PyTorch Benchmark - OpenBenchmarking.org

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.

* Uploading of benchmark result data to OpenBenchmarking.org is always optional (opt-in) via the Phoronix Test Suite for users wishing to share their results publicly.
** 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 21 April 2024.

Revision History

pts/pytorch-1.1.0 [View Source] Tue, 26 Mar 2024 15:55:49 GMT
Update to PyTorch 2.2.1 to allow working on Ubuntu 24.04.

pts/pytorch-1.0.1 [View Source] Sat, 06 Jan 2024 15:54:34 GMT
Add NVIDIA CUDA GPU option.

pts/pytorch-1.0.0 [View Source] Thu, 16 Nov 2023 15:22:58 GMT
Initial commit.

Performance Metrics

PyTorch 2.2.1

Device: CPU - Batch Size: 1 - Model: ResNet-50

OpenBenchmarking.org metrics for this test profile configuration based on 87 public results since 26 March 2024 with the latest data as of 24 April 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.

Component

Percentile Rank

# Compatible Public Results

batches/sec (Average)

AMD Ryzen 9 7950X 16-Core

96th

72.1 ^{+/- 0.6}

Intel Core i9-14900K

89th

62.2 ^{+/- 8.3}

AMD Ryzen Threadripper 7980X 64-Cores

88th

60.0 ^{+/- 0.3}

Mid-Tier

75th

< 48.5

2 x INTEL XEON PLATINUM 8592

75th

47.7 ^{+/- 2.4}

AMD EPYC 8534P 64-Core

66th

40.8 ^{+/- 0.2}

AMD Ryzen Threadripper PRO 5965WX 24-Cores

59th

40.1 ^{+/- 0.1}

AMD Ryzen Threadripper 3970X 32-Core

51st

35.4 ^{+/- 0.6}

Median

50th

35.4

AMD Ryzen 9 5900HX

46th

33.4 ^{+/- 0.4}

Intel Core Ultra 7 155H

41st

28.9 ^{+/- 0.7}

AMD Ryzen 7 PRO 5850U

33rd

26.0 ^{+/- 1.0}

Intel Core i7-1280P

33rd

25.4 ^{+/- 2.5}

Low-Tier

25th

< 23.2

2 x AMD EPYC 9684X 96-Core

22nd

23.2 ^{+/- 0.1}

AMD Ryzen 5 5500U

16th

21.2 ^{+/- 0.2}

AMD Ryzen 7 4700U

10th

20.9 ^{+/- 0.5}

Intel Core i7-1065G7

8th

18.9 ^{+/- 2.5}

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 5 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.

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.

Instruction Set

Support

Instructions Detected

SSE2 (SSE2)

Used by default on supported hardware.

MOVDQA MOVDQU PUNPCKLQDQ PADDQ CVTSS2SD UCOMISD CVTSD2SS MOVD CVTSI2SD ADDSD MULSD XORPD DIVSD SUBSD CVTTSD2SI COMISD MOVAPD SHUFPD ANDPD UNPCKLPD MULPD UNPCKHPD SUBPD ADDPD PUNPCKHQDQ PSUBQ PSHUFD PSRLDQ ORPD SQRTSD ANDNPD CMPNLESD MINSD MAXSD MOVMSKPD MOVUPD CMPLTSD DIVPD

Last automated analysis: 6 April 2024

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.

test-pytorch 1 System - 36 Benchmark Results	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
AMD Ryzen 9 7900 ECC Memory 1 System - 236 Benchmark Results	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
gpu-server-2u 3 Systems - 8 Benchmark Results	2 x Intel Xeon E5-2697 v4 - Dell PowerEdge R730 [0WCJNT] - Intel Xeon E7 v4 Ubuntu 22.04 - 5.15.0-102-generic - NVIDIA
gpu-server-2u 2 Systems - 7 Benchmark Results	2 x Intel Xeon E5-2697 v4 - Dell PowerEdge R730 [0WCJNT] - Intel Xeon E7 v4 Ubuntu 22.04 - 5.15.0-102-generic - NVIDIA
dddd 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
sssf 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
lfld 3 Systems - 58 Benchmark Results	AMD Ryzen Threadripper 3970X 32-Core - ASUS ROG ZENITH II EXTREME - AMD Starship Ubuntu 22.04 - 6.5.0-25-generic - GNOME Shell 42.2
pytorch-results 1 System - 1 Benchmark Result	Intel Core i9-13900K - Gigabyte Z690 UD AX - Intel Device 7aa7 Pop 22.04 - 6.8.0-76060800daily20240311-generic - GNOME Shell 42.5
gpu-server-us-report 1 System - 18 Benchmark Results	AMD Ryzen Threadripper PRO 5955WX 16-Cores - ASUS Pro WS WRX80E-SAGE SE WIFI II - AMD Starship Ubuntu 22.04 - 6.5.0-26-generic - GNOME Shell 42.9
gpu-server-eu-report 1 System - 18 Benchmark Results	AMD Ryzen Threadripper PRO 5955WX 16-Cores - ASUS Pro WS WRX80E-SAGE SE WIFI II - AMD Starship Ubuntu 22.04 - 6.5.0-26-generic - GNOME Shell 42.9
7950X_4090_ubuntu22_pytorch 1 System - 18 Benchmark Results	AMD Ryzen 9 7950X 16-Core - 0KDR38 - AMD Device 14d8 Ubuntu 22.04 - 6.5.0-26-generic - GNOME Shell 42.9
bench_bytorch_GPU_all 1 System - 3 Benchmark Results	AMD Ryzen 9 7950X 16-Core - 64GB - 0GB Virtual Disk + 17GB Virtual Disk + 1100GB Virtual Disk Ubuntu 22.04 - 5.15.146.1-microsoft-standard-WSL2 - Wayland
pytorch1 1 System - 3 Benchmark Results	AMD Ryzen 7 7700X 8-Core - MSI PRO B650M-A WIFI - AMD Device 14d8 Pop 22.04 - 6.8.0-76060800daily20240311-generic - GNOME Shell 42.5
pytorch001 1 System - 6 Benchmark Results	AMD Ryzen Threadripper PRO 7965WX 24-Cores - ASUS Pro WS WRX90E-SAGE SE - AMD Device 14a4 Ubuntu 22.04 - 6.5.0-26-generic - GNOME Shell 42.9
new week 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

9684x-march 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
pytorch 2.2.1 ryzen 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
pytorch 2.2 raptor lake 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
pytorch emerald rapids 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
icelake march 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
pytorch 2.2.1 AMD EPYC Siena 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
9684x-march 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
5900hx eo q1 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
tests 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
ldld 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
new week 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
pytorch 2.2.1 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
dldl 2 Systems - 41 Benchmark Results	Intel Core i7-1280P - MSI Prestige 14Evo A12M MS-14C6 - Intel Alder Lake PCH Ubuntu 23.10 - 6.7.0-060700-generic - GNOME Shell 45.2
dkdka 2 Systems - 41 Benchmark Results	AMD Ryzen 7 PRO 5850U - LENOVO ThinkPad T14s Gen 2a 20XF004WUS - AMD Renoir Fedora Linux 39 - 6.5.8-300.fc39.x86_64 - GNOME Shell 45.0
gpu-server-2u 3 Systems - 8 Benchmark Results	2 x Intel Xeon E5-2697 v4 - Dell PowerEdge R730 [0WCJNT] - Intel Xeon E7 v4 Ubuntu 22.04 - 5.15.0-102-generic - NVIDIA

PyTorch

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Performance Metrics

PyTorch 2.2.1

Device: CPU - Batch Size: 1 - Model: ResNet-50

Notable Instruction Set Usage

Tested CPU Architectures

Recent Test Results

Most Popular Test Results