spaCy Benchmark - OpenBenchmarking.org

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.

Performance Metrics

spaCy 3.4.1

Model: en_core_web_lg

OpenBenchmarking.org metrics for this test profile configuration based on 247 public results since 7 October 2022 with the latest data as of 13 March 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

tokens/sec (Average)

Intel Core i9-13900K

98th

20646 ^{+/- 208}

AMD Ryzen 9 7950X 16-Core

91st

19583 ^{+/- 395}

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}

AMD Ryzen 7 7700X 8-Core

76th

18571 ^{+/- 145}

Mid-Tier

75th

< 18445

Intel Core i5-12600K

74th

17199 ^{+/- 72}

Intel Core i5-13400

72nd

16546 ^{+/- 100}

AMD Ryzen 9 5950X 16-Core

70th

16012 ^{+/- 11}

Intel Core i5-12400

69th

15896 ^{+/- 13}

Intel Core i9-11900K

67th

15595 ^{+/- 48}

AMD Ryzen 7 5800X3D 8-Core

65th

15400 ^{+/- 30}

AMD Ryzen 9 5900HX

63rd

14656 ^{+/- 28}

AMD Ryzen 7 PRO 6850U

63rd

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}

2 x AMD EPYC 9654 96-Core

55th

13454 ^{+/- 35}

AMD Ryzen Threadripper 3970X 32-Core

52nd

12593 ^{+/- 96}

Median

50th

12523

AMD Ryzen Threadripper 3960X 24-Core

48th

12387 ^{+/- 78}

Intel Core i7-1165G7

47th

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

36th

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}

Low-Tier

25th

< 11271

2 x Intel Xeon Gold 6342

25th

11266 ^{+/- 11}

Intel Xeon Gold 6226R

25th

11260 ^{+/- 47}

AMD EPYC 7F32 8-Core

25th

11258 ^{+/- 53}

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

16th

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.

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 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.

hurricane-server 1 System - 322 Benchmark Results	AMD Eng Sample 100-000000897-03 - Supermicro Super Server H13SSL-N v2.00 - AMD Device 14a4 Ubuntu 24.04 - 6.8.0-50-generic - GNOME Shell 46.0
hurricane-server 1 System - 322 Benchmark Results
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
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
m600_7940hs-96gb-5600mhz-16gb-igpu-performance-tpd-2tb-sn850x-2023-09-01-2 2 Systems - 195 Benchmark Results
m600_7940hs-96gb-5600mhz-16gb-igpu-performance-tpd-2tb-sn850x-2023-09-01-2 2 Systems - 195 Benchmark Results
m600_7940hs-96gb-5600mhz-16gb-igpu-performance-tpd-2tb-sn850x-2023-09-01-2 2 Systems - 195 Benchmark Results
m600_7940hs-96gb-5600mhz-16gb-igpu-performance-tpd-2tb-sn850x-2023-09-01-2 2 Systems - 195 Benchmark Results

Core i9 13900K Linux Distros 2 Systems - 384 Benchmark Results	Intel Core i9-13900K - ASUS PRIME Z790-P WIFI - Intel Device 7a27 Clear Linux OS 37600 - 6.0.7-1207.native - GNOME Shell 43.0
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
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
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
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
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
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
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
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 - 6.0.9-060009-generic - GNOME Shell 43.0
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
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
cascade lake refresh 2 Systems - 389 Benchmark Results	2 x Intel Xeon Gold 5220R - TYAN S7106 - Intel Sky Lake-E DMI3 Registers Ubuntu 20.04 - 5.9.0-050900rc6-generic - GNOME Shell 3.36.4
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

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

Does It Scale Well With Increasing Cores?

Notable Instruction Set Usage

Tested CPU Architectures

Recent Test Results

Most Popular Test Results