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, 26 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 21 October 2024.
Suites Using This Test
Performance Metrics
Analyze Test Configuration:TensorFlow 2.16.1
Device: CPU - Batch Size: 64 - Model: ResNet-50
OpenBenchmarking.org metrics for this test profile configuration based on 421 public results since 26 March 2024 with the latest data as of 18 October 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.
Based on public OpenBenchmarking.org results, the selected test / test configuration has an average standard deviation of 0.1%.
Does It Scale Well With Increasing Cores?
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.
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
Compare
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1 System - 55 Benchmark Results |
Intel Core Ultra 7 155H - MSI Prestige 16 AI Evo B1MG MS-15A1 - Intel Device 7e7f Ubuntu 24.10 - 6.11.0-8-generic - KDE Plasma 6.1.5 |
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1 System - 294 Benchmark Results |
Intel Xeon Gold 5412U - ASRockRack SPC741D8UD-2T/X550/H - Intel Device 1bce Clear Linux OS 42410 - 6.10.9-1462.native - X Server |
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1 System - 286 Benchmark Results |
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1 System - 280 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
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1 System - 51 Benchmark Results
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Apple M1 - Apple Mac mini - Apple Silicon Fedora 40 - 6.11.0-400.asahi.fc40.aarch64+16k - KDE Plasma 6.2.0
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1 System - 52 Benchmark Results
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AMD Ryzen 7 7700X 8-Core - ASUS ROG STRIX B650-A GAMING WIFI - AMD Device 14d8 EndeavourOS rolling - 6.11.3-arch1-1 - KDE Plasma 6.2.0
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1 System - 52 Benchmark Results
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QEMU Virtual 2.5+ - QEMU Standard PC - Intel 440FX 82441FX PMC Ubuntu 24.10 - 6.11.0-8-generic - GNOME Shell 47.0
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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 Ubuntu 22.04 - 5.15.0-119-generic - 1.3.255
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1 System - 38 Benchmark Results
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2 x Intel Xeon Gold 6144 - Dell PowerEdge R640 0W23H8 - Intel Sky Lake-E DMI3 Registers Debian GNU - 6.8.12-2-pve - ext4
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1 System - 286 Benchmark Results
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Intel Xeon Gold 5412U - ASRockRack SPC741D8UD-2T/X550/H - Intel Device 1bce Ubuntu 22.04 - 5.15.0-119-generic - 1.3.255
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1 System - 280 Benchmark Results
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Intel Xeon Gold 5412U - ASRockRack SPC741D8UD-2T/X550/H - Intel Device 1bce Ubuntu 22.04 - 5.15.0-119-generic - 1.3.255
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1 System - 10 Benchmark Results
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2 x Intel Xeon Gold 6144 - Dell PowerEdge R640 0W23H8 - Intel Sky Lake-E DMI3 Registers Debian GNU - 6.8.12-2-pve - ext4
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1 System - 38 Benchmark Results
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2 x Intel Xeon Gold 6144 - Dell PowerEdge R640 0W23H8 - Intel Sky Lake-E DMI3 Registers Debian GNU - 6.8.12-2-pve - ext4
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1 System - 4 Benchmark Results
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2 x Intel Xeon Gold 6144 - Dell PowerEdge R640 0W23H8 - Intel Sky Lake-E DMI3 Registers Debian GNU - 6.8.12-2-pve - ext4
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1 System - 7 Benchmark Results
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2 x Intel Xeon Gold 6144 - Dell PowerEdge R640 0W23H8 - Intel Sky Lake-E DMI3 Registers Debian GNU - 6.8.12-2-pve - ext4 |
Most Popular Test Results
Compare
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3 Systems - 413 Benchmark Results |
AMD Ryzen 7 7840HS - Framework Laptop 16 - AMD Device 14e8 Ubuntu 24.04 - 6.10.0-061000rc4daily20240621-generic - GNOME Shell 46.0 |
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18 Systems - 442 Benchmark Results |
AMD Ryzen 5 7600X 6-Core - ASUS ROG STRIX X670E-E GAMING WIFI - AMD Device 14d8 Ubuntu 24.04 - 6.10.0-061000rc2-generic - GNOME Shell 46.0 |
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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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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 |
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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 - 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 - 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 |
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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 |
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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 |
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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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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 - 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 |
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Featured Processor Comparison |
AMD Ryzen 9 7950X 16-Core - ASUS ROG STRIX X670E-E GAMING WIFI - AMD Device 14d8 Ubuntu 24.04 - 6.10.0-061000rc2-generic - GNOME Shell 46.0 |
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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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5 Systems - 464 Benchmark Results |
AMD EPYC 4364P 8-Core - Supermicro AS-3015A-I H13SAE-MF v1.00 - AMD Device 14d8 Ubuntu 24.04 - 6.8.0-11-generic - GNOME Shell 45.3 |