TensorFlow Lite
This is a benchmark of the TensorFlow Lite implementation focused on TensorFlow machine learning for mobile, IoT, edge, and other cases. The current Linux support is limited to running on CPUs. This test profile is measuring the average inference time.
To run this test with the Phoronix Test Suite, the basic command is: phoronix-test-suite benchmark tensorflow-lite.
Project Site
tensorflow.orgSource Repository
github.comTest Created
23 August 2020Last Updated
19 May 2022Test Maintainer
Michael LarabelTest Type
SystemAverage Install Time
8 SecondsAverage Run Time
4 Minutes, 17 SecondsAccolades
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 27 September 2023.
Suites Using This Test
Performance Metrics
Analyze Test Configuration:TensorFlow Lite 2022-05-18
Model: Mobilenet Float
OpenBenchmarking.org metrics for this test profile configuration based on 617 public results since 19 May 2022 with the latest data as of 22 September 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 (TensorFlow Lite 2022-05-18 - Model: Mobilenet Float) has an average run-time of 5 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%.
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 Bulldozer (2011).
This test profile binary relies on the shared libraries libm.so.6, libpthread.so.0, libdl.so.2, librt.so.1, libc.so.6.
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
Compare
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1 System - 33 Benchmark Results |
AMD Ryzen 7 3800X 8-Core - ASRock B550 Phantom Gaming 4 - AMD Starship EndeavourOS rolling - 6.4.12-1-cachyos-tt - Xfce 4.18 |
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1 System - 33 Benchmark Results |
AMD Ryzen 7 3800X 8-Core - ASRock B550 Phantom Gaming 4 - AMD Starship EndeavourOS rolling - 6.4.12-273-tkg-tt - Xfce 4.18 |
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1 System - 33 Benchmark Results |
AMD Ryzen 7 3800X 8-Core - ASRock B550 Phantom Gaming 4 - AMD Starship EndeavourOS rolling - 6.4.12-273-tkg-bore - Xfce 4.18 |
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1 System - 33 Benchmark Results |
AMD Ryzen 7 3800X 8-Core - ASRock B550 Phantom Gaming 4 - AMD Starship EndeavourOS rolling - 6.4.12-1-cachyos-pds - Xfce 4.18 |
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1 System - 33 Benchmark Results |
AMD Ryzen 7 3800X 8-Core - ASRock B550 Phantom Gaming 4 - AMD Starship EndeavourOS rolling - 6.4.12-273-tkg-pds - Xfce 4.18 |
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1 System - 195 Benchmark Results |
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1 System - 195 Benchmark Results
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1 System - 33 Benchmark Results
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AMD Ryzen 7 3800X 8-Core - ASRock B550 Phantom Gaming 4 - AMD Starship EndeavourOS rolling - 6.4.12-1-cachyos-bore - Xfce 4.18
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1 System - 33 Benchmark Results
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AMD Ryzen 7 3800X 8-Core - ASRock B550 Phantom Gaming 4 - AMD Starship EndeavourOS rolling - 6.4.12-273-tkg-eevdf - Xfce 4.18
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1 System - 33 Benchmark Results
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AMD Ryzen 7 3800X 8-Core - ASRock B550 Phantom Gaming 4 - AMD Starship EndeavourOS rolling - 6.4.12-1-cachyos-eevdf - Xfce 4.18
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1 System - 33 Benchmark Results
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AMD Ryzen 7 3800X 8-Core - ASRock B550 Phantom Gaming 4 - AMD Starship EndeavourOS rolling - 6.4.12-273-tkg-bmq - Xfce 4.18
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1 System - 33 Benchmark Results
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AMD Ryzen 7 3800X 8-Core - ASRock B550 Phantom Gaming 4 - AMD Starship EndeavourOS rolling - 6.4.12-1-cachyos-bmq - Xfce 4.18
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1 System - 33 Benchmark Results
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AMD Ryzen 7 3800X 8-Core - ASRock B550 Phantom Gaming 4 - AMD Starship EndeavourOS rolling - 6.4.12-1-cachyos-cfs - Xfce 4.18
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1 System - 33 Benchmark Results
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AMD Ryzen 7 3800X 8-Core - ASRock B550 Phantom Gaming 4 - AMD Starship EndeavourOS rolling - 6.4.12-273-tkg-cfs - Xfce 4.18
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1 System - 33 Benchmark Results
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AMD Ryzen 7 3800X 8-Core - ASRock B550 Phantom Gaming 4 - AMD Starship EndeavourOS rolling - 6.4.12-arch1-1 - Xfce 4.18 |
Most Popular Test Results
Compare
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5 Systems - 94 Benchmark Results |
AMD EPYC 7R13 - Amazon EC2 c6a.4xlarge - Intel 440FX 82441FX PMC Ubuntu 22.04 - 5.15.0-1004-aws - GCC 11.2.0 |
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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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7 Systems - 293 Benchmark Results |
AMD Ryzen 7 4700U - LENOVO LNVNB161216 - AMD Renoir Pop 22.04 - 5.17.5-76051705-generic - GNOME Shell 42.1 |
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Featured OpenGL Comparison |
Intel Core i9-10900K - Gigabyte Z490 AORUS MASTER - Intel Comet Lake PCH Ubuntu 21.10 - 5.17.0-051700rc7daily20220309-generic - GNOME Shell 40.5 |
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Featured OpenGL Comparison |
AMD Ryzen 3 3300X 4-Core - MSI B350M GAMING PRO - AMD Starship Ubuntu 20.04 - 5.11.0-41-generic - GNOME Shell 3.36.4 |
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Featured Processor Comparison |
Intel Celeron G6900 - ASRock B660M-HDV - Intel Device 7aa7 Ubuntu 22.04 - 5.18.0-051800-generic - GNOME Shell 42.1 |
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4 Systems - 171 Benchmark Results |
AMD Ryzen 5 5600G - Gigabyte A520M DS3H - AMD Renoir Ubuntu 22.04 - 5.15.0-41-generic - GNOME Shell 42.2 |
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2 Systems - 219 Benchmark Results |
AMD Ryzen 9 5900HX - ASUS G513QY v1.0 - AMD Renoir Arch rolling - 5.18.16-arch1-1 - KDE Plasma 5.25.4 |
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Featured Processor Comparison |
AMD Ryzen 5 7600X 6-Core - ASUS ROG CROSSHAIR X670E HERO - AMD Device 14d8 Ubuntu 22.04 - 6.0.0-060000rc1daily20220820-generic - GNOME Shell 42.2 |
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Featured Kernel Comparison |
2 x AMD EPYC 7773X 64-Core - AMD DAYTONA_X - AMD Starship Ubuntu 21.04 - 5.17.0-051700-generic - GNOME Shell 3.38.4 |
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2 Systems - 86 Benchmark Results |
Intel Xeon Silver 4216 - TYAN S7100AG2NR - Intel Sky Lake-E DMI3 Registers Debian 11 - 5.10.0-10-amd64 - X Server |
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16 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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3 Systems - 190 Benchmark Results |
AMD Ryzen 7 PRO 6850U - LENOVO 21CM0001US - AMD Device 14b5 Arch rolling - 5.18.16-arch1-1 - KDE Plasma 5.25.4 |
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3 Systems - 18 Benchmark Results |
AMD Ryzen Threadripper 3990X 64-Core - Gigabyte TRX40 AORUS PRO WIFI - AMD Starship Pop 22.04 - 5.17.5-76051705-generic - GNOME Shell 42.0 |
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2 Systems - 218 Benchmark Results |
Intel Core i7-1280P - MSI MS-14C6 - Intel Alder Lake PCH Arch Linux - 5.18.16-arch1-1 - KDE Plasma 5.25.4 |