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 341 public results since 31 August 2022 with the latest data as of 13 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 |
SiFive RISC-V - StarFive VisionFive V2 - 8GB Debian - 5.15.0-starfive - GNOME Shell 43.1 |
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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 |
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1 System - 1253 Benchmark Results |
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1 System - 295 Benchmark Results
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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
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1 System - 301 Benchmark Results
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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
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1 System - 145 Benchmark Results
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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
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1 System - 307 Benchmark Results
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Intel Core i3-10100 - ASRock H510M-HVS - Intel Device 43ef Ubuntu 20.04 - 5.15.0-88-generic - GNOME Shell 3.36.9
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1 System - 264 Benchmark Results
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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
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1 System - 264 Benchmark Results
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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
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1 System - 279 Benchmark Results
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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
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1 System - 8 Benchmark Results
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AMD Ryzen 9 5900X 12-Core - ASUS PRIME X570-PRO - AMD Starship Ubuntu 20.04 - 5.4.0-163-generic - NVIDIA
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1 System - 279 Benchmark Results
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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
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1 System - 279 Benchmark Results
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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
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1 System - 8 Benchmark Results
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Intel Core i9-10850K - ASUS ROG MAXIMUS XII APEX - Intel Comet Lake PCH Ubuntu 22.04 - 6.2.0-34-generic - GNOME Shell 42.9
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1 System - 543 Benchmark Results
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AMD Ryzen Threadripper PRO 5995WX 64-Cores - ASRock WRX80 Creator - AMD Starship Ubuntu 22.04 - 6.2.0-33-generic - GNOME Shell 42.9 |
9 Systems - 113 Benchmark Results |
Intel Core i9-11900K - ASUS ROG MAXIMUS XIII HERO - Intel Tiger Lake-H Ubuntu 22.04 - 6.0.0-060000rc1daily20220820-generic - GNOME Shell 42.2 |
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 |
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 |
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 - 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 |
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 |
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 |
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 |
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 |
2 Systems - 334 Benchmark Results |
2 x AMD EPYC 7601 32-Core - Dell 02MJ3T - AMD 17h Ubuntu 22.04 - 5.15.0-40-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 |
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 |
2 Systems - 343 Benchmark Results |
2 x Intel Xeon Platinum 8280 - GIGABYTE MD61-SC2-00 v01000100 - Intel Sky Lake-E DMI3 Registers Ubuntu 21.04 - 5.11.0-49-generic - GNOME Shell 3.38.4 |
2 Systems - 286 Benchmark Results |
Rockchip ARMv8 Cortex-A76 - Orange Pi 5 - 8GB Ubuntu 22.04 - 5.10.110-rockchip-rk3588 - Xfce 4.16 |