TNN is an open-source deep learning reasoning framework developed by Tencent.
To run this test with the Phoronix Test Suite, the basic command is: phoronix-test-suite benchmark tnn.
OpenBenchmarking.org metrics for this test profile configuration based on 1,020 public results since 18 June 2021 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 (TNN 0.3 - Target: CPU - Model: DenseNet) has an average run-time of 15 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 0.1%.
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 libTNN.so.0, libm.so.6, libc.so.6, libgomp.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 - 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 |
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1 System - 5 Benchmark Results |
Intel Core i5-8259U - Intel NUC8BEB - Intel Cannon Point-LP Ubuntu 22.04 - 6.7.9-x64v3-xanmod1 - GNOME Shell 42.9 |
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1 System - 5 Benchmark Results |
Phytium D2000/8 E8C - GreatWall GW-001M1A-FTF v1.0 - 16GB Uos 20 - 4.19.0-arm64-desktop - Deepin Desktop Environment |
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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 - 1 Benchmark Result
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Intel Pentium Dual T3200 - Acer CathedralPeak - Intel Mobile 4 MCH + ICH9M Ubuntu 22.04 - 6.5.0-14-generic - GNOME Shell 42.9
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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 - 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 - 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 - 4 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 |
4 Systems - 42 Benchmark Results |
AMD Ryzen 9 5950X 16-Core - 32GB - 466GB Ubuntu 20.04 - 4.4.0-22000-Microsoft - GCC 9.3.0 |
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 |
13 Systems - 333 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 |
11 Systems - 119 Benchmark Results |
Intel Core i5-12600K - ASUS PRIME Z690-P WIFI D4 - Intel Device 7aa7 Ubuntu 21.10 - 5.16.0-051600rc8-generic - GNOME Shell 40.5 |
2 Systems - 354 Benchmark Results |
AMD Ryzen Threadripper 3990X 64-Core - Gigabyte TRX40 AORUS PRO WIFI - AMD Starship Pop 20.04 - 5.11.0-7620-generic - GNOME Shell 3.36.7 |
4 Systems - 78 Benchmark Results |
AMD Ryzen 9 5900HX - ASUS G513QY v1.0 - AMD Renoir Root Complex Ubuntu 21.04 - 5.13.2 - GNOME Shell 3.38.4 |
15 Systems - 182 Benchmark Results |
Intel Core i5-2500K - SAPPHIRE Pure Black P67 Hydra - Intel 2nd Generation Core DRAM Ubuntu 21.10 - 5.16.0-051600rc8-generic - GNOME Shell 40.5 |
4 Systems - 196 Benchmark Results |
Intel Core i7-8700K - ASUS TUF Z370-PLUS GAMING - Intel 8th Gen Core Ubuntu 20.04 - 5.9.0-050900rc6daily20200923-generic - GNOME Shell 3.36.4 |
2 Systems - 75 Benchmark Results |
AMD Ryzen 9 5900HX - ASUS G513QY v1.0 - AMD Renoir Root Complex Ubuntu 21.04 - 5.13.2 - GNOME Shell 3.38.4 |
2 Systems - 705 Benchmark Results |
2 x AMD EPYC 7713 64-Core - AMD DAYTONA_X - AMD Starship Ubuntu 22.04 - 5.15.0-47-generic - GNOME Shell 42.4 |
16 Systems - 333 Benchmark Results |
AMD Ryzen 9 7900X 12-Core - ASUS ROG CROSSHAIR X670E HERO - AMD Device 14d8 Ubuntu 22.04 - 6.0.0-060000rc1daily20220820-generic - GNOME Shell 42.2 |
Featured Kernel Comparison |
AMD Ryzen 5 5500U - LENOVO LNVNB161216 - AMD Renoir Root Complex Ubuntu 21.04 - 5.13.2-051302-generic - GNOME Shell 3.38.4 |
4 Systems - 75 Benchmark Results |
AMD FX-8150 Eight-Core - ASUS M5A78L-M LX PLUS - AMD RS780 + SB7x0 Ubuntu 20.10 - 5.8.0-53-generic - GNOME Shell 3.38.1 |
5 Systems - 396 Benchmark Results |
AMD Ryzen 9 5950X 16-Core - ASUS ROG CROSSHAIR VIII HERO - AMD Starship Ubuntu 23.04 - 6.2.0-060200rc8daily20230213-generic - GNOME Shell 43.2 |
2 Systems - 56 Benchmark Results |
Intel Xeon Platinum 8259CL - Amazon EC2 m5.8xlarge - Intel 440FX 82441FX PMC Ubuntu 20.04 - 5.4.0-1045-aws - 1.0.2 |