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 530 public results since 28 March 2023 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 2.12 - Device: CPU - Batch Size: 64 - Model: ResNet-50) has an average run-time of 14 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 0.1%.
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.
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 - 298 Benchmark Results |
Intel Core i7-8700 - ASUS PRIME Z370-P II - 32GB ddr4-3200 Ubuntu 23.10 - 6.5.0-15-generic - KDE Plasma 5.27.8 |
3 Systems - 298 Benchmark Results |
Intel Core i7-8700 - ASUS PRIME Z370-P II - 32GB ddr4-3200 Ubuntu 23.10 - 6.5.0-15-generic - KDE Plasma 5.27.8 |
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 |
1 System - 1 Benchmark Result |
Intel Pentium N3700 - AMI Aptio CRB - Intel Atom Debian 12 - 6.1.0-18-amd64 - GCC 12.2.0 |
1 System - 2 Benchmark Results |
2 x Intel Xeon E5-2696 v4 - ASUS Z10PE-D8 WS - Intel Xeon E7 v4 Ubuntu 22.04 - 6.5.0-21-generic - X Server 1.21.1.4 |
1 System - 27 Benchmark Results |
Intel Core Ultra 7 155H - 16GB - 0GB Virtual Disk + 4GB Virtual Disk + 2 x 1100GB Virtual Disk Ubuntu 22.04 - 5.15.146.1-microsoft-standard-WSL2 - Wayland |
1 System - 26 Benchmark Results |
Intel Core Ultra 7 155H - 16GB - 0GB Virtual Disk + 4GB Virtual Disk + 1100GB Virtual Disk Ubuntu 22.04 - 5.15.146.1-microsoft-standard-WSL2 - Wayland |
4 Systems - 125 Benchmark Results |
2 x INTEL XEON PLATINUM 8592+ - Quanta Cloud QuantaGrid D54Q-2U S6Q-MB-MPS - Intel Device 1bce Fedora Linux 39 - 6.7.6-200.fc39.x86_64 - GCC 13.2.1 20231205 |
3 Systems - 125 Benchmark Results |
2 x INTEL XEON PLATINUM 8592+ - Quanta Cloud QuantaGrid D54Q-2U S6Q-MB-MPS - Intel Device 1bce CentOS Stream 9 - 5.14.0-419.el9.x86_64 - GNOME Shell 40.10 |
2 Systems - 390 Benchmark Results |
ARMv8 Cortex-A76 - Mixtile Blade 3 v1.0.1 - 16GB Ubuntu 22.04 - 5.10.160-rockchip - GNOME Shell 42.9 |
1 System - 6 Benchmark Results |
ARMv8 Cortex-A72 - Texas Instruments J721E SK - 2560MB Ubuntu 22.04.4 LTS - 6.1.46-g5892b80d6b - overlayfs |
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 |
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 |
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 |
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 |
3 Systems - 131 Benchmark Results |
AMD Ryzen 7 5800X3D 8-Core - ASUS ROG CROSSHAIR VIII HERO - AMD Starship Ubuntu 22.04 - 5.17.0-1019-oem - GNOME Shell 42.2 |
4 Systems - 215 Benchmark Results |
AMD EPYC 7343 16-Core - Supermicro H12SSL-i v1.02 - 8 x 64 GB DDR4-3200MT AlmaLinux 9.1 - 5.14.0-162.12.1.el9_1.x86_64 - GCC 11.3.1 20220421 |
5 Systems - 203 Benchmark Results |
AMD EPYC 9654 96-Core - AMD Titanite_4G - AMD Device 14a4 Ubuntu 23.04 - 5.19.0-21-generic - GNOME Shell 43.1 |
Featured OpenGL Comparison |
Intel Core i7-10700T - Logic Supply RXM-181 - Intel Comet Lake PCH openSUSE 20230303 - 6.2.1-1-default - KDE Plasma 5.27.2 |
4 Systems - 132 Benchmark Results |
2 x AMD EPYC 7773X 64-Core - AMD DAYTONA_X - AMD Starship Ubuntu 22.04 - 6.2.0-phx - GNOME Shell 42.5 |
3 Systems - 231 Benchmark Results |
2 x Intel Xeon Platinum 8380 - Intel M50CYP2SB2U - Intel Ice Lake IEH Ubuntu 22.10 - 6.2.0-rc5-phx-dodt - GNOME Shell 43.0 |
2 Systems - 93 Benchmark Results |
AMD Ryzen 7 7800X3D 8-Core - ASUS ROG CROSSHAIR X670E HERO - AMD Device 14d8 Ubuntu 23.04 - 6.2.8-060208-generic - GNOME Shell 44.0 |
Featured Processor Comparison |
Intel Xeon Gold 6338 - Supermicro X12SPO-NTF v2.00 - 8 x 64 GB DDR4-3200MT AlmaLinux 9.1 - 5.14.0-162.12.1.el9_1.x86_64 - GCC 11.3.1 20220421 |
3 Systems - 16 Benchmark Results |
Intel Core i7-1165G7 - Dell 0GG9PT - Intel Tiger Lake-LP Ubuntu 22.10 - 5.19.0-35-generic - GNOME Shell 43.0 |
3 Systems - 197 Benchmark Results |
2 x AMD EPYC 7773X 64-Core - AMD DAYTONA_X - AMD Starship Ubuntu 22.04 - 5.15.0-47-generic - GNOME Shell 42.4 |
Featured Processor Comparison |
AMD Ryzen 5 7600X 6-Core - ASUS ROG CROSSHAIR X670E HERO - AMD Device 14d8 Ubuntu 23.04 - 6.2.8-060208-generic - GNOME Shell 44.0 |
2 Systems - 120 Benchmark Results |
AMD EPYC 9B14 - Google Compute Engine c3d-standard-60 - Intel 440FX 82441FX PMC Ubuntu 22.04 - 6.2.0-1014-gcp - 1.3.238 |
3 Systems - 46 Benchmark Results |
AMD Ryzen 7 4700U - LENOVO LNVNB161216 - AMD Renoir Ubuntu 22.04 - 5.19.0-35-generic - GNOME Shell 42.2 |
3 Systems - 120 Benchmark Results |
ARMv8 Neoverse-N1 - Amazon EC2 c6g.16xlarge - Amazon Device 0200 Ubuntu 22.04 - 5.19.0-1025-aws - 1.3.238 |
3 Systems - 28 Benchmark Results |
Intel Core i7-1185G7 - Dell 0DXP1F - Intel Tiger Lake-LP Ubuntu 22.04 - 5.19.0-35-generic - GNOME Shell 42.2 |