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, 49 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 9 November 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 387 public results since 26 March 2024 with the latest data as of 1 November 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 9800X3D 8-Core

100th

78.7 ^{+/- 0.2}

AMD Ryzen 7 9700X 8-Core

99th

64.6 ^{+/- 1.9}

INTEL XEON PLATINUM 8592

97th

63.1

AMD Ryzen 9 9950X 16-Core

94th

58.4 ^{+/- 1.5}

Intel Core Ultra 9 285K

92nd

57.7 ^{+/- 2.9}

Intel Xeon Platinum 8490H

91st

56.0

AMD Ryzen 5 9600X 6-Core

88th

55.5 ^{+/- 1.0}

AMD Ryzen 9 9900X 12-Core

85th

52.5 ^{+/- 0.5}

AMD Ryzen 9 7950X 16-Core

82nd

48.9 ^{+/- 2.0}

AMD Ryzen Threadripper 7980X 64-Cores

80th

47.9 ^{+/- 0.3}

AMD EPYC 9655 96-Core

79th

47.8 ^{+/- 1.5}

AMD Ryzen 7 7700X 8-Core

79th

47.2

AMD EPYC 4584PX 16-Core

77th

46.2

AMD Ryzen 7 7700 8-Core

76th

46.0

Mid-Tier

75th

< 46.0

AMD Ryzen 7 7800X3D 8-Core

75th

45.3

AMD EPYC 4364P 8-Core

73rd

45.1 ^{+/- 0.1}

Intel Core Ultra 5 245K

72nd

44.6 ^{+/- 0.1}

AMD EPYC 4344P 8-Core

71st

43.9

AMD EPYC 4564P 16-Core

70th

43.9 ^{+/- 1.1}

AMD EPYC 9755 128-Core

69th

43.5 ^{+/- 0.2}

AMD Ryzen 9 7900X3D 12-Core

67th

43.3

AMD Ryzen 9 7900 12-Core

65th

42.6

Intel Core i9-13900K

62nd

42.3

Intel Core i9-14900K

61st

42.2 ^{+/- 1.3}

2 x INTEL XEON PLATINUM 8592

61st

41.8 ^{+/- 1.0}

AMD EPYC 4484PX 12-Core

60th

41.3

AMD EPYC 4464P 12-Core

59th

39.5

AMD Ryzen 9 7950X3D 16-Core

58th

38.4

AMD Ryzen 5 7600 6-Core

54th

35.5

AMD EPYC 4244P 6-Core

53rd

34.9

AMD EPYC 9684X 96-Core

52nd

34.7

AMD Ryzen 9 7900X 12-Core

51st

34.3

Median

50th

34.3

AMD EPYC 8534P 64-Core

49th

33.6 ^{+/- 0.2}

AMD Ryzen 7 5800X3D 8-Core

49th

33.5

AMD Ryzen 9 5950X 16-Core

45th

31.9

AMD Ryzen Threadripper PRO 5965WX 24-Cores

43rd

31.7 ^{+/- 0.1}

Intel Xeon E E-2488

43rd

31.6 ^{+/- 4.6}

AMD Ryzen 7 8700G

42nd

31.6

AMD Ryzen 5 8400F 6-Core

41st

31.1

AMD Ryzen 7 5800X 8-Core

40th

31.1

Intel Xeon 6780E

39th

30.7

AMD Ryzen 5 8600G

38th

30.4 ^{+/- 4.1}

Intel Core i5-13600K

37th

30.1

AMD Ryzen Threadripper 3970X 32-Core

36th

30.0 ^{+/- 0.2}

AMD Ryzen 9 5900X 12-Core

36th

29.7

Intel Core i5-14600K

33rd

29.1

AMD Ryzen AI 9 HX 370

31st

28.1 ^{+/- 2.2}

AMD EPYC 9754 128-Core

31st

27.7

Intel Xeon 6766E

30th

26.9

AMD Ryzen 5 7600X 6-Core

28th

25.1

Low-Tier

25th

< 23.2

AMD EPYC 4124P 4-Core

25th

23.1 ^{+/- 0.2}

Intel Core i5-14500

24th

22.7

AMD Ryzen 5 5600X 6-Core

23rd

21.6

2 x AMD EPYC 9684X 96-Core

20th

20.8 ^{+/- 1.4}

Intel Core i3-14100

20th

20.4

AmpereOne 192-Core

18th

20.1

AMD Ryzen 5 5500

17th

19.4

Intel Core i5-13400

16th

18.9

AMD Ryzen 9 5900HX

15th

18.7 ^{+/- 1.6}

Intel Core i5-14400F

14th

18.2

2 x Intel Xeon 6980P

12th

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 1.1%.

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.

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

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
2024-10-17-pytorch 1 System - 18 Benchmark Results	AMD Ryzen Threadripper 3960X 24-Core - ASUS ROG ZENITH II EXTREME ALPHA - AMD Starship Fedora Linux 40 - 6.11.3-200.fc40.x86_64 - GNOME Shell 46.5
kubuntu-2404-nvme 1 System - 495 Benchmark Results
Tuxedo Drivers Ryzen 7 7840HS Linux Perf 3 Systems - 242 Benchmark Results	AMD Ryzen 7 7840HS - NB05 TUXEDO Pulse 14 Gen3 R14FA1 - AMD Device 14e8 Ubuntu 23.10 - 6.7.0-060700-generic - GNOME Shell 45.2
5xa5000kw-dl580-3-4-pytorch-batchsize512 1 System - 1 Benchmark Result	4 x Intel Xeon E7-4880 v2 - QEMU Standard PC - Intel 82G33 Ubuntu 24.04 - 6.8.0-45-generic - X Server
5xa5000kw-dl580-3-4-pytorch 1 System - 1 Benchmark Result	4 x Intel Xeon E7-4880 v2 - QEMU Standard PC - Intel 82G33 Ubuntu 24.04 - 6.8.0-45-generic - X Server
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 cachyos rolling - 6.10.5-2-cachyos - KDE Plasma 6.1.4
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 Ubuntu 24.04 - 6.8.0-40-generic - GNOME Shell 46.0
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 Ubuntu 24.04 - 6.8.0-40-generic - GNOME Shell 46.0
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

Linux - Intel Meteor Lake vs. AMD Zen 4 Laptop Benchmarks 3 Systems - 413 Benchmark Results	AMD Ryzen 7 7840HS - Framework Laptop 16 - 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 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
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
Desktop Mid 2024 Featured Processor Comparison	AMD Ryzen 9 7900X3D 12-Core - ASUS ROG STRIX X670E-E GAMING WIFI - AMD Device 14d8 Ubuntu 24.04 - 6.10.0-061000rc2-generic - GNOME Shell 46.0
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
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
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
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
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
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
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