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 718 public results since 19 May 2022 with the latest data as of 23 July 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 0.8%.
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 - 85 Benchmark Results |
ARMv8 Cortex-A76 - Raspberry Pi 5 Model B Rev 1.0 - Broadcom BCM2712 Debian 12 - 6.6.31+rpt-rpi-2712 - X Server |
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1 System - 87 Benchmark Results |
Intel N97 - GMKtec - 12GB Fedora Linux 40 - 6.9.9-1-default - GCC 14.1.1 20240701 |
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1 System - 53 Benchmark Results |
Apple M1 - Apple Mac mini - Apple Silicon Fedora 40 - 6.9.9-403.asahi.fc40.aarch64+16k - GCC 14.1.1 20240701 |
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1 System - 86 Benchmark Results |
QEMU Virtual 2.5+ - QEMU Standard PC - 12GB openSUSE 20240607 - 6.9.7-1-default - GCC 13.3.0 |
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1 System - 50 Benchmark Results |
QEMU Virtual 2.5+ - QEMU Standard PC - 8GB openSUSE 20240607 - 6.9.7-1-default - Wayland |
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1 System - 4 Benchmark Results |
QEMU Virtual 2.5+ - QEMU Standard PC - 8GB openSUSE 20240607 - 6.9.7-1-default - Wayland |
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3 Systems - 461 Benchmark Results |
Intel Core Ultra 7 155H - MTL Coral_MTH - Intel Device 7e7f Ubuntu 23.10 - 6.7.0-060700rc5-generic - GNOME Shell 45.1 |
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3 Systems - 461 Benchmark Results |
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2 Systems - 516 Benchmark Results
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Intel Core Ultra 7 155H - MTL Coral_MTH - Intel Device 7e7f Ubuntu 23.10 - 6.7.0-060700rc5-generic - GNOME Shell 45.1
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1 System - 87 Benchmark Results
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AMD Ryzen 7 3700X 8-Core - Gigabyte B450 AORUS PRO WIFI-CF - AMD Starship EndeavourOS rolling - 6.8.9-arch1-2 - X Server 1.21.1.13
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1 System - 5 Benchmark Results
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Intel Core i7-12700H - System76 Oryx Pro - Intel Alder Lake PCH Pop 22.04 - 6.8.0-76060800daily20240311-generic - GNOME Shell 42.9
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1 System - 4 Benchmark Results
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Intel Core i7-12700H - System76 Oryx Pro - Intel Alder Lake PCH Pop 22.04 - 6.8.0-76060800daily20240311-generic - GNOME Shell 42.9
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1 System - 6 Benchmark Results
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Intel Core i7-12700H - System76 Oryx Pro - Intel Alder Lake PCH Pop 22.04 - 6.8.0-76060800daily20240311-generic - GNOME Shell 42.9
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1 System - 10 Benchmark Results
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Intel Core i7-12700H - System76 Oryx Pro - Intel Alder Lake PCH Pop 22.04 - 6.8.0-76060800daily20240311-generic - GNOME Shell 42.9
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1 System - 10 Benchmark Results
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Intel Core i7-12700H - System76 Oryx Pro - Intel Alder Lake PCH Pop 22.04 - 6.8.0-76060800daily20240311-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 |
5 Systems - 396 Benchmark Results |
AMD Ryzen 9 7950X3D 16-Core - ASUS ROG CROSSHAIR X670E HERO - AMD Device 14d8 Ubuntu 23.04 - 6.2.0-060200rc8daily20230213-generic - GNOME Shell 43.2 |
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 |
16 Systems - 333 Benchmark Results |
Intel Core i9-13900K - ASUS PRIME Z790-P WIFI - Intel Device 7a27 Ubuntu 22.04 - 6.0.0-060000rc1daily20220820-generic - GNOME Shell 42.2 |
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 |
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 |
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 i5-12400 - 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 |
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 |
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 |
Featured Processor Comparison |
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 |
11 Systems - 408 Benchmark Results |
AMD Ryzen 5 5500U - NB01 NL5xNU - AMD Renoir Ubuntu 22.04 - 5.18.8-051808-generic - GNOME Shell 42.2 |
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 |