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

4 Minutes, 58 Seconds

Average Run Time

9 Minutes, 14 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 6 October 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: 64 - Model: ResNet-50

OpenBenchmarking.org metrics for this test profile configuration based on 348 public results since 26 March 2024 with the latest data as of 26 September 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 7 9700X 8-Core

100th

64.2 ^{+/- 1.5}

INTEL XEON PLATINUM 8592

99th

63.1

AMD Ryzen 9 9950X 16-Core

96th

58.4 ^{+/- 1.6}

Intel Xeon Platinum 8490H

93rd

56.0

AMD Ryzen 5 9600X 6-Core

91st

55.4 ^{+/- 0.9}

AMD Ryzen 9 9900X 12-Core

89th

52.5 ^{+/- 0.6}

AMD Ryzen 9 7950X 16-Core

85th

48.9 ^{+/- 2.0}

AMD Ryzen Threadripper 7980X 64-Cores

83rd

47.9 ^{+/- 0.3}

AMD Ryzen 7 7700X 8-Core

82nd

47.2

AMD EPYC 4584PX 16-Core

81st

46.2

AMD Ryzen 7 7700 8-Core

79th

46.0

AMD Ryzen 7 7800X3D 8-Core

78th

45.3

AMD EPYC 4364P 8-Core

76th

45.1 ^{+/- 0.1}

Mid-Tier

75th

< 45.1

AMD EPYC 4344P 8-Core

75th

43.9

AMD EPYC 4564P 16-Core

74th

43.9 ^{+/- 1.1}

AMD Ryzen 9 7900X3D 12-Core

72nd

43.3

AMD Ryzen 9 7900 12-Core

70th

42.6

Intel Core i9-13900K

66th

42.3

Intel Core i9-14900K

66th

42.2 ^{+/- 1.4}

2 x INTEL XEON PLATINUM 8592

66th

41.8 ^{+/- 1.0}

AMD EPYC 4484PX 12-Core

65th

41.3

AMD EPYC 4464P 12-Core

63rd

39.5

AMD Ryzen 9 7950X3D 16-Core

62nd

38.4

AMD Ryzen 5 7600 6-Core

58th

35.5

AMD EPYC 4244P 6-Core

57th

34.9

AMD EPYC 9684X 96-Core

56th

34.7

AMD Ryzen 9 7900X 12-Core

55th

34.3

AMD EPYC 8534P 64-Core

53rd

33.6 ^{+/- 0.2}

AMD Ryzen 7 5800X3D 8-Core

52nd

33.5

Median

50th

33.2

AMD Ryzen 9 5950X 16-Core

48th

31.9

AMD Ryzen Threadripper PRO 5965WX 24-Cores

46th

31.7 ^{+/- 0.1}

Intel Xeon E E-2488

46th

31.6 ^{+/- 4.6}

AMD Ryzen 7 8700G

45th

31.6

AMD Ryzen 5 8400F 6-Core

44th

31.1

AMD Ryzen 7 5800X 8-Core

43rd

31.1

Intel Xeon 6780E

41st

30.7

AMD Ryzen 5 8600G

40th

30.4 ^{+/- 4.1}

Intel Core i5-13600K

40th

30.1

AMD Ryzen Threadripper 3970X 32-Core

39th

30.0 ^{+/- 0.2}

AMD Ryzen 9 5900X 12-Core

38th

29.7

Intel Core i5-14600K

35th

29.1

AMD Ryzen AI 9 HX 370

33rd

28.1 ^{+/- 2.2}

AMD EPYC 9754 128-Core

33rd

27.7

Intel Xeon 6766E

32nd

26.9

AMD Ryzen 5 7600X 6-Core

30th

25.1

AMD EPYC 4124P 4-Core

27th

23.1 ^{+/- 0.2}

Intel Core i5-14500

26th

22.7

Low-Tier

25th

< 22.7

AMD Ryzen 5 5600X 6-Core

25th

21.6

2 x AMD EPYC 9684X 96-Core

21st

20.8 ^{+/- 1.4}

Intel Core i3-14100

21st

20.4

AmpereOne 192-Core

20th

20.1

AMD Ryzen 5 5500

18th

19.4

Intel Core i5-13400

17th

18.9

AMD Ryzen 9 5900HX

16th

18.7 ^{+/- 1.6}

Intel Core i5-14400F

15th

18.2

2 x Intel Xeon 6980P

13th

17.0 ^{+/- 0.5}

Intel Core Ultra 7 155H

9th

15.2 ^{+/- 0.9}

AMD Ryzen 7 PRO 5850U

9th

15.2

Intel Core i7-1280P

8th

15.1 ^{+/- 0.7}

AMD Ryzen 5 5500U

5th

12.8 ^{+/- 0.1}

Intel Core i7-1065G7

3rd

8.6 ^{+/- 0.1}

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 1%.

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

ARMv8 Neoverse-N1 128-Core, AmpereOne 192-Core

512 batch 1 System - 1 Benchmark Result	AMD EPYC 7543P 32-Core - Blade Shadow ShadowM v2.0 - Intel 82G33 Ubuntu 22.04 - 5.15.0-119-generic - X Server
AmpereOne At 72 Cores 1 System - 336 Benchmark Results	AmpereOne - Supermicro ARS-211M-NR R13SPD v1.02 - Ampere Computing LLC Device e208 Ubuntu 24.04 - 6.8.0-39-generic-64k - GCC 13.2.0
8845HS Featured Graphics Comparison	AMD Radeon RX 7600 - AMD Radeon RX 7600M XT 8GB
a4500 1 System - 18 Benchmark Results	AMD EPYC 7543P 32-Core - Blade Shadow ShadowM v2.0 - Intel 82G33 Ubuntu 22.04 - 5.15.0-119-generic - NVIDIA
H610-i312100-1 1 System - 334 Benchmark Results	Intel Core i3-12100 - ASRock H610M-HDV/M.2 R2.0 - Intel Device 7aa7 Ubuntu 20.04 - 5.15.0-89-generic - GNOME Shell 3.36.9
Additional Zen 5 Linux Distro Benchmarks 4 Systems - 99 Benchmark Results	AMD Ryzen 9 9950X 16-Core - ASUS ROG STRIX X670E-E GAMING WIFI - AMD Device 14d8 Ubuntu 24.04 - 6.8.0-40-generic - GNOME Shell 46.0
Additional Zen 5 Linux Distro Benchmarks 3 Systems - 99 Benchmark Results	AMD Ryzen 9 9950X 16-Core - ASUS ROG STRIX X670E-E GAMING WIFI - AMD Device 14d8 cachyos rolling - 6.10.5-2-cachyos - KDE Plasma 6.1.4
Additional Zen 5 Linux Distro Benchmarks 2 Systems - 95 Benchmark Results	AMD Ryzen 9 9950X 16-Core - ASUS ROG STRIX X670E-E GAMING WIFI - AMD Device 14d8 Arch Linux - 6.10.5-arch1-1 - GNOME Shell 46.4
Additional Zen 5 Linux Distro Benchmarks 1 System - 87 Benchmark Results	AMD Ryzen 9 9950X 16-Core - ASUS ROG STRIX X670E-E GAMING WIFI - AMD Device 14d8 Ubuntu 24.04 - 6.8.0-40-generic - GNOME Shell 46.0
resultgangutlx 1 System - 12 Benchmark Results	AMD Ryzen 5 5600G - Gigabyte B450M DS3H-CF - AMD Renoir Ubuntu 24.04 - 6.8.0-39-generic - Xfce 4.18
result_gangutslx 1 System - 2 Benchmark Results	AMD Ryzen 5 5600G - Gigabyte B450M DS3H-CF - AMD Renoir Ubuntu 24.04 - 6.8.0-39-generic - Xfce 4.18
Ryzen 9 9950X Memory Performance 1 System - 102 Benchmark Results	AMD Ryzen 9 9950X 16-Core - ASUS ROG STRIX X670E-E GAMING WIFI - AMD Device 14d8 Ubuntu 24.04 - 6.10.0-phx - GNOME Shell 46.0
AMD Ryzen 5 9600X / Ryzen 7 9700X / Ryzen 9 9900X / Ryzen 9 9950X Linux Benchmarks Featured Processor Comparison	AMD Ryzen 5 9600X 6-Core - AMD Ryzen 7 9700X 8-Core - AMD Ryzen 9 9900X 12-Core - AMD Ryzen 9 9950X 16-Core
TIGERLAKE Intel Linux Laptop 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
18 1 System - 2 Benchmark Results	2 x AMD EPYC 7532 32-Core - GIGABYTE MZ52-G41-00 v01000100 - AMD Starship Rocky Linux 8.4 - 4.18.0-477.10.1.el8_8.x86_64 - X Server

Linux - Intel Meteor Lake vs. AMD Zen 4 Laptop Benchmarks 3 Systems - 413 Benchmark Results	AMD Ryzen 7 7840U - Framework Laptop 13 - AMD Device 14e8 Ubuntu 24.04 - 6.10.0-061000rc4daily20240621-generic - GNOME Shell 46.0
Intel and AMD Desktop CPUs Mid 2024 Linux Benchmarks 18 Systems - 442 Benchmark Results	AMD Ryzen 9 7950X3D 16-Core - ASUS ROG STRIX X670E-E GAMING WIFI - AMD Device 14d8 Ubuntu 24.04 - 6.10.0-061000rc2-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
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
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
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
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
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
Desktop Mid 2024 Featured Processor Comparison	AMD Ryzen 7 8700G - ASUS ROG STRIX X670E-E GAMING WIFI - AMD Device 14e8 Ubuntu 24.04 - 6.10.0-061000rc2-generic - GNOME Shell 46.0
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
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
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
AMD EPYC 4364P EPYC 4564P Intel Xeon E-2488 Benchmarks 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
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
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

PyTorch

Project Site

Source Repository

Test Created

Last Updated

Test Maintainer

Test Type

Average Install Time

Average Run Time

Test Dependencies

Accolades

Supported Platforms

Revision History

Suites Using This Test

Performance Metrics

PyTorch 2.2.1

Device: CPU - Batch Size: 64 - Model: ResNet-50

Notable Instruction Set Usage

Tested CPU Architectures

Recent Test Results

Most Popular Test Results