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.
OpenBenchmarking.org metrics for this test profile configuration based on 688 public results since 19 May 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 (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%.
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 libm.so.6, libpthread.so.0, libdl.so.2, librt.so.1, libc.so.6.
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 - 1 Benchmark Result |
Intel Pentium N3700 - AMI Aptio CRB - Intel Atom Debian 12 - 6.1.0-18-amd64 - GCC 12.2.0 |
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1 System - 6 Benchmark Results |
ARMv8 Cortex-A72 - Texas Instruments J721E SK - 2560MB Ubuntu 22.04.4 LTS - 6.1.46-g5892b80d6b - overlayfs |
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1 System - 183 Benchmark Results |
Intel Atom C3708 - Kontron Europe COMe-bDV7 E2 v2.0.1 - 32GB Ubuntu 22.04.4 LTS - 4.18.0-448.el8.x86_64 - overlayfs |
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1 System - 103 Benchmark Results |
ARMv8 Cortex-A72 - Texas Instruments AM69 SK - 28GB Ubuntu 22.04.4 LTS - 6.1.46-g5892b80d6b - GCC 11.4.0 |
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1 System - 6 Benchmark Results |
ARMv8 Cortex-A72 - Texas Instruments AM69 SK - 28GB Ubuntu 22.04.4 LTS - 6.1.46-g5892b80d6b - GCC 11.4.0 |
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1 System - 6 Benchmark Results |
ARMv8 Cortex-A72 - Texas Instruments AM69 SK - 28GB Ubuntu 22.04.4 LTS - 6.1.46-g5892b80d6b - GCC 11.4.0 |
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5 Systems - 587 Benchmark Results |
Intel Core i5-14500 - ASUS PRIME Z790-P WIFI - Intel Raptor Lake-S PCH Ubuntu 23.10 - 6.7.3-060703-generic - GNOME Shell 45.2 |
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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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AMD Ryzen 7 PRO 7840U - LENOVO 21K3CTO1WW - AMD Device 14e8 Ubuntu 23.10 - 6.5.0-14-generic - GNOME Shell 45.2
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1 System - 1 Benchmark Result
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AMD Ryzen 7 PRO 7840U - LENOVO 21K3CTO1WW - AMD Device 14e8 Ubuntu 23.10 - 6.5.0-14-generic - GNOME Shell 45.2
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1 System - 2 Benchmark Results
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Intel Core i5-3470 - Positivo Informatica SA POS-PIQ77CL - Intel Xeon E3-1200 v2 Ubuntu 22.04 - 6.5.0-14-generic - GNOME Shell 42.9
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1 System - 7 Benchmark Results
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Intel Core i7-8665U - Dell 03CFV9 - Intel Cannon Point-LP Fedora Linux 38 - 6.5.8-200.fc38.x86_64 - GNOME Shell 44.6
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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 |
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 |
5 Systems - 94 Benchmark Results |
ARMv8 Cortex-A72 - Amazon EC2 a1.4xlarge - Amazon Device 0200 Ubuntu 22.04 - 5.15.0-1004-aws - GCC 11.2.0 |
7 Systems - 293 Benchmark Results |
AMD Ryzen 9 5900HX - ASUS G513QY v1.0 - AMD Renoir Pop 22.04 - 5.17.5-76051705-generic - GNOME Shell 42.1 |
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 |
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 |
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 |
Featured Processor Comparison |
Intel Core i5-12600K - ASRock B660M-HDV - Intel Device 7aa7 Ubuntu 22.04 - 5.18.0-051800-generic - GNOME Shell 42.1 |
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 |
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 |
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 |
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 |
4 Systems - 157 Benchmark Results |
AMD Ryzen Threadripper 3960X 24-Core - MSI Creator TRX40 - AMD Starship Ubuntu 20.04 - 5.12.0-051200rc2daily20210307-generic - GNOME Shell 3.36.4 |
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 |
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 |
2 Systems - 219 Benchmark Results |
Apple M1 - Apple Mac mini - 8GB Arch Linux ARM - 5.19.0-rc7-asahi-2-1-ARCH - KDE Plasma 5.25.4 |