TNN
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.
Project Site
github.comTest Created
24 September 2020Last Updated
18 June 2021Test Maintainer
Michael LarabelTest Type
SystemAverage Install Time
45 SecondsAverage Run Time
1 Minute, 11 SecondsTest Dependencies
CMake + C/C++ Compiler ToolchainAccolades
10k+ DownloadsSupported Platforms
** Data based on those opting to upload their test results to OpenBenchmarking.org and users enabling the opt-in anonymous statistics reporting while running benchmarks from an Internet-connected platform.
*** Test profile page view reporting began March 2021.
Data updated weekly as of 22 December 2024.
Suites Using This Test
Performance Metrics
Analyze Test Configuration:TNN 0.3
Target: CPU - Model: DenseNet
OpenBenchmarking.org metrics for this test profile configuration based on 1,026 public results since 18 June 2021 with the latest data as of 5 November 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%.
Does It Scale Well With Increasing Cores?
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 Usage
Notable instruction set extensions supported by this test, based on an automatic analysis by the Phoronix Test Suite / OpenBenchmarking.org analytics engine.
Found on Intel processors since Sandy Bridge (2011).
Found on AMD processors since Bulldozer (2011).
Found on Intel processors since Haswell (2013).
Found on AMD processors since Excavator (2016).
Found on Intel processors since Haswell (2013).
Found on AMD processors since Bulldozer (2011).
This test profile binary relies on the shared libraries libTNN.so.0, libm.so.6, libc.so.6, libgomp.so.1.
Tested CPU Architectures
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.
Recent Test Results
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1 System - 323 Benchmark Results |
AMD Ryzen Threadripper 7960X 24-Cores - Gigabyte TRX50 AERO D - AMD Device 14a4 Ubuntu 24.04 - 6.8.0-48-generic - GNOME Shell 46.0 |
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1 System - 342 Benchmark Results |
Intel Core i9-12900K - ASUS PRIME Z790-V AX - Intel Raptor Lake-S PCH Ubuntu 24.04 - 6.8.0-47-generic - GNOME Shell 46.0 |
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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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Most Popular Test Results
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16 Systems - 333 Benchmark Results |
Intel Core i5-12600K - ASUS ROG STRIX Z690-E GAMING WIFI - Intel Device 7aa7 Ubuntu 22.04 - 6.0.0-060000rc1daily20220820-generic - GNOME Shell 42.2 |
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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 |
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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 |
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13 Systems - 333 Benchmark Results |
Intel Core i9-12900K - ASUS ROG STRIX Z690-E GAMING WIFI - Intel Device 7aa7 Ubuntu 22.04 - 6.0.0-060000rc1daily20220820-generic - GNOME Shell 42.2 |
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5 Systems - 396 Benchmark Results |
AMD Ryzen 9 7950X 16-Core - ASUS ROG CROSSHAIR X670E HERO - AMD Device 14d8 Ubuntu 23.04 - 6.2.0-060200rc8daily20230213-generic - GNOME Shell 43.2 |
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2 Systems - 705 Benchmark Results |
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11 Systems - 119 Benchmark Results |
Intel Core i5-11600K - ASUS ROG STRIX Z590-I GAMING WIFI - Intel Tiger Lake-H Ubuntu 21.10 - 5.16.0-051600rc8-generic - GNOME Shell 40.5 |
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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 |
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Featured Kernel Comparison |
Intel Core i9-12900K - ASUS ROG STRIX Z690-E GAMING WIFI - Intel Device 7aa7 Ubuntu 22.04 - 5.16.0-051600-generic - GNOME Shell 40.5 |
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2 Systems - 286 Benchmark Results |
Rockchip ARMv8 Cortex-A76 - Orange Pi 5 - 8GB Ubuntu 22.04 - 5.10.110-rockchip-rk3588 - Xfce 4.16 |
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15 Systems - 182 Benchmark Results |
Intel Core i5-12400 - ASUS PRIME Z690-P WIFI D4 - Intel Device 7aa7 Ubuntu 21.10 - 5.16.0-051600rc8-generic - GNOME Shell 40.5 |
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4 Systems - 78 Benchmark Results |
AMD Ryzen 9 5900HX - ASUS G513QY v1.0 - AMD Renoir Root Complex Arch Linux - 5.13.4-arch1-1 - GNOME Shell 40.3 |
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2 Systems - 218 Benchmark Results |
Apple M1 - Apple Mac mini - 8GB Arch Linux ARM - 5.19.0-rc7-asahi-2-1-ARCH - KDE Plasma 5.25.4 |
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3 Systems - 141 Benchmark Results |
2 x AMD EPYC 75F3 32-Core - ASRockRack ROME2D16-2T - AMD Starship Ubuntu 21.10 - 5.13.0-20-generic - GNOME Shell 40.5 |