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

github.com

Test Created

12 January 2019

Last Updated

27 September 2020

Test Maintainer

Michael Larabel 

Test Type

Processor

Average Install Time

1 Minute, 20 Seconds

Average Run Time

4 Minutes, 22 Seconds

Test Dependencies

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

Accolades

30k+ Downloads

Supported Platforms

Public Result UploadsReported Installs*Test Completions*OpenBenchmarking.orgEventsLeelaChessZero Popularity Statisticspts/lczero2019.012019.022019.032019.042019.052019.062019.072019.082019.092019.102019.112019.122020.012020.022020.032020.042020.052020.062020.072020.082020.092020.102020.112020.122021.012021.026001200180024003000
* 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 current as of Fri, 26 Feb 2021 16:47:46 GMT.
Random16.3%OpenCL22.2%BLAS32.9%Eigen28.6%Backend Option PopularityOpenBenchmarking.org

Revision History

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

CPU Massive

HPC - High Performance Computing

NVIDIA GPU Compute


Performance Metrics

Analyze Test Configuration:

LeelaChessZero 0.26

Backend: BLAS

OpenBenchmarking.org metrics for this test profile configuration based on 569 public results since 6 September 2020 with the latest data as of 24 February 2021.

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
# Matching Public Results
Nodes Per Second (Average)
2 x AMD EPYC 7F72 24-Core
100th
8
4003 +/- 214
2 x Intel Xeon Platinum 8280
100th
5
3781 +/- 137
AMD EPYC 7702 64-Core
98th
4
2613 +/- 100
AMD EPYC 7F72 24-Core
96th
11
2226 +/- 50
2 x AMD EPYC 7262 8-Core
93rd
3
1841
2 x Intel Xeon Gold 5220R
93rd
4
1840 +/- 25
2 x AMD EPYC 7272 12-Core
91st
4
1737 +/- 4
AMD EPYC 7502P 32-Core
91st
5
1736 +/- 162
AMD EPYC 7402P 24-Core
90th
5
1654 +/- 122
AMD Ryzen Threadripper 3990X 64-Core
89th
5
1502 +/- 37
2 x AMD EPYC 7252 8-Core
89th
3
1476
AMD EPYC 7302P 16-Core
87th
5
1280 +/- 25
AMD Ryzen Threadripper 3970X 32-Core
86th
13
1235 +/- 9
Intel Core i9-7960X
86th
3
1233 +/- 10
Intel Core i5-8400
83rd
6
1218 +/- 21
Intel Core i9-7980XE
83rd
4
1155 +/- 16
Intel Xeon E5-1680 v3
81st
4
1102 +/- 7
Intel Core i9-9900KS
80th
13
1076 +/- 7
Intel Core i7-8700K
76th
6
1011 +/- 9
Mid-Tier
75th
< 1011
Intel Core i7-5960X
74th
4
1004 +/- 8
Intel Core i9-10980XE
73rd
10
1002 +/- 8
Intel Core i5-9400F
73rd
3
1000 +/- 9
Intel Core i7-7700K
71st
3
977 +/- 21
POWER9 44-Core
70th
7
962 +/- 22
AMD Ryzen Threadripper 3960X 24-Core
70th
15
952 +/- 33
Intel Xeon E5-2687W v3
69th
3
942 +/- 12
Intel Core i3-8100
68th
6
940 +/- 11
Intel Xeon E3-1275 v6
64th
12
897 +/- 6
Intel Core i9-9900K
63rd
10
844 +/- 8
Intel Core i5-6500
61st
3
838 +/- 13
Intel Xeon E-2288G
61st
6
835 +/- 13
Intel Core i7-9700TE
58th
5
776 +/- 20
Intel Core i7-9750H
58th
5
772 +/- 89
Intel Xeon E3-1280 v5
57th
3
763 +/- 9
AMD Ryzen 5 3600XT 6-Core
57th
3
751 +/- 18
Intel Xeon E3-1245 v5
57th
3
751 +/- 64
Intel Xeon E3-1270 v5
55th
3
739 +/- 8
AMD Ryzen 3 3100 4-Core
55th
6
718 +/- 57
Intel Xeon E3-1235L v5
53rd
3
707 +/- 11
AMD EPYC 7601 32-Core
53rd
9
689 +/- 67
Intel Core i5-4670
53rd
3
681 +/- 12
AMD Ryzen 7 3700X 8-Core
52nd
13
668 +/- 89
Intel Xeon E5-2609 v4
51st
3
649 +/- 11
Median
50th
646
Intel Xeon E3-1260L v5
49th
3
631 +/- 3
AMD Ryzen 3 3300X 4-Core
49th
12
630 +/- 60
AMD Ryzen 7 3800XT 8-Core
45th
9
606 +/- 44
Intel Core i5-7600K
43rd
3
590 +/- 10
AMD Ryzen 7 5800X 8-Core
43rd
9
590 +/- 40
AMD Ryzen 5 5600X 6-Core
40th
8
582 +/- 12
AMD Ryzen 9 5900X 12-Core
38th
36
577 +/- 22
Intel Core i7-6700HQ
36th
3
559 +/- 11
AMD Ryzen 9 3900XT 12-Core
33rd
11
528 +/- 46
AMD Ryzen Threadripper 2970WX 24-Core
33rd
11
523 +/- 12
AMD Ryzen 7 1800X Eight-Core
28th
4
467 +/- 49
AMD Ryzen Threadripper 2990WX 32-Core
28th
3
466 +/- 3
Intel Core i7-1065G7
26th
6
440 +/- 23
Low-Tier
25th
< 419
Intel Core i7-8550U
25th
9
418 +/- 2
AMD Ryzen 9 5950X 16-Core
24th
25
414 +/- 55
Intel Core i7-8565U
19th
9
400 +/- 14
AMD Ryzen 9 3950X 16-Core
18th
5
384 +/- 6
AMD Ryzen 3 2200G
17th
7
375 +/- 44
Intel Core i5-10600K
17th
6
371 +/- 4
Intel Core i7-4558U
14th
3
317
Intel Core i9-10900K
11th
9
307 +/- 4
Intel Core i7-5600U
10th
6
297 +/- 16
Intel Core i5-5300U
9th
4
288 +/- 5
Intel Core i3-10100
8th
3
229 +/- 1
Intel Core i7-2700K
7th
4
204 +/- 1
Intel Core i7-3770K
6th
4
193 +/- 3
AMD FX-8370 Eight-Core
5th
4
159 +/- 1
AMD Ryzen 3 3200U
4th
6
148 +/- 3
AMD FX-8150 Eight-Core
3rd
4
118 +/- 2
OpenBenchmarking.orgDistribution Of Public Results - Backend: BLAS565 Results Range From 1 To 4147 Nodes Per Second184167250333416499582665748831914997108011631246132914121495157816611744182719101993207621592242232524082491257426572740282329062989307231553238332134043487357036533736381939023985406841511530456075

Based on OpenBenchmarking.org data, the selected test / test configuration (LeelaChessZero 0.26 - Backend: BLAS) has an average run-time of 25 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.

OpenBenchmarking.orgMinutesTime Required To Complete BenchmarkBackend: BLASRun-Time20406080100Min: 6 / Avg: 24.34 / Max: 92

Based on public OpenBenchmarking.org results, the selected test / test configuration has an average standard deviation of 1.3%.

OpenBenchmarking.orgPercent, Fewer Is BetterAverage Deviation Between RunsBackend: BLASDeviation246810Min: 0 / Avg: 1.29 / Max: 5

Does It Scale Well With Increasing Cores?

Yes, based on the automated analysis of the collected public benchmark data, this test / test settings does 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.

AMDIntelOpenBenchmarking.orgRelative Core Scaling To BaseLeelaChessZero CPU Core ScalingBackend: BLAS4681624321.15832.31663.47494.63325.7915

Recent Test Results

OpenBenchmarking.org Results Compare

2 Systems - 243 Benchmark Results

Intel Core i9-10885H - HP 8736 - Intel Comet Lake PCH

Ubuntu 21.04 - 5.10.0-14-generic - GNOME Shell 3.38.3

1 System - 358 Benchmark Results

Ampere Altra ARMv8 Neoverse-N1 - WIWYNN Mt.Jade - Ampere Computing LLC Device e100

Ubuntu 20.04 - 5.11.0-051100-generic-64k - GNOME Shell 3.36.4

1 System - 238 Benchmark Results

Intel Core i9-10885H - HP 8736 - Intel Comet Lake PCH

Ubuntu 20.10 - 5.8.0-43-generic - GNOME Shell 3.38.2

1 System - 131 Benchmark Results

Intel Core i9-10885H - HP 8736 - Intel Comet Lake PCH

Ubuntu 20.04 - 5.6.0-1047-oem - GNOME Shell 3.36.4

12 Systems - 11 Benchmark Results

AMD A6-3410MX APU - HP 358D v33.18 - AMD Family 12h Root Complex

openSUSE 15.2 - 5.8.1jan - Cinnamon 4.4.8

1 System - 5 Benchmark Results

Intel Atom N450 - ASUS 1015PE - Intel Atom D4xx

Slackware 14.2 x86_64 - 5.10.13 - Xfce 4.16

6 Systems - 143 Benchmark Results

AMD Ryzen 9 5900X 12-Core - ASUS ROG CROSSHAIR VIII HERO - AMD Starship

Ubuntu 20.10 - 5.10.7-xanmod1 - GNOME Shell 3.38.1

5 Systems - 158 Benchmark Results

Intel Core i7-1165G7 - Dell 0GG9PT - Intel Tiger Lake-LP

Ubuntu 20.10 - 5.8.0-41-generic - GNOME Shell 3.38.2

4 Systems - 108 Benchmark Results

2 x AMD EPYC 7F72 24-Core - Supermicro H11DSi-NT v2.00 - AMD Starship

Ubuntu 20.10 - 5.11.0-rc4-max-boost-inv-patch - GNOME Shell 3.38.1

5 Systems - 149 Benchmark Results

Intel Core i7-8550U - Dell 0H0VG3 - Intel Xeon E3-1200 v6

Ubuntu 20.10 - 5.8.0-41-generic - GNOME Shell 3.38.2

1 System - 7 Benchmark Results

AMD Ryzen 9 3900X 12-Core - ASUS TUF GAMING X570-PLUS - AMD Starship

Ubuntu 20.04 - 5.10.0-051000-generic - GNOME Shell 3.36.4

Most Popular Test Results

OpenBenchmarking.org Results Compare

4 Systems - 7 Benchmark Results

AMD Ryzen Threadripper 3960X 24-Core - MSI Creator TRX40 - AMD Starship

Ubuntu 20.04 - 5.9.0-rc5-14sep-patch - GNOME Shell 3.36.4

14 Systems - 3 Benchmark Results

AMD Ryzen Threadripper 2970WX 24-Core - Gigabyte X399 AORUS Gaming 7 - AMD 17h

Ubuntu 20.04 - 5.8.0-050800-generic - GNOME Shell 3.36.4

3 Systems - 131 Benchmark Results

Intel Core i5-10600K - ASUS PRIME Z490M-PLUS - Intel Comet Lake PCH

Ubuntu 20.04 - 5.8.14-050814-generic - GNOME Shell 3.36.4

3 Systems - 202 Benchmark Results

Intel Core i7-7700K - MSI Z270-A PRO - Intel Xeon E3-1200 v6

Ubuntu 20.04 - 5.9.0-050900rc8daily20201011-generic - GNOME Shell 3.36.4

3 Systems - 100 Benchmark Results

AMD Ryzen Threadripper 3990X 64-Core - System76 Thelio Major - AMD Starship

Ubuntu 20.04 - 5.4.0-47-generic - GNOME Shell 3.36.4

3 Systems - 23 Benchmark Results

AMD Ryzen Threadripper 2970WX 24-Core - Gigabyte X399 AORUS Gaming 7 - AMD 17h

Ubuntu 20.04 - 5.9.0-050900rc6daily20200926-generic - GNOME Shell 3.36.4

3 Systems - 191 Benchmark Results

AMD Ryzen 3 2200G - ASUS PRIME B350M-E - AMD Raven

Ubuntu 20.10 - 5.8.0-38-generic - GNOME Shell 3.38.1

3 Systems - 50 Benchmark Results

Intel Core i7-8565U - Dell 0KTW76 - Intel Cannon Point-LP

Ubuntu 20.04 - 5.4.0-48-generic - GNOME Shell 3.36.4

3 Systems - 138 Benchmark Results

Intel Xeon E3-1245 v5 - MSI C236A WORKSTATION - Intel Xeon E3-1200 v5

Ubuntu 20.04 - 5.9.0-050900rc7daily20201003-generic - GNOME Shell 3.36.4

3 Systems - 171 Benchmark Results

Intel Xeon E3-1270 v5 - ASUS E3 PRO GAMING V5 - Intel Xeon E3-1200 v5

Clear Linux OS 31470 - 5.3.8-854.native - GNOME Shell 3.34.1
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