spaCy

The spaCy library is an open-source solution for advanced neural language processing (NLP). The spaCy library leverages Python and is a leading neural language processing solution. This test profile times the spaCy CPU performance with various models.

To run this test with the Phoronix Test Suite, the basic command is: phoronix-test-suite benchmark spacy.

Project Site

spacy.io

Source Repository

github.com

Test Created

7 October 2022

Test Maintainer

Michael Larabel

Test Type

System

Average Install Time

4 Minutes, 25 Seconds

Average Run Time

4 Minutes, 16 Seconds

Test Dependencies

Python

Accolades

20k+ 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 4 December 2023.

Revision History

pts/spacy-1.0.0 [View Source] Fri, 07 Oct 2022 18:55:58 GMT
Initial commit of spaCy.

Suites Using This Test

Machine Learning

HPC - High Performance Computing

Performance Metrics

Analyze Test Configuration:

spaCy 3.4.1

Model: en_core_web_lg

OpenBenchmarking.org metrics for this test profile configuration based on 245 public results since 7 October 2022 with the latest data as of 22 September 2023.

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

tokens/sec (Average)

AMD Ryzen 9 7900 12-Core

91st

19496

AMD Ryzen 7 7700 8-Core

87th

19388 ^{+/- 90}

AMD Ryzen 9 7900X 12-Core

85th

19000 ^{+/- 8}

AMD Ryzen 5 7600 6-Core

83rd

18870 ^{+/- 6}

Intel Core i9-12900K

80th

18772 ^{+/- 17}

Intel Core i5-13600K

79th

18702 ^{+/- 117}

Mid-Tier

75th

< 18445

Intel Core i5-12600K

75th

17199 ^{+/- 72}

Intel Core i5-13400

73rd

16546 ^{+/- 100}

Intel Core i5-12400

70th

15896 ^{+/- 13}

AMD Ryzen 7 5800X3D 8-Core

66th

15400 ^{+/- 30}

AMD Ryzen 9 5900HX

64th

14656 ^{+/- 28}

AMD Ryzen 7 PRO 6850U

64th

14546 ^{+/- 108}

Apple M2

62nd

14051 ^{+/- 61}

AMD Ryzen 7 PRO 5850U

60th

13815 ^{+/- 47}

Intel Core i7-1280P

60th

13784 ^{+/- 32}

AMD EPYC 9654 96-Core

57th

13530 ^{+/- 15}

AMD Ryzen Threadripper 3970X 32-Core

53rd

12593 ^{+/- 96}

Median

50th

12492

AMD Ryzen Threadripper 3960X 24-Core

48th

12387 ^{+/- 78}

Intel Core i7-1165G7

48th

12363 ^{+/- 18}

2 x AMD EPYC 7773X 64-Core

46th

12305 ^{+/- 1}

2 x AMD EPYC 7643 48-Core

41st

12146 ^{+/- 35}

AMD Ryzen Threadripper 3990X 64-Core

40th

12107 ^{+/- 92}

AMD Ryzen 9 3900XT 12-Core

40th

12079 ^{+/- 149}

Intel Xeon Gold 6346

37th

11854 ^{+/- 23}

2 x Intel Xeon Gold 6346

34th

11710 ^{+/- 10}

2 x Intel Xeon Platinum 8362

31st

11574 ^{+/- 23}

Intel Xeon Gold 6342

29th

11440 ^{+/- 13}

2 x Intel Xeon Gold 6342

26th

11266 ^{+/- 11}

Intel Xeon Gold 6226R

26th

11260 ^{+/- 47}

AMD EPYC 7F32 8-Core

26th

11258 ^{+/- 53}

Low-Tier

25th

< 11256

Intel Xeon Platinum 8380

25th

11242 ^{+/- 34}

2 x Intel Xeon Platinum 8280

22nd

11162 ^{+/- 3}

2 x Intel Xeon Platinum 8380

19th

11056 ^{+/- 92}

AMD Ryzen 7 4700U

17th

10967 ^{+/- 13}

AMD Ryzen 5 5500U

16th

10951 ^{+/- 33}

Intel Core i7-10700T

14th

10896 ^{+/- 44}

2 x Intel Xeon Gold 5220R

12th

10856 ^{+/- 21}

AMD Ryzen 5 4500U

9th

10419 ^{+/- 105}

AMD Ryzen 7 4800U

8th

10078 ^{+/- 79}

2 x AMD EPYC 7601 32-Core

5th

6797 ^{+/- 2}

Intel Xeon E5-2609 v4

3rd

4914 ^{+/- 12}

Based on OpenBenchmarking.org data, the selected test / test configuration (spaCy 3.4.1 - Model: en_core_web_lg) 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.

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 ORPD SQRTSD ANDNPD CMPNLESD MINSD MAXSD PSRLDQ MOVMSKPD MOVUPD CMPLTSD DIVPD

Last automated analysis: 10 October 2022

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, Apple M2

h510-i310100-1 1 System - 307 Benchmark Results	Intel Core i3-10100 - ASRock H510M-HVS - Intel Device 43ef Ubuntu 20.04 - 5.15.0-88-generic - GNOME Shell 3.36.9
h510-g6405-1 1 System - 264 Benchmark Results	Intel Pentium Gold G6405 - ASRock H510M-HDV/M.2 SE - Intel Comet Lake PCH Ubuntu 20.04 - 5.15.0-88-generic - GNOME Shell 3.36.9
TestRunNewCMake 1 System - 264 Benchmark Results	Intel Pentium Gold G6400 - ASRock H510M-HDV/M.2 SE - Intel Comet Lake PCH Ubuntu 20.04 - 5.15.0-86-generic - GNOME Shell 3.36.9
wxl2pay-h510-ml 1 System - 279 Benchmark Results	Intel Core i3-10105 - ASRock H510M-HDV/M.2 SE - Intel Comet Lake PCH Ubuntu 20.04 - 5.15.0-83-generic - GNOME Shell 3.36.9
wxl2pay-h510-ml 1 System - 279 Benchmark Results	Intel Core i3-10105 - ASRock H510M-HDV/M.2 SE - Intel Comet Lake PCH Ubuntu 20.04 - 5.15.0-83-generic - GNOME Shell 3.36.9
wxl2pay-h510-ml 1 System - 279 Benchmark Results	Intel Core i3-10105 - ASRock H510M-HDV/M.2 SE - Intel Comet Lake PCH Ubuntu 20.04 - 5.15.0-83-generic - GNOME Shell 3.36.9
svc05_hpc_run_1_23-09-22 1 System - 543 Benchmark Results	AMD Ryzen Threadripper PRO 5995WX 64-Cores - ASRock WRX80 Creator - AMD Starship Ubuntu 22.04 - 6.2.0-33-generic - GNOME Shell 42.9
laptop-spacy 2 Systems - 3 Benchmark Results	Intel Core i5-1135G7 - HP 87E1 - Intel Tiger Lake-LP Ubuntu 22.04 - 6.4.8-060408-generic - GNOME Shell 42.9
spacy-macpro 1 System - 2 Benchmark Results	Intel Xeon W-3275M - Parallels Software Virtual - Red Hat Virtio + ICH8 Ubuntu 22.04 - 6.2.0-32-generic - GNOME Shell 42.9
spacy-xeon 1 System - 2 Benchmark Results	2 x Intel Xeon E5-2696 v4 - HUANANZHI X99-F8D PLUS - Intel Xeon E7 v4 Ubuntu 22.04 - 6.4.6-060406-generic - GNOME Shell 42.9
m600_7940hs-96gb-5600mhz-16gb-igpu-performance-tpd-2tb-sn850x-2023-09-01-2 1 System - 195 Benchmark Results
m600_7940hs-96gb-5600mhz-16gb-igpu-performance-tpd-2tb-sn850x-2023-09-01-2 1 System - 195 Benchmark Results
spacy2 2 Systems - 1 Benchmark Result	4 x Intel Xeon Gold 6130 - Dell PowerEdge R940 [0D41HC] - Intel Sky Lake-E DMI3 Registers Debian GNU - 6.1.38 - 1.0.2
spacy1 2 Systems - 1 Benchmark Result	4 x Intel Xeon Gold 6130 - Dell PowerEdge R940 [0D41HC] - Intel Sky Lake-E DMI3 Registers Debian GNU - 6.1.38 - 1.0.2
m1test 1 System - 253 Benchmark Results	AMD Ryzen 5 7600X 6-Core - ASUS TUF GAMING B650-PLUS WIFI - AMD Device 14d8 Ubuntu 22.04 - 5.19.0-50-generic - GNOME Shell 42.9

Core i9 13900K Linux Distros 2 Systems - 384 Benchmark Results	Intel Core i9-13900K - ASUS PRIME Z790-P WIFI - Intel Device 7a27 Ubuntu 22.10 - 5.19.0-23-generic - GNOME Shell 43.0
raptor 3 Systems - 38 Benchmark Results	Intel Core i5-13600K - ASUS ROG STRIX Z690-E GAMING WIFI - Intel Device 7aa7 Ubuntu 22.04 - 6.0.0-060000rc1daily20220820-generic - GNOME Shell 42.2
zen 1 epyc 2 Systems - 334 Benchmark Results	2 x AMD EPYC 7601 32-Core - Dell 02MJ3T - AMD 17h Ubuntu 22.04 - 5.15.0-40-generic - GNOME Shell 42.2
Cascade Lake EO 2022 2 Systems - 343 Benchmark Results	2 x Intel Xeon Platinum 8280 - GIGABYTE MD61-SC2-00 v01000100 - Intel Sky Lake-E DMI3 Registers Ubuntu 21.04 - 5.11.0-49-generic - GNOME Shell 3.38.4
threadripper eo 2022 2 Systems - 361 Benchmark Results	AMD Ryzen Threadripper 3960X 24-Core - MSI Creator TRX40 - AMD Starship Ubuntu 22.04 - 5.19.0-051900rc7-generic - GNOME Shell 42.2
3900xt-november 3 Systems - 184 Benchmark Results	AMD Ryzen 9 3900XT 12-Core - MSI MEG X570 GODLIKE - AMD Starship Ubuntu 22.04 - 5.15.0-47-generic - GNOME Shell 42.2
5800x3d smoke okt 4 Systems - 145 Benchmark Results	AMD Ryzen 7 5800X3D 8-Core - ASUS ROG CROSSHAIR VIII HERO - AMD Starship Ubuntu 22.04 - 5.15.47+prerelease3723 - GNOME Shell 42.2
eptc-7f32 3 Systems - 270 Benchmark Results	AMD EPYC 7F32 8-Core - ASRockRack EPYCD8 - AMD Starship Debian 11 - 5.10.0-10-amd64 - GNOME Shell 3.38.6
zen 1 epyc 2 Systems - 334 Benchmark Results	2 x AMD EPYC 7601 32-Core - Dell 02MJ3T - AMD 17h Ubuntu 22.04 - 5.15.0-40-generic - GNOME Shell 42.2
Raptor New Tests 3 Systems - 167 Benchmark Results	Intel Core i5-13600K - ASUS PRIME Z790-P WIFI - Intel Device 7a27 Ubuntu 22.04 - 6.0.0-060000rc1daily20220820-generic - GNOME Shell 42.2
eptc-7f32 2 Systems - 270 Benchmark Results	AMD EPYC 7F32 8-Core - ASRockRack EPYCD8 - AMD Starship Debian 11 - 5.10.0-10-amd64 - GNOME Shell 3.38.6
Linux LTS Performance Threadripper 3 Systems - 124 Benchmark Results	AMD Ryzen Threadripper 3990X 64-Core - Gigabyte TRX40 AORUS PRO WIFI - AMD Starship Ubuntu 22.10 - 6.1.0-rc8-phx - GNOME Shell 43.0
spacy-5 Featured Graphics Comparison	AMD Ryzen 9 7950X 16-Core - ASUS TUF GAMING X670E-PLUS WIFI - AMD Device 14d8 Ubuntu 22.10 - 5.19.0-21-generic - GNOME Shell 43.0
tigerlake stuff 3 Systems - 169 Benchmark Results	Intel Core i7-1165G7 - Dell 0GG9PT - Intel Tiger Lake-LP Ubuntu 21.10 - 5.13.0-52-generic - GNOME Shell 40.5
AMD Ryzen 9 7900X Linux 2 Systems - 303 Benchmark Results	AMD Ryzen 9 7900X 12-Core - ASRock X670E PG Lightning - AMD Device 14d8 Ubuntu 22.10 - 5.19.0-23-generic - GNOME Shell 43.0

spaCy

Project Site

Source Repository

Test Created

Test Maintainer

Test Type

Average Install Time

Average Run Time

Test Dependencies

Accolades

Supported Platforms

Revision History

Suites Using This Test

Performance Metrics

spaCy 3.4.1

Model: en_core_web_lg

Notable Instruction Set Usage

Tested CPU Architectures

Recent Test Results

Most Popular Test Results