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.org

Source Repository

github.com

Test Created

16 November 2023

Last Updated

26 March 2024

Test Maintainer

Michael Larabel

Test Type

System

Average Install Time

5 Minutes, 20 Seconds

Average Run Time

9 Minutes, 33 Seconds

Test Dependencies

Python

Accolades

10k+ Downloads

Supported Platforms

* 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 20 December 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.

Suites Using This Test

Machine Learning

HPC - High Performance Computing

Performance Metrics

Analyze Test Configuration:

PyTorch 2.2.1

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

OpenBenchmarking.org metrics for this test profile configuration based on 293 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.

Component

Percentile Rank

# Compatible Public Results

batches/sec (Average)

AMD Ryzen 9 9950X 16-Core

97th

85.2 ^{+/- 1.1}

INTEL XEON PLATINUM 8592

93rd

78.5 ^{+/- 0.7}

AMD Ryzen 9 7950X 16-Core

88th

70.2 ^{+/- 4.5}

AMD EPYC 4584PX 16-Core

88th

68.8

AMD EPYC 4344P 8-Core

86th

68.7

AMD EPYC 4364P 8-Core

85th

67.7 ^{+/- 0.4}

AMD EPYC 4564P 16-Core

83rd

65.9 ^{+/- 0.4}

AMD EPYC 4484PX 12-Core

77th

61.3

Intel Core i9-14900K

76th

61.1 ^{+/- 5.8}

Mid-Tier

75th

< 60.4

AMD Ryzen Threadripper 7980X 64-Cores

74th

60.0 ^{+/- 0.3}

AMD EPYC 9655 96-Core

73rd

59.6 ^{+/- 1.0}

AMD Ryzen 9 7900 12-Core

73rd

58.8 ^{+/- 0.1}

AMD EPYC 4244P 6-Core

72nd

58.5

AMD EPYC 4464P 12-Core

69th

57.0

AMD Ryzen 5 7600 6-Core

67th

56.5 ^{+/- 0.8}

AMD Ryzen 7 8845HS

66th

53.9 ^{+/- 0.7}

AMD Ryzen 5 8400F 6-Core

66th

52.6

AMD EPYC 9755 128-Core

59th

51.0 ^{+/- 2.0}

Intel Xeon Max 9468

58th

49.7 ^{+/- 1.1}

Intel Xeon Platinum 8490H

56th

48.4 ^{+/- 2.8}

Intel Xeon Max 9480

56th

46.5 ^{+/- 1.8}

2 x Intel Xeon Max 9468

55th

46.4 ^{+/- 0.1}

2 x INTEL XEON PLATINUM 8592

55th

46.3 ^{+/- 2.5}

Median

50th

44.2

Intel Xeon 6980P

49th

43.3 ^{+/- 0.6}

AMD EPYC 4124P 4-Core

45th

41.1

AMD EPYC 8534P 64-Core

44th

40.9 ^{+/- 0.2}

AMD EPYC 9654 96-Core

42nd

40.7 ^{+/- 0.2}

AMD EPYC 9684X 96-Core

42nd

40.7 ^{+/- 0.7}

AMD Ryzen Threadripper PRO 5965WX 24-Cores

40th

40.1 ^{+/- 0.1}

2 x Intel Xeon Platinum 8490H

38th

37.3 ^{+/- 1.6}

AMD Ryzen Threadripper 3970X 32-Core

36th

35.4 ^{+/- 0.6}

AMD Ryzen 9 5900HX

33rd

33.4 ^{+/- 0.4}

Intel Core i5-14400F

32nd

32.2

AMD EPYC 9754 128-Core

30th

32.0 ^{+/- 0.3}

Intel Core Ultra 7 155H

27th

28.9 ^{+/- 0.7}

Low-Tier

25th

< 27.6

AMD Ryzen 7 PRO 5850U

24th

26.0 ^{+/- 1.0}

Intel Core i7-1280P

24th

25.4 ^{+/- 2.5}

2 x AMD EPYC 9684X 96-Core

17th

22.3 ^{+/- 1.4}

AMD Ryzen 5 5500U

17th

21.2 ^{+/- 0.2}

AMD Ryzen 7 4700U

14th

20.9 ^{+/- 0.5}

2 x AMD EPYC 9654 96-Core

13th

20.3 ^{+/- 0.7}

Intel Core i7-1065G7

11th

18.9 ^{+/- 2.5}

2 x Intel Xeon 6980P

7th

15.5 ^{+/- 1.9}

2 x AMD EPYC 9754 128-Core

5th

14.9 ^{+/- 0.1}

Detailed Performance Overview

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 4 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 1.1%.

Does It Scale Well With Increasing Cores?

Yes, based on the automated analysis of the collected public benchmark data, this test / test settings does 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.

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.

CPU Architecture

Kernel Identifier

Verified On

Intel / AMD x86 64-bit

x86_64

(Many Processors)

ARMv8 64-bit

aarch64

AmpereOne 192-Core, AmpereOne 72-Core

res4 1 System - 36 Benchmark Results	AMD Ryzen 9 5900X 12-Core - ASRock X570 Steel Legend - AMD Starship Ubuntu 22.04 - 6.8.0-49-generic - GNOME Shell 42.9
a40-ml 1 System - 120 Benchmark Results	80 x Intel Xeon - Nutanix AHV - Intel 440FX 82441FX PMC Ubuntu 22.04 - 6.5.0-45-generic - NVIDIA
2024-12-04-1617 1 System - 104 Benchmark Results	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
test Featured Processor Comparison	2 x Intel Xeon E5-2680 v4
test Featured Processor Comparison	2 x Intel Xeon E5-2680 v4
test Featured Processor Comparison	2 x Intel Xeon E5-2680 v4
test Featured Processor Comparison	2 x Intel Xeon E5-2680 v4
test Featured Processor Comparison	2 x Intel Xeon E5-2680 v4
phoronix-machine-learning.txt 1 System - 323 Benchmark Results	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
test Featured Processor Comparison	2 x Intel Xeon E5-2680 v4
test Featured Processor Comparison	2 x Intel Xeon E5-2680 v4
test Featured Processor Comparison	2 x Intel Xeon E5-2680 v4
kubuntu-2404-nvme 2 Systems - 541 Benchmark Results	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
kubuntu-2404-nvme 2 Systems - 525 Benchmark Results	ARMv8 Cortex-A76 - Raspberry Pi 5 Model B Rev 1.0 - Broadcom BCM2712 Ubuntu 24.04 - 6.8.0-1012-raspi - KDE Plasma 5.27.11
102424machinelearningtest 1 System - 342 Benchmark Results	Intel Core i9-12900K - ASUS PRIME Z790-V AX - Intel Raptor Lake-S PCH Ubuntu 24.04 - 6.8.0-47-generic - GNOME Shell 46.0

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
AMD EPYC 4364P EPYC 4564P Intel Xeon E-2488 Benchmarks 5 Systems - 464 Benchmark Results	Intel Xeon E E-2488 - Supermicro Super Server X13SCL-F v0123456789 - Intel Raptor Lake-S PCH Ubuntu 24.04 - 6.8.0-11-generic - GNOME Shell 45.3
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
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
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
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
Clear Linux 41680 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
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
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 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
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
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
Pop OS Kernels Linux 6.8 2 Systems - 206 Benchmark Results	AMD Ryzen Threadripper 3990X 64-Core - Gigabyte TRX40 AORUS PRO WIFI - AMD Starship Pop 22.04 - 6.6.6-76060606-generic - GNOME Shell 42.5
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
2024 Server CPUs 22 Systems - 263 Benchmark Results	2 x AMD EPYC 9654 96-Core - AMD Titanite_4G - AMD Device 14a4 Ubuntu 24.04 - 6.9.0-060900rc3-generic - GCC 13.2.0