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
10 SecondsAverage Run Time
5 Minutes, 23 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 current as of 23 November 2022.
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 511 public results since 19 May 2022 with the latest data as of 28 October 2022.
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 0.4%.
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
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1 System - 2 Benchmark Results |
Intel Celeron N4000 - ASUS E203MAH v1.0 - Intel Gemini Lake Ubuntu 18.04 - 5.4.0-124-generic - GNOME Shell 3.28.4 |
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2 Systems - 141 Benchmark Results |
Intel Xeon E5-2609 v4 - MSI X99A RAIDER - Intel Xeon E7 v4 Ubuntu 20.04 - 5.9.0-050900rc6daily20200926-generic - GNOME Shell 3.36.2 |
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1 System - 3 Benchmark Results |
AMD EPYC 7J13 64-Core - QEMU Standard PC - Intel 440FX 82441FX PMC CentOS Linux 7 - 3.10.0-1160.76.1.el7.x86_64 - xfs |
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1 System - 100 Benchmark Results |
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 Processor Comparison |
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1 System - 6 Benchmark Results |
2 x Intel Xeon Gold 6242R - Supermicro X11DPH-T v1.10 - Intel Sky Lake-E DMI3 Registers Ubuntu 20.04 - 5.15.0-46-generic - GNOME Shell 3.36.9 |
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3 Systems - 357 Benchmark Results |
AMD Ryzen 7 7700X 8-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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3 Systems - 357 Benchmark Results |
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13 Systems - 228 Benchmark Results
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AMD Ryzen 9 3950X 16-Core - ASUS ROG CROSSHAIR VIII HERO - AMD Starship Ubuntu 20.04 - 5.9.0-050900-generic - GNOME Shell 3.36.4
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4 Systems - 537 Benchmark Results
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AMD Ryzen 7 5800X 8-Core - ASRock X570 Pro4 - AMD Starship Ubuntu 22.04 - 5.17.4-051704-generic - GNOME Shell 42.0
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4 Systems - 361 Benchmark Results
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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
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13 Systems - 333 Benchmark Results
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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 - 50 Benchmark Results
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Intel Core i7-3770 - QEMU Standard PC - Intel 82G33 Ubuntu 22.04 - 5.15.0-47-generic - NVIDIA
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Featured Processor Comparison
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3 Systems - 221 Benchmark Results
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2 x Intel Xeon Platinum 8380 - Intel M50CYP2SB2U - Intel Device 0998 Clear Linux OS 36990 - 5.19.6-1185.native - GNOME Shell 42.4 |
Most Popular Test Results
Compare
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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 5 5500U - NB01 NL5xNU - AMD Renoir Pop 22.04 - 5.17.5-76051705-generic - GNOME Shell 42.1 |
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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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5 Systems - 94 Benchmark Results |
ARMv8 Neoverse-N1 - Amazon EC2 c6g.4xlarge - Amazon Device 0200 Ubuntu 22.04 - 5.15.0-1004-aws - GCC 11.2.0 |
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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 Processor Comparison |
Intel Core i3-12100 - 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 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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Featured Vulkan Comparison |
Intel Core i9-10980XE - ASRock X299 Steel Legend - Intel Sky Lake-E DMI3 Registers Ubuntu 22.04 - 5.15.0-23-generic - GNOME Shell 40.5 |
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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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3 Systems - 178 Benchmark Results |
2 x Intel Xeon Platinum 8280 - GIGABYTE MD61-SC2-00 v01000100 - Intel Sky Lake-E DMI3 Registers Ubuntu 21.04 - 5.11.0-40-generic - GNOME Shell 3.38.4 |
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3 Systems - 82 Benchmark Results |
Intel Xeon E3-1231 v3 - Gigabyte H81M-S1 - Intel Xeon E3-1200 v3 DRAM Debian 11 - 5.10.0-10-amd64 - X Server 1.20.11 |
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Featured Kernel Comparison |
2 x AMD EPYC 7773X 64-Core - AMD DAYTONA_X - AMD Starship Ubuntu 21.04 - 5.19.0-051900rc1daily20220607-generic - GNOME Shell 3.38.4 |
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3 Systems - 129 Benchmark Results |
Intel Core i5-12400 - ASRock B660M-HDV - Intel Device 7aa7 Ubuntu 22.04 - 5.15.0-25-generic - GNOME Shell 41.3 |