TensorFlow
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.
Project Site
tensorflow.orgSource Repository
github.comTest Created
6 February 2017Last Updated
26 March 2024Test Maintainer
Michael LarabelTest Type
SystemAverage Install Time
1 Minute, 34 SecondsAverage Run Time
1 Minute, 51 SecondsTest Dependencies
PythonAccolades
90k+ DownloadsSupported Platforms
** Data based on those opting to upload their test results to OpenBenchmarking.org and users enabling the opt-in anonymous statistics reporting while running benchmarks from an Internet-connected platform.
*** Test profile page view reporting began March 2021.
Data updated weekly as of 19 December 2024.
Suites Using This Test
Performance Metrics
Analyze Test Configuration:TensorFlow 2.16.1
Device: CPU - Batch Size: 1 - Model: VGG-16
OpenBenchmarking.org metrics for this test profile configuration based on 43 public results since 26 March 2024 with the latest data as of 15 December 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: VGG-16) has an average run-time of 2 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.
Tested CPU Architectures
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.
Recent Test Results
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1 System - 322 Benchmark Results |
AMD Eng Sample 100-000000897-03 - Supermicro Super Server H13SSL-N v2.00 - AMD Device 14a4 Ubuntu 24.04 - 6.8.0-50-generic - GNOME Shell 46.0 |
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1 System - 322 Benchmark Results |
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1 System - 120 Benchmark Results
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80 x Intel Xeon - Nutanix AHV - Intel 440FX 82441FX PMC Ubuntu 22.04 - 6.5.0-45-generic - NVIDIA
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1 System - 104 Benchmark Results
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AMD Ryzen 9 7950X 16-Core - MSI MPG X670E CARBON WIFI - AMD Device 14d8 Ubuntu 24.04 - 6.8.0-41-generic - GNOME Shell 46.0
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Featured Processor Comparison
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Featured Processor Comparison
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Featured Processor Comparison
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Featured Processor Comparison
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Featured Processor Comparison
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1 System - 323 Benchmark Results
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AMD Ryzen Threadripper 7960X 24-Cores - Gigabyte TRX50 AERO D - AMD Device 14a4 Ubuntu 24.04 - 6.8.0-48-generic - GNOME Shell 46.0
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Featured Processor Comparison
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Featured Processor Comparison
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Featured Processor Comparison
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1 System - 342 Benchmark Results
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Intel Core i9-12900K - ASUS PRIME Z790-V AX - Intel Raptor Lake-S PCH Ubuntu 24.04 - 6.8.0-47-generic - GNOME Shell 46.0
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1 System - 294 Benchmark Results
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Intel Xeon Gold 5412U - ASRockRack SPC741D8UD-2T/X550/H - Intel Device 1bce Clear Linux OS 42410 - 6.10.9-1462.native - X Server |
Most Popular Test Results
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Featured Kernel Comparison |
AMD Ryzen 5 5600 6-Core - Gigabyte X570 AORUS ELITE WIFI - AMD Starship Fedora 40 - 6.8.1-300.fc40.x86_64 - KDE Plasma 6.0.2 |
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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 |
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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 |
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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 |
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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 |
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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 |
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2 Systems - 22 Benchmark Results |
AMD EPYC 7F32 8-Core - ASRockRack EPYCD8 - AMD Starship Debian 12 - 6.1.0-11-amd64 - X Server |
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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 |
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Featured Kernel Comparison |
AMD Ryzen 5 5600 6-Core - Gigabyte X570 AORUS ELITE WIFI - AMD Starship Fedora 40 - 6.8.2-300.fc40.x86_64 - KDE Plasma 6.0.2 |
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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 |
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Featured Kernel Comparison |
AMD Ryzen 5 5600 6-Core - Gigabyte X570 AORUS ELITE WIFI - AMD Starship Fedora 40 - 6.8.2-300.fc40.x86_64 - KDE Plasma 6.0.2 |
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Featured Kernel Comparison |
AMD Ryzen 5 5600 6-Core - Gigabyte X570 AORUS ELITE WIFI - AMD Starship Fedora 40 - 6.8.1-300.fc40.x86_64 - KDE Plasma 6.0.2 |
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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 |
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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 |
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2 Systems - 31 Benchmark Results |
AMD Ryzen 7 7840HS - NB05 TUXEDO Pulse 14 Gen3 R14FA1 - AMD Device 14e8 Tuxedo 22.04 - 6.5.0-10022-tuxedo - KDE Plasma 5.27.10 |