This is a benchmark of the TensorFlow deep learning framework using the TensorFlow reference benchmarks (tensorflow/benchmarks with tf_cnn_benchmarks.py). Note with the Phoronix Test Suite there is also pts/tensorflow-lite for benchmarking the TensorFlow Lite binaries if desired for complementary metrics.
To run this test with the Phoronix Test Suite, the basic command is: phoronix-test-suite benchmark tensorflow.
OpenBenchmarking.org metrics for this test profile configuration based on 243 public results since 26 March 2024 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 2.16.1 - Device: CPU - Batch Size: 64 - Model: ResNet-50) 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.
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 - 275 Benchmark Results |
Intel Core i5-12500 - ASUS PRIME Z690M-HZ - Intel Alder Lake-S PCH Debian 12 - 6.1.0-21-amd64 - GCC 12.2.0 |
1 System - 88 Benchmark Results |
Intel Celeron N3450 - IceWhale ZimaBoard 832 - Intel Celeron N3350 Debian 12 - 6.1.0-23-amd64 - GCC 12.2.0 |
1 System - 87 Benchmark Results |
Intel N97 - GMKtec - 4 x 3GB LPDDR5-4800MT Fedora 40 - 6.9.9-1-default - GCC 14.1.1 20240701 |
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 |
1 System - 87 Benchmark Results |
Intel N97 - GMKtec - 12GB Fedora Linux 40 - 6.9.9-1-default - GCC 14.1.1 20240701 |
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 |
1 System - 86 Benchmark Results |
QEMU Virtual 2.5+ - QEMU Standard PC - 12GB openSUSE 20240607 - 6.9.7-1-default - GCC 13.3.0 |
1 System - 50 Benchmark Results |
QEMU Virtual 2.5+ - QEMU Standard PC - 8GB openSUSE 20240607 - 6.9.7-1-default - Wayland |
1 System - 4 Benchmark Results |
QEMU Virtual 2.5+ - QEMU Standard PC - 8GB openSUSE 20240607 - 6.9.7-1-default - Wayland |
1 System - 1 Benchmark Result |
AMD Ryzen 9 7950X3D 16-Core - MSI MAG X670E TOMAHAWK WIFI - AMD Device 14d8 Ubuntu 22.04 - 6.5.0-41-generic - GNOME Shell 42.9 |
1 System - 14 Benchmark Results |
Intel Xeon E5-2667 v3 - Blade Shadow ShadowM v2.0 - Intel 82G33 Ubuntu 22.04 - 5.15.0-113-generic - NVIDIA |
1 System - 14 Benchmark Results |
Intel Xeon E5-2667 v3 - Blade Shadow ShadowM v2.0 - Intel 82G33 Ubuntu 22.04 - 5.15.0-113-generic - NVIDIA |
1 System - 14 Benchmark Results |
AMD EPYC 7543P 32-Core - Blade Shadow ShadowM v2.0 - Intel 82G33 Ubuntu 22.04 - 5.15.0-113-generic - X Server |
1 System - 14 Benchmark Results |
AMD EPYC 7543P 32-Core - Blade Shadow ShadowM v2.0 - Intel 82G33 Ubuntu 22.04 - 5.15.0-113-generic - NVIDIA |
1 System - 11 Benchmark Results |
Intel Xeon E5-2667 v3 - Blade Shadow ShadowM v2.0 - Intel 82G33 Ubuntu 22.04 - 5.15.0-113-generic - NVIDIA |
2 Systems - 42 Benchmark Results |
AMD Ryzen 9 5900HX - ASUS ROG Strix G513QY_G513QY G513QY v1.0 - AMD Renoir Ubuntu 22.10 - 5.19.0-46-generic - GNOME Shell 43.0 |
3 Systems - 55 Benchmark Results |
2 x AMD EPYC 9684X 96-Core - AMD Titanite_4G - AMD Device 14a4 Ubuntu 23.10 - 6.5.0-25-generic - GCC 13.2.0 |
2 Systems - 32 Benchmark Results |
2 x INTEL XEON PLATINUM 8592+ - Quanta Cloud QuantaGrid D54Q-2U S6Q-MB-MPS - Intel Device 1bce Ubuntu 23.10 - 6.6.0-rc5-phx-patched - GNOME Shell 45.0 |
2 Systems - 29 Benchmark Results |
AMD EPYC 8534P 64-Core - AMD Cinnabar - AMD Device 14a4 Ubuntu 23.10 - 6.8.1-060801-generic - GNOME Shell 45.2 |
2 Systems - 108 Benchmark Results |
Intel Core i7-1065G7 - Dell 06CDVY - Intel Ice Lake-LP DRAM Ubuntu 23.10 - 6.7.0-060700rc5-generic - GNOME Shell 45.1 |
2 Systems - 26 Benchmark Results |
Intel Core i9-14900K - ASUS PRIME Z790-P WIFI - Intel Device 7a27 Ubuntu 23.10 - 6.8.0-phx - GNOME Shell 45.1 |
2 Systems - 40 Benchmark Results |
AMD Ryzen 9 7950X 16-Core - ASUS ROG STRIX X670E-E GAMING WIFI - AMD Device 14d8 Ubuntu 23.10 - 6.7.0-060700-generic - GNOME Shell 45.2 |
2 Systems - 27 Benchmark Results |
Intel Xeon Silver 4216 - TYAN S7100AG2NR - Intel Sky Lake-E DMI3 Registers Debian 12 - 6.1.0-11-amd64 - X Server |
2 Systems - 42 Benchmark Results |
AMD Ryzen 5 5500U - NB01 TUXEDO Aura 15 Gen2 NL5xNU - AMD Renoir Tuxedo 22.04 - 6.5.0-10027-tuxedo - KDE Plasma 5.27.10 |
2 Systems - 49 Benchmark Results |
2 x AMD EPYC 9684X 96-Core - AMD Titanite_4G - AMD Device 14a4 Ubuntu 23.10 - 6.5.0-25-generic - GCC 13.2.0 |
2 Systems - 47 Benchmark Results |
Intel Core i9-10980XE - ASRock X299 Steel Legend - Intel Sky Lake-E DMI3 Registers Ubuntu 22.04 - 6.5.0-18-generic - GNOME Shell 42.2 |
2 Systems - 34 Benchmark Results |
Intel Core Ultra 7 155H - MTL Swift SFG14-72T Coral_MTH - Intel Device 7e7f Ubuntu 23.10 - 6.8.0-060800rc1daily20240126-generic - GNOME Shell 45.2 |
2 Systems - 22 Benchmark Results |
AMD EPYC 7F32 8-Core - ASRockRack EPYCD8 - AMD Starship Debian 12 - 6.1.0-11-amd64 - X Server |
2 Systems - 57 Benchmark Results |
AMD Ryzen Threadripper PRO 5965WX 24-Cores - ASUS Pro WS WRX80E-SAGE SE WIFI - AMD Starship Ubuntu 23.10 - 6.5.0-26-generic - GNOME Shell 45.0 |
Featured Kernel Comparison |
2 x Intel Xeon Max 9480 - Supermicro SYS-221H-TNR X13DEM v1.10 - Intel Device 1bce Ubuntu 23.10 - 6.9.0-060900rc2-generic - GNOME Shell 45.0 |