PyTorch
This is a benchmark of PyTorch making use of pytorch-benchmark [https://github.com/LukasHedegaard/pytorch-benchmark]. Currently this test profile is catered to CPU-based testing.
To run this test with the Phoronix Test Suite, the basic command is: phoronix-test-suite benchmark pytorch.
Project Site
pytorch.orgSource Repository
github.comTest Created
16 November 2023Test Maintainer
Michael LarabelTest Type
SystemAverage Install Time
2 Minutes, 28 SecondsAverage Run Time
5 Minutes, 56 SecondsTest Dependencies
PythonAccolades
Recently Created Test ProfileSupported Platforms
Suites Using This Test
Performance Metrics
Analyze Test Configuration:PyTorch 2.1
Device: CPU - Batch Size: 16 - Model: Efficientnet_v2_l
OpenBenchmarking.org metrics for this test profile configuration based on 73 public results since 16 November 2023 with the latest data as of 28 November 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 (PyTorch 2.1 - Device: CPU - Batch Size: 16 - Model: Efficientnet_v2_l) has an average run-time of 17 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
Compare
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2 Systems - 33 Benchmark Results |
Apple M2 - Apple MacBook Air - Apple Silicon Arch rolling - 6.3.0-asahi-13-1-ARCH - KDE Plasma 5.27.6 |
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4 Systems - 177 Benchmark Results |
AMD Ryzen 9 7950X3D 16-Core - ASRockRack B650D4U-2L2T/BCM - AMD Device 14d8 Ubuntu 22.04 - 6.6.0-rc4-phx-amd-pref-core - GNOME Shell 42.9 |
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4 Systems - 22 Benchmark Results |
Intel Core i7-1185G7 - Dell 0DXP1F - Intel Tiger Lake-LP Ubuntu 22.04 - 6.2.0-36-generic - GNOME Shell 42.2 |
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4 Systems - 18 Benchmark Results |
2 x AMD EPYC 9654 96-Core - AMD Titanite_4G - AMD Device 14a4 Ubuntu 23.10 - 6.6.0-rc5-phx-patched - GNOME Shell 45.0 |
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3 Systems - 21 Benchmark Results |
Intel Core i7-1165G7 - Dell 0GG9PT - Intel Tiger Lake-LP Ubuntu 23.10 - 6.5.0-10-generic - GNOME Shell 45.0 |
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2 Systems - 58 Benchmark Results |
AMD Ryzen 5 4500U - LENOVO LNVNB161216 - AMD Renoir Pop 22.04 - 5.17.5-76051705-generic - GNOME Shell 42.1 |
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3 Systems - 18 Benchmark Results |
AMD Ryzen Threadripper 3990X 64-Core - Gigabyte TRX40 AORUS PRO WIFI - AMD Starship Ubuntu 23.10 - 6.5.0-10-generic - GNOME Shell 45.0 |
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3 Systems - 18 Benchmark Results |
AMD Ryzen 7 7840U - Framework FRANMDCP07 - AMD Device 14e8 Ubuntu 23.10 - 6.5.0-5-generic - GNOME Shell 45.0 |
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3 Systems - 18 Benchmark Results |
AMD Ryzen Threadripper PRO 5965WX 24-Cores - ASUS Pro WS WRX80E-SAGE SE WIFI - AMD Starship Ubuntu 23.10 - 6.5.0-10-generic - GNOME Shell 45.0 |
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3 Systems - 18 Benchmark Results |
AMD EPYC 8534P 64-Core - AMD Cinnabar - AMD Device 14a4 Ubuntu 23.10 - 6.5.0-5-generic - GNOME Shell 45.0 |
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1 System - 15 Benchmark Results |
AMD Ryzen 9 5900HX - ASUS G513QY v1.0 - AMD Renoir Ubuntu 22.10 - 5.19.0-46-generic - GNOME Shell 43.0 |
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3 Systems - 12 Benchmark Results |
Intel Core i7-1065G7 - Dell 06CDVY - Intel Ice Lake-LP DRAM Ubuntu 23.04 - 6.2.0-35-generic - GNOME Shell 44.3 |
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3 Systems - 9 Benchmark Results |
AMD Ryzen 9 5900HX - ASUS G513QY v1.0 - AMD Renoir Ubuntu 22.10 - 5.19.0-46-generic - GNOME Shell 43.0 |