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 124 public results since 26 March 2024 with the latest data as of 4 May 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: 1 - Model: ResNet-50) has an average run-time of 6 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 0.2%.
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.
2 Systems - 137 Benchmark Results |
Intel Core i9-14900K - ASUS PRIME Z790-P WIFI - Intel Raptor Lake-S PCH Clear Linux OS 41680 - 6.8.9-1432.native - GNOME Shell 46.1 |
||||||||||||||||||||||||||
1 System - 912 Benchmark Results |
|
1 System - 236 Benchmark Results
|
AMD Ryzen 9 7900 12-Core - ASRockRack 1U4LW-B650/2L2T B650D4U-2L2T/BCM - AMD Device 14d8 Ubuntu 24.04 - 6.8.0-31-generic - GNOME Shell 46.0
|
1 System - 80 Benchmark Results
|
2 x QEMU Virtual 2.5+ - QEMU Standard PC - Intel 82G33 Ubuntu 24.04 - 6.8.0-28-generic - GNOME Shell 46.0
|
1 System - 80 Benchmark Results
|
2 x QEMU Virtual 2.5+ - QEMU Standard PC - Intel 82G33 Fedora 40 - 6.8.5-301.fc40.x86_64 - GNOME Shell 46.0
|
1 System - 1 Benchmark Result
|
AMD Ryzen 7 7840HS - Shenzhen Meigao Electronic Equipment F7BSD v1.1 - AMD Device 14e8 Debian 12 - 6.6.12-1-liquorix-amd64 - Xfce 4.18
|
1 System - 1 Benchmark Result
|
2 x AMD EPYC 7551 32-Core - Supermicro Super Server H11DSi-NT v2.00 - AMD 17h Ubuntu 22.04 - 6.8.6-060806-generic - X Server 1.21.1.4
|
2 Systems - 219 Benchmark Results
|
AMD Ryzen 7 7840HS - Framework Laptop 16 - AMD Device 14e8 Ubuntu 23.10 - 6.7.0-060700-generic - GNOME Shell 45.2
|
3 Systems - 131 Benchmark Results
|
AMD Ryzen 7 4700U - LENOVO IdeaPad 5 14ARE05 LNVNB161216 - AMD Renoir Fedora Linux 39 - 6.5.7-300.fc39.x86_64 - GNOME Shell 45.0
|
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
|
3 Systems - 58 Benchmark Results
|
AMD Ryzen Threadripper 3970X 32-Core - ASUS ROG ZENITH II EXTREME - AMD Starship Ubuntu 22.04 - 6.5.0-25-generic - GNOME Shell 42.2
|
1 System - 79 Benchmark Results
|
ARMv8 Cortex-A76 - Raspberry Pi 5 Model B Rev 1.0 - 4096MB Debian 12 - 6.6.20+rpt-rpi-2712 - X Server
|
1 System - 80 Benchmark Results
|
ARMv8 Cortex-A76 - Khadas Edge2 - 16GB Ubuntu 22.04 - 5.10.198 - 1.3.255
|
1 System - 80 Benchmark Results
|
ARMv8 Cortex-A78E - EDK II 4.1-33958178 - 8GB Ubuntu 20.04 - 5.10.120-tegra - GNOME Shell 3.36.9
|
1 System - 80 Benchmark Results
|
ARMv8 Cortex-A76 - Mixtile Core 3588E - 16GB Ubuntu 22.04 - 5.10.160-rockchip - GNOME Shell 42.9 |
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 - 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 - 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 - 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 - 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 - 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 |
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 - 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 - 30 Benchmark Results |
Intel Core i7-5960X - Gigabyte X99-UD4-CF - Intel Xeon E7 v3 Debian 12 - 6.1.0-11-amd64 - GCC 12.2.0 |
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 - 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 - 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 - 22 Benchmark Results |
AMD Ryzen 7 3800XT 8-Core - MSI X370 XPOWER GAMING TITANIUM - AMD Starship Debian 12 - 6.1.0-18-amd64 - X Server 1.20.11 |
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 |