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 279 public results since 28 March 2023 with the latest data as of 27 September 2023.
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: 32 - Model: ResNet-50) has an average run-time of 9 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 - 543 Benchmark Results |
AMD Ryzen Threadripper PRO 5995WX 64-Cores - ASRock WRX80 Creator - AMD Starship Ubuntu 22.04 - 6.2.0-33-generic - GNOME Shell 42.9 |
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4 Systems - 632 Benchmark Results |
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1 System - 1 Benchmark Result
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AMD Ryzen 5 4600H - LENOVO LNVNB161216 - AMD Renoir Ubuntu 22.04 - 6.2.0-32-generic - GNOME Shell 42.9
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1 System - 1 Benchmark Result
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AMD Ryzen 5 4600H - LENOVO LNVNB161216 - AMD Renoir Ubuntu 22.04 - 6.2.0-32-generic - GNOME Shell 42.9
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1 System - 1 Benchmark Result
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Intel Core i7-8700 - Dell 0DYHRY - Intel 8th Gen Core Ubuntu 20.04 - 5.15.0-84-generic - GNOME Shell 3.36.9
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2 Systems - 498 Benchmark Results
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Intel Core i7-1165G7 - Dell 0GG9PT - Intel Tiger Lake-LP Ubuntu 23.10 - 6.3.0-7-generic - GNOME Shell
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11 Systems - 22 Benchmark Results
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Intel Core i7-3770 - HP 3397 - Intel Xeon E3-1200 v2 Ubuntu 20.04 - 5.13.0-40-generic - X Server 1.20.13
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1 System - 13 Benchmark Results
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Intel Core i7-1165G7 - LENOVO 20XXS96300 - Intel Tiger Lake-LP Ubuntu 22.04 - 6.2.0-32-generic - X Server 1.21.1.4
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1 System - 13 Benchmark Results
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Intel Core i7-8700 - Dell 0654JC - Intel Cannon Lake PCH Ubuntu 20.04 - 5.15.0-83-generic - X Server 1.20.13
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2 Systems - 16 Benchmark Results
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Intel Core i3-2310M - LENOVO 4290W1A - Intel 2nd Generation Core DRAM Ubuntu 22.04 - 5.19.0-46-generic - X Server 1.21.1.4
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2 Systems - 670 Benchmark Results
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AMD Ryzen 7 7840U - PHX Ray_PEU - AMD Device 14e8 Ubuntu 23.10 - 6.3.0-7-generic - GNOME Shell
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1 System - 33 Benchmark Results
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AMD Ryzen 7 3800X 8-Core - ASRock B550 Phantom Gaming 4 - AMD Starship EndeavourOS rolling - 6.4.12-1-cachyos-tt - Xfce 4.18
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1 System - 33 Benchmark Results
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AMD Ryzen 7 3800X 8-Core - ASRock B550 Phantom Gaming 4 - AMD Starship EndeavourOS rolling - 6.4.12-273-tkg-tt - Xfce 4.18
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1 System - 33 Benchmark Results
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AMD Ryzen 7 3800X 8-Core - ASRock B550 Phantom Gaming 4 - AMD Starship EndeavourOS rolling - 6.4.12-273-tkg-bore - Xfce 4.18
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1 System - 33 Benchmark Results
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AMD Ryzen 7 3800X 8-Core - ASRock B550 Phantom Gaming 4 - AMD Starship EndeavourOS rolling - 6.4.12-1-cachyos-pds - Xfce 4.18 |
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 - 92 Benchmark Results |
Intel Core i7-4790K - ASUS MAXIMUS VII GENE - Intel 4th Gen Core DRAM Ubuntu 22.10 - 6.2.0-20-generic - GNOME Shell 43.0 |
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 - 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 |
Featured Processor Comparison |
AMD Ryzen 5 5500 - ASUS ROG CROSSHAIR VIII HERO - AMD Renoir Ubuntu 22.04 - 5.19.0-46-generic - GNOME Shell 42.5 |
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 - 88 Benchmark Results |
AMD Ryzen 7 PRO 6850U - LENOVO 21CM0001US - AMD 17h-19h PCIe Root Complex Ubuntu 23.04 - 6.2.0-20-generic - GNOME Shell 44.0 |
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 |
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 |
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 |
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 |
3 Systems - 237 Benchmark Results |
AMD Ryzen 7 4800U - ASRock 4X4-4000 - AMD Renoir Ubuntu 22.04 - 5.19.0-rc6-phx-retbleed - GNOME Shell 42.2 |
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 - 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 - 92 Benchmark Results |
Intel Core i7-4790K - ASUS MAXIMUS VII GENE - Intel 4th Gen Core DRAM Ubuntu 23.04 - 6.2.0-20-generic - GNOME Shell 44.0 |