This is a benchmark of PyTorch making use of pytorch-benchmark [https://github.com/LukasHedegaard/pytorch-benchmark].
To run this test with the Phoronix Test Suite, the basic command is: phoronix-test-suite benchmark pytorch.
OpenBenchmarking.org metrics for this test profile configuration based on 197 public results since 26 March 2024 with the latest data as of 27 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 (PyTorch 2.2.1 - Device: CPU - Batch Size: 1 - Model: ResNet-50) has an average run-time of 3 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 0.8%.
Notable instruction set extensions supported by this test, based on an automatic analysis by the Phoronix Test Suite / OpenBenchmarking.org analytics engine.
This test profile binary relies on the shared libraries libm.so.6, libexpat.so.1, libz.so.1, libc.so.6.
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 - 516 Benchmark Results |
Snapdragon X Elite X1E78100 Qualcomm Oryon - ASUS S5507QAD - 1 x 16384MB 8448MHz Microsoft Windows 11 Home Build 26100 - 10.0.26100.863 - 31.0.56.0 |
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22 Systems - 263 Benchmark Results |
Intel Xeon Max 9468 - Quanta Cloud QuantaGrid D54Q-2U S6Q-MB-MPS - Intel Device 1bce Ubuntu 24.04 - 6.9.0-060900rc3-generic - GCC 13.2.0 |
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1 System - 18 Benchmark Results |
AMD Ryzen 9 3900X 12-Core - Gigabyte B550M AORUS PRO-P - AMD Starship Ubuntu 22.04 - 5.15.0-107-generic - X Server 1.21.1.4 |
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1 System - 6 Benchmark Results |
12 x Intel Xeon Gold 6444Y - Intel 440BX - 240GB Ubuntu 22.04.4 LTS - 5.14.0-284.64.1.el9_2.x86_64 - NVIDIA |
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1 System - 920 Benchmark Results |
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1 System - 926 Benchmark Results
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Intel Core i5-14500 - ASUS PRIME Z790-P WIFI - Intel Raptor Lake-S PCH Ubuntu 24.04 - 6.8.0-31-generic - GNOME Shell 46.0
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2 Systems - 137 Benchmark Results
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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
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3 Systems - 209 Benchmark Results
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AMD Ryzen 9 3900X 12-Core - MSI X570-A PRO - AMD Starship Ubuntu 23.10 - 6.5.0-9-generic - X Server 1.21.1.7
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Featured Graphics Comparison
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Featured Graphics Comparison
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1 System - 912 Benchmark Results
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1 System - 36 Benchmark Results
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Intel Xeon E5-2680 v4 - MACHINIST X99-MR9A PRO MAX - Intel Xeon E7 v4 Ubuntu 22.04 - 6.5.0-28-generic - GNOME Shell 42.9
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1 System - 236 Benchmark Results
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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
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3 Systems - 8 Benchmark Results
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2 x Intel Xeon E5-2697 v4 - Dell PowerEdge R730 [0WCJNT] - Intel Xeon E7 v4 Ubuntu 22.04 - 5.15.0-102-generic - NVIDIA
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2 Systems - 7 Benchmark Results
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2 x Intel Xeon E5-2697 v4 - Dell PowerEdge R730 [0WCJNT] - Intel Xeon E7 v4 Ubuntu 22.04 - 5.15.0-102-generic - NVIDIA |
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 - 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 - 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 - 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 |
3 Systems - 18 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 |
4 Systems - 18 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 - 12 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 - 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 |
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 |
3 Systems - 18 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 - 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 |
4 Systems - 18 Benchmark Results |
AMD Ryzen Threadripper 7980X 64-Cores - System76 Thelio Major - AMD Device 14a4 Ubuntu 23.10 - 6.5.0-26-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 - 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 |