-suite benchmark mnn.
OpenBenchmarking.org metrics for this test profile configuration based on 343 public results since 31 August 2022 with the latest data as of 25 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 (Mobile Neural Network 2.1 - Model: SqueezeNetV1.0) has an average run-time of 25 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.
Notable instruction set extensions supported by this test, based on an automatic analysis by the Phoronix Test Suite / OpenBenchmarking.org analytics engine.
This test profile binary relies on the shared libraries libMNN.so, libc.so.6, libm.so.6, libmvec.so.1.
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 - 8 Benchmark Results |
rv64imafdcvsu - T-HEAD Light Lichee Pi 4A configuration for 16GB DDR board - 16GB Debian 12 - 5.10.113-lpi4a - Xfce |
1 System - 8 Benchmark Results |
SiFive RISC-V - StarFive VisionFive V2 - 8GB Debian - 5.15.0-starfive - X Server 1.21.1.5 |
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 - 8 Benchmark Results |
SiFive RISC-V - StarFive VisionFive V2 - 8GB Debian - 5.15.0-starfive - GNOME Shell 43.1 |
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 - 295 Benchmark Results |
AMD Ryzen 9 7950X3D 16-Core - ASUS PRIME X670E-PRO WIFI - AMD Device 14d8 Ubuntu 22.04 - 6.2.0-39-generic - GNOME Shell 42.9 |
1 System - 301 Benchmark Results |
AMD A8-9600 RADEON R7 10 COMPUTE CORES 4C+6G - ASRock A320M-HDV R4.0 - AMD 15h Ubuntu 20.04 - 5.15.0-89-generic - GNOME Shell 3.36.9 |
1 System - 145 Benchmark Results |
Apple M2 Pro - Apple Mac mini - 16GB macOS 13.5 - 22.6.0 - GCC 14.0.3 + Clang 17.0.6 + LLVM 17.0.6 + Xcode 14.3.1 |
1 System - 307 Benchmark Results |
Intel Core i3-10100 - ASRock H510M-HVS - Intel Device 43ef Ubuntu 20.04 - 5.15.0-88-generic - GNOME Shell 3.36.9 |
1 System - 264 Benchmark Results |
Intel Pentium Gold G6405 - ASRock H510M-HDV/M.2 SE - Intel Comet Lake PCH Ubuntu 20.04 - 5.15.0-88-generic - GNOME Shell 3.36.9 |
1 System - 264 Benchmark Results |
Intel Pentium Gold G6400 - ASRock H510M-HDV/M.2 SE - Intel Comet Lake PCH Ubuntu 20.04 - 5.15.0-86-generic - GNOME Shell 3.36.9 |
1 System - 279 Benchmark Results |
Intel Core i3-10105 - ASRock H510M-HDV/M.2 SE - Intel Comet Lake PCH Ubuntu 20.04 - 5.15.0-83-generic - GNOME Shell 3.36.9 |
1 System - 8 Benchmark Results |
AMD Ryzen 9 5900X 12-Core - ASUS PRIME X570-PRO - AMD Starship Ubuntu 20.04 - 5.4.0-163-generic - NVIDIA |