PyTorch
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.
Project Site
pytorch.orgSource Repository
github.comTest Created
16 November 2023Last Updated
26 March 2024Test Maintainer
Michael LarabelTest Type
SystemAverage Install Time
5 Minutes, 20 SecondsAverage Run Time
9 Minutes, 33 SecondsTest Dependencies
PythonAccolades
10k+ 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.
Data updated weekly as of 20 December 2024.
Suites Using This Test
Performance Metrics
Analyze Test Configuration:PyTorch 2.2.1
Device: CPU - Batch Size: 64 - Model: ResNet-50
OpenBenchmarking.org metrics for this test profile configuration based on 392 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 (PyTorch 2.2.1 - Device: CPU - Batch Size: 64 - Model: ResNet-50) has an average run-time of 6 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 0.9%.
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.
Notable Instruction Set Usage
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.
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 - 36 Benchmark Results
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AMD Ryzen 9 5900X 12-Core - ASRock X570 Steel Legend - AMD Starship Ubuntu 22.04 - 6.8.0-49-generic - GNOME Shell 42.9
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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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2 Systems - 541 Benchmark Results
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ARMv8 Cortex-A76 - Raspberry Pi 5 Model B Rev 1.0 - Broadcom BCM2712 Ubuntu 24.04 - 6.8.0-1013-raspi - KDE Plasma 5.27.11 |
Most Popular Test Results
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3 Systems - 413 Benchmark Results |
Intel Core Ultra 7 155H - MTL Swift SFG14-72T Coral_MTH - Intel Device 7e7f Ubuntu 24.04 - 6.10.0-061000rc4daily20240621-generic - GNOME Shell 46.0 |
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18 Systems - 442 Benchmark Results |
AMD Ryzen 5 8600G - ASUS ROG STRIX X670E-E GAMING WIFI - AMD Device 14e8 Ubuntu 24.04 - 6.10.0-061000rc2-generic - GNOME Shell 46.0 |
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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 |
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5 Systems - 464 Benchmark Results |
AMD EPYC 4564P 16-Core - Supermicro AS-3015A-I H13SAE-MF v1.00 - AMD Device 14d8 Ubuntu 24.04 - 6.8.0-11-generic - GNOME Shell 45.3 |
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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 7 7800X3D 8-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 - 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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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 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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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 |
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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 |
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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 |
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2 Systems - 413 Benchmark Results |
Intel Core i7-1185G7 - Dell XPS 13 9310 0DXP1F - Intel Tiger Lake-LP Ubuntu 24.04 - 6.10.0-061000rc4daily20240621-generic - GNOME Shell 46.0 |
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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 |