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 314 public results since 31 August 2022 with the latest data as of 30 May 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 (Mobile Neural Network 2.1 - Model: SqueezeNetV1.0) has an average run-time of 19 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 - 253 Benchmark Results |
Intel Core i7-12700H - Intel NUC12SNKi72 - Intel Alder Lake PCH Ubuntu 22.04 - 5.19.0-42-generic - GNOME Shell 42.5 |
5 Systems - 286 Benchmark Results |
Rockchip ARMv8 Cortex-A76 - Orange Pi 5 - 8GB Ubuntu 22.04 - 5.10.110-rockchip-rk3588 - Xfce 4.16 |
1 System - 8 Benchmark Results |
Intel Core i9-12900 - MSI PRO Z690-A - Intel Alder Lake-S PCH Clear Linux OS 38750 - 6.2.10-1295.native - GNOME Shell 44.0 |
4 Systems - 286 Benchmark Results |
Rockchip ARMv8 Cortex-A76 - Orange Pi 5 - 8GB Ubuntu 22.04 - 5.10.110-rockchip-rk3588 - Xfce 4.16 |
3 Systems - 286 Benchmark Results |
Rockchip ARMv8 Cortex-A76 - Orange Pi 5 - 8GB Ubuntu 22.04 - 5.10.110-rockchip-rk3588 - Xfce 4.16 |
1 System - 187 Benchmark Results |
2 x Intel Xeon Gold 6330 - Supermicro X12DPG-QT6 v1.00 - Intel Ice Lake IEH AlmaLinux 8.7 - 4.18.0-425.13.1.el8_7.x86_64 - X Server |
1 System - 222 Benchmark Results |
ARMv8 Cortex-A72 - BCM2835 Raspberry Pi 400 Rev 1.0 - Broadcom BCM2711 Debian 11 - 5.15.84-v8+ - LXDE |
1 System - 202 Benchmark Results |
ARMv8 Cortex-A72 - BCM2835 Raspberry Pi 400 Rev 1.0 - Broadcom BCM2711 Debian 11 - 5.15.84-v8+ - LXDE |
1 System - 219 Benchmark Results |
AMD Ryzen 9 6900HS - ASUS GA402RJ v1.0 - AMD 17h-19h PCIe Root Complex Ubuntu 22.04 - 5.19.0-35-generic - GNOME Shell 42.5 |
13 Systems - 228 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 |
1 System - 182 Benchmark Results |
2 x Intel Core i9-9900K - Intel 440BX - Intel 440BX Debian 11 - 5.10.0-21-amd64 - 1.0.2 |
1 System - 211 Benchmark Results |
AMD Ryzen Threadripper PRO 3955WX 16-Cores - ASUS Pro WS WRX80E-SAGE SE WIFI - AMD Starship Ubuntu 20.04.4 LTS - 6.2.0-1275.native - OpenCL 2.1 AMD-APP |
1 System - 10 Benchmark Results |
Unknown - HPE C01_APACHE_MB - 128GB Ubuntu 22.04.1 LTS - 5.4.0-137-generic - GCC 11.2.0 |
1 System - 10 Benchmark Results |
2 x AMD EPYC 7451 24-Core - Supermicro H11DSU-iN - 128GB Ubuntu 22.04.1 LTS - 5.4.0-139-generic - GCC 11.2.0 |
1 System - 10 Benchmark Results |
2 x Intel Xeon Gold 6148 - Supermicro X11DDW-L v1.10 - 94GB Ubuntu 22.04.1 LTS - 5.4.0-139-generic - GCC 11.2.0 |
2 Systems - 226 Benchmark Results |
AMD Ryzen 9 7950X 16-Core - ASUS ROG CROSSHAIR X670E HERO - AMD Device 14d8 Ubuntu 22.04 - 6.0.0-060000rc1daily20220820-generic - GNOME Shell 42.2 |
3 Systems - 311 Benchmark Results |
Intel Core i5-12600K - ASUS PRIME Z690-P WIFI D4 - Intel Device 7aa7 Ubuntu 22.04 - 5.19.0-051900rc6daily20220716-generic - GNOME Shell 42.1 |
3 Systems - 81 Benchmark Results |
Intel Core i7-1165G7 - Dell 0GG9PT - Intel Tiger Lake-LP Ubuntu 21.10 - 5.13.0-52-generic - GNOME Shell 40.5 |
4 Systems - 211 Benchmark Results |
AMD Ryzen 9 3900XT 12-Core - MSI MEG X570 GODLIKE - AMD Starship Ubuntu 22.04 - 5.15.0-40-generic - GNOME Shell 42.2 |
5 Systems - 75 Benchmark Results |
AMD Ryzen 9 3950X 16-Core - ASUS ROG CROSSHAIR VII HERO - AMD Starship Ubuntu 22.04 - 5.19.0-051900daily20220813-generic - GNOME Shell 42.2 |
9 Systems - 113 Benchmark Results |
AMD Ryzen 9 5950X 16-Core - ASUS ROG CROSSHAIR VIII HERO - AMD Starship Ubuntu 22.04 - 6.0.0-060000rc1daily20220820-generic - GNOME Shell 42.2 |
3 Systems - 88 Benchmark Results |
AMD Ryzen 7 5800X3D 8-Core - ASUS ROG CROSSHAIR VIII HERO - AMD Starship Ubuntu 22.04 - 5.17.0-1013-oem - GNOME Shell 42.2 |
4 Systems - 49 Benchmark Results |
2 x AMD EPYC 7713 64-Core - AMD DAYTONA_X - AMD Starship Ubuntu 22.04 - 5.19.0-051900daily20220803-generic - GNOME Shell 42.4 |
3 Systems - 172 Benchmark Results |
Intel Core i5-12400 - MSI PRO Z690-A WIFI DDR4 - Intel Device 7aa7 Ubuntu 22.04 - 5.15.0-40-generic - GNOME Shell 42.2 |
3 Systems - 34 Benchmark Results |
Intel Core i7-1065G7 - Dell 06CDVY - Intel Ice Lake-LP DRAM Ubuntu 22.04 - 5.18.8-051808-generic - GNOME Shell 42.2 |
3 Systems - 49 Benchmark Results |
Intel Core i9-10980XE - ASRock X299 Steel Legend - Intel Sky Lake-E DMI3 Registers Ubuntu 22.04 - 5.19.0-051900rc7-generic - GNOME Shell 42.2 |
3 Systems - 221 Benchmark Results |
2 x Intel Xeon Platinum 8380 - Intel M50CYP2SB2U - Intel Device 0998 Clear Linux OS 36990 - 5.19.6-1185.native - GNOME Shell 42.4 |
4 Systems - 41 Benchmark Results |
2 x Intel Xeon Platinum 8380 - Intel M50CYP2SB2U - Intel Ice Lake IEH Ubuntu 22.10 - 5.19.0-15-generic - GNOME Shell |
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 |
3 Systems - 307 Benchmark Results |
AMD Ryzen 9 3900X 12-Core - ASUS TUF GAMING X570-PLUS - AMD Starship Ubuntu 20.04 - 5.11.0-rc1-phx - GNOME Shell 3.36.4 |