LeelaChessZero

LeelaChessZero (lc0 / lczero) is a chess engine automated vian neural networks. This test profile can be used for OpenCL, CUDA + cuDNN, and BLAS (CPU-based) benchmarking.

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

Project Site

lczero.org

Source Repository

github.com

Test Created

12 January 2019

Last Updated

11 August 2024

Test Maintainer

Michael Larabel

Test Type

Processor

Average Install Time

1 Minute, 33 Seconds

Average Run Time

4 Minutes, 8 Seconds

Test Dependencies

C/C++ Compiler Toolchain + BLAS (Basic Linear Algebra Sub-Routine) + OpenCL + Meson Build System + Eigen + Zlib

Accolades

150k+ 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.
*** Test profile page view reporting began March 2021.
Data updated weekly as of 2 December 2024.

Revision History

pts/lczero-1.8.0 [View Source] Sun, 11 Aug 2024 10:10:22 GMT
Update against lc0 v0.31.1 upstream.

pts/lczero-1.7.0 [View Source] Sat, 16 Dec 2023 06:59:59 GMT
Update against lczero v0.30 upstream.

pts/lczero-1.6.0 [View Source] Wed, 25 Aug 2021 14:55:01 GMT
Update against upstream LC0 v0.28 to workaround build issues on newer Linux distributions.

pts/lczero-1.5.1 [View Source] Sun, 27 Sep 2020 17:41:46 GMT
Limit max CPU threads to 64 to workaround upstream issue with lc0 bailing out otherwise.

pts/lczero-1.5.0 [View Source] Sun, 06 Sep 2020 14:18:27 GMT
Update against latest upstream along with updated network, add eigen as possible external dependency.

pts/lczero-1.4.0 [View Source] Thu, 30 Apr 2020 09:06:47 GMT
Update against lc0 0.25, use new network as old one was removed.

pts/lczero-1.3.0 [View Source] Fri, 10 Jan 2020 20:28:53 GMT
Update against latest lc0 v0.23.2 upstream, other test improvements.

pts/lczero-1.2.1 [View Source] Thu, 03 Oct 2019 14:07:11 GMT
Add Windows support.

pts/lczero-1.2.0 [View Source] Thu, 26 Sep 2019 16:49:44 GMT
Update against lczero upstream

pts/lczero-1.1.1 [View Source] Wed, 16 Jan 2019 05:41:40 GMT
Add zlib to external dependency list.

pts/lczero-1.1.0 [View Source] Tue, 15 Jan 2019 10:11:47 GMT
Set threads option always for CPU testing.

pts/lczero-1.0.1 [View Source] Sun, 13 Jan 2019 14:22:54 GMT
Allow CUDA and BLAS benchmarking back-end support.

pts/lczero-1.0.0 [View Source] Sat, 12 Jan 2019 20:10:43 GMT
Initial commit of lc0 / lczero chess benchmark using neural networks with GPU compute.

Suites Using This Test

Chess Test Suite

Machine Learning

HPC - High Performance Computing

CPU Massive

NVIDIA GPU Compute

Performance Metrics

Analyze Test Configuration:

LeelaChessZero 0.31.1

Backend: Eigen

OpenBenchmarking.org metrics for this test profile configuration based on 140 public results since 11 August 2024 with the latest data as of 24 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

Nodes Per Second (Average)

AMD EPYC 9575F 64-Core

100th

1315 ^{+/- 32}

AMD Ryzen 7 9800X3D 8-Core

96th

403 ^{+/- 3}

ARMv8 Neoverse-V2 72-Core

92nd

361 ^{+/- 1}

AMD Ryzen 5 9600X 6-Core

89th

287 ^{+/- 11}

AMD Ryzen 7 9700X 8-Core

86th

242 ^{+/- 2}

AMD Ryzen 9 9950X 16-Core

78th

226 ^{+/- 18}

Mid-Tier

75th

< 222

2 x AMD EPYC 9124 16-Core

75th

221 ^{+/- 1}

AMD Ryzen 9 7950X3D 16-Core

69th

211 ^{+/- 1}

Intel Core i9-14900K

65th

178 ^{+/- 5}

AMD Ryzen 9 7950X 16-Core

59th

170 ^{+/- 10}

AMD Ryzen Threadripper 7980X 64-Cores

54th

131 ^{+/- 7}

Median

50th

105

AMD Ryzen 7 8845HS

50th

104 ^{+/- 6}

AMD Ryzen Threadripper 3970X 32-Core

48th

94 ^{+/- 2}

AMD Ryzen 7 5800X3D 8-Core

45th

79 ^{+/- 1}

Intel Core i9-10980XE

45th

79 ^{+/- 5}

2 x AMD EPYC 7303 16-Core

41st

75 ^{+/- 1}

AMD Ryzen 7 7840HS

36th

72 ^{+/- 3}

AMD EPYC 7F32 8-Core

34th

71 ^{+/- 1}

Intel Core i5-12600K

34th

71 ^{+/- 1}

AMD Ryzen Threadripper 3990X 64-Core

29th

60 ^{+/- 2}

Low-Tier

25th

< 56

AMD Ryzen AI 9 365

24th

48 ^{+/- 2}

Intel Core i7-1165G7

22nd

47 ^{+/- 1}

AMD Ryzen AI 9 HX 370

17th

42 ^{+/- 2}

Intel Core Ultra 7 155H

16th

25 ^{+/- 1}

AMD Ryzen 7 PRO 6850U

14th

24 ^{+/- 1}

AMD EPYC 7551 32-Core

11th

23 ^{+/- 1}

AMD Ryzen 7 PRO 5850U

7th

21 ^{+/- 1}

AMD Ryzen 9 5900HX

4th

20 ^{+/- 1}

Based on OpenBenchmarking.org data, the selected test / test configuration (LeelaChessZero 0.31.1 - Backend: Eigen) has an average run-time of 19 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 0.2%.

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

SSE 4.2 (SSE4_2)

Used by default on supported hardware.
Found on Intel processors since at least 2010.
Found on AMD processors since Bulldozer (2011).

POPCNT

Advanced Vector Extensions (AVX)

Used by default on supported hardware.
Found on Intel processors since Sandy Bridge (2011).
Found on AMD processors since Bulldozer (2011).

VZEROUPPER VBROADCASTSS VEXTRACTF128 VPERMILPS VINSERTF128 VPERM2F128

Advanced Vector Extensions 2 (AVX2)

Used by default on supported hardware.
Found on Intel processors since Haswell (2013).
Found on AMD processors since Excavator (2016).

VPBROADCASTQ VINSERTI128 VEXTRACTI128 VPBROADCASTW VPBROADCASTD VPSLLVQ VPERMPS VPERM2I128 VPERMQ VPERMD

Advanced Vector Extensions 512 (AVX512)

Used by default on supported hardware.

(ZMM REGISTER USE)

FMA (FMA)

Used by default on supported hardware.
Found on Intel processors since Haswell (2013).
Found on AMD processors since Bulldozer (2011).

VFMADD132SD VFMADD231SD VFMADD213SD VFNMADD132SD VFMADD132SS VFNMADD132SS VFMSUB132SS VFMADD213SS VFMADD231SS VFNMSUB231SS VFNMADD213SS VFNMSUB132SS VFMSUB231SS VFNMADD213SD VFMADD132PS VFMADD231PS VFMADD213PS VFNMADD231SS

The test / benchmark does honor compiler flag changes.

Last automated analysis: 23 August 2024

This test profile binary relies on the shared libraries libopenblas.so.0, libOpenCL.so.1, libz.so.1, libm.so.6, libc.so.6, libgfortran.so.5, libquadmath.so.0.

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-V2 72-Core

ccta_bio-sci-fin-comp_suite_w10-pro3_R_25nov21 2 Systems - 14 Benchmark Results	AMD Ryzen Threadripper 3960X 24-Core - Intel 440BX - 1 x 16384 MB 0MHz VMW-16384MB Microsoft Windows 10 Pro Build 18362 - 10.0 - 2.0.105.0
lczerotest 1 System - 1 Benchmark Result	AMD Eng Sample 100-000000560-40_Y - (5.24 BIOS) - AMD 17h-19h PCIe Root Complex Ubuntu 24.04 - 6.8.0-49-generic - GNOME Shell 46.0
LCZero 1 System - 3 Benchmark Results	AMD Ryzen 7 5700X3D 8-Core - Gigabyte B550M DS3H AC - 2 x 16384MB 3600MHz F4-3600C18-16GVK Microsoft Windows 11 Pro Build 22631 - 10.0.22631.4460 - 32.0.12019.1028
rrrr 3 Systems - 79 Benchmark Results	AMD Ryzen 7 PRO 5850U - LENOVO ThinkPad T14s Gen 2a 20XF004WUS - AMD Renoir Ubuntu 24.04 - 6.10.0-061000rc4daily20240621-generic - GNOME Shell 46.0
test Featured Processor Comparison	2 x Intel Xeon E5-2680 v4
sssx 3 Systems - 166 Benchmark Results	Intel Core i7-1065G7 - Dell XPS 13 7390 2-in-1 06CDVY - Intel Ice Lake-LP DRAM Ubuntu 23.10 - 6.7.0-060700rc5-generic - GNOME Shell 45.1
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
test Featured Processor Comparison	2 x Intel Xeon E5-2680 v4

new mtl framework 3 Systems - 34 Benchmark Results	Intel Core Ultra 7 155H - Framework Laptop 13 - Intel Device 7e7f Ubuntu 24.04 - 6.10.0-061000rc4daily20240621-generic - GNOME Shell 46.0
AMD Ryzen 9 9950X DDR5 Memory Performance Featured Memory Comparison	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
8845HS Featured Graphics Comparison	AMD Ryzen 7 8845HS - NB04 TUXEDO Sirius 16 Gen2 AHP958 - AMD Device 14e8 Tuxedo 22.04 - 6.8.0-101041-tuxedo - KDE Plasma 6.1.4
AMD Ryzen 9 9950X P-State Driver Linux Featured Processor Comparison	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
new 79 4 Systems - 48 Benchmark Results	AMD Ryzen 9 7950X 16-Core - ASUS ROG STRIX X670E-E GAMING WIFI - AMD Device 14d8 Ubuntu 24.04 - 6.10.0-phx - GNOME Shell 46.0
auggie 3 Systems - 106 Benchmark Results	Intel Core i9-10980XE - ASRock X299 Steel Legend - Intel Sky Lake-E DMI3 Registers Ubuntu 22.04 - 6.5.0-35-generic - GNOME Shell 42.9
new stuff 4 Systems - 26 Benchmark Results	Intel Core i9-14900K - ASUS PRIME Z790-P WIFI - Intel Raptor Lake-S PCH Ubuntu 24.04 - 6.10.0-061000rc6daily20240706-generic - GNOME Shell 46.0
AMD Ryzen 9 7950X / Ryzen 9 9950X AVX-512 Comparison Featured Processor Comparison	AMD Ryzen 9 7950X 16-Core - ASUS ROG STRIX X670E-E GAMING WIFI - AMD Device 14d8 Ubuntu 24.04 - 6.10.0-phx - GNOME Shell 46.0
aug11 5 Systems - 26 Benchmark Results	AMD Ryzen Threadripper 3990X 64-Core - Gigabyte TRX40 AORUS PRO WIFI - AMD Starship Pop 22.04 - 6.8.0-76060800daily20240311-generic - GNOME Shell 42.5
lc0 threadripper 4 Systems - 16 Benchmark Results	AMD Ryzen Threadripper 7980X 64-Cores - System76 Thelio Major - AMD Device 14a4 Pop 24.04 - 6.9.3-76060903-generic - COSMIC 0.1.0
new tests Featured Processor Comparison	AMD Ryzen 9 7950X3D 16-Core - ASUS ROG STRIX X670E-E GAMING WIFI - AMD Device 14d8 Ubuntu 24.04 - 6.8.0-41-generic - GNOME Shell 46.0
Intel Granite Rapids Smoke Benchmark 2 Systems - 40 Benchmark Results	Intel Xeon 6980P - Intel BIRCHSTREAM - Intel Ice Lake IEH Ubuntu 24.04 - 6.8.0-22-generic - GCC 13.2.0
new sep 4 Systems - 116 Benchmark Results	2 x AMD EPYC 7303 16-Core - AMD DAYTONA_X - AMD Starship Ubuntu 24.04 - 6.8.0-31-generic - GNOME Shell 46.0
7773X 2P 3 Systems - 120 Benchmark Results	2 x AMD EPYC 7773X 64-Core - AMD DAYTONA_X - AMD Starship Ubuntu 24.04 - 6.8.0-41-generic - GNOME Shell 46.0
9600X 2 Systems - 137 Benchmark Results	AMD Ryzen 5 9600X 6-Core - ASUS ROG STRIX X670E-E GAMING WIFI - AMD Device 14d8 Ubuntu 24.04 - 6.10.0-phx - GNOME Shell 46.0