High Performance Conjugate Gradient

HPCG is the High Performance Conjugate Gradient and is a new scientific benchmark from Sandia National Lans focused for super-computer testing with modern real-world workloads compared to HPCC.

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

Project Site

hpcg-benchmark.org

Test Created

26 December 2013

Last Updated

10 January 2020

Test Maintainer

Michael Larabel

Test Type

Processor

Average Install Time

12 Seconds

Average Run Time

9 Hours, 6 Minutes, 7 Seconds

Accolades

100k+ Downloads

Supported Platforms

Public Result UploadsReported Installs*Test Completions*OpenBenchmarking.orgEventsHigh Performance Conjugate Gradient Popularity Statisticspts/hpcg2013.122014.032014.062014.092014.122015.032015.062015.092015.122016.032016.062016.092016.122017.032017.062017.092017.122018.032018.062018.092018.122019.032019.062019.092019.122020.032020.062020.092020.1211002200330044005500
* 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 Mon, 18 Jan 2021 21:36:25 GMT.

Revision History

pts/hpcg-1.2.1   [View Source]   Fri, 10 Jan 2020 19:09:20 GMT
Add --allow-run-as-root

pts/hpcg-1.2.0   [View Source]   Fri, 10 Jan 2020 19:07:59 GMT
Update against upstream HPCG 3.1.

pts/hpcg-1.1.1   [View Source]   Fri, 13 Oct 2017 17:29:18 GMT
Various cleanups

pts/hpcg-1.1.0   [View Source]   Sat, 12 Aug 2017 22:16:43 GMT
Rework, update to v3.0 upstream test

pts/hpcg-1.0.2   [View Source]   Mon, 03 Apr 2017 11:09:33 GMT
add -lstdc++ to LINKFLAGS

pts/hpcg-1.0.1   [View Source]   Thu, 25 Aug 2016 13:53:21 GMT
Update CFLAGS handling

pts/hpcg-1.0.0   [View Source]   Thu, 26 Dec 2013 00:43:12 GMT
Initial commit of HPCG - High Performance Conjugate Gradient test.

Suites Using This Test

Multi-Core

CPU Massive

MPI Benchmarks

HPC - High Performance Computing


Performance Metrics

Analyze Test Configuration:

High Performance Conjugate Gradient 3.1

OpenBenchmarking.org metrics for this test profile configuration based on 924 public results since 10 January 2020 with the latest data as of 12 January 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
GFLOP/s (Average)
Ampere Altra ARMv8 Neoverse-N1 160-Core
100th
12
44.4 +/- 1.3
2 x AMD EPYC 7642 48-Core
100th
6
35.9 +/- 0.2
2 x AMD EPYC 7532 32-Core
97th
9
35.4 +/- 0.9
2 x AMD EPYC 7742 64-Core
97th
19
34.8 +/- 1.3
2 x AMD EPYC 7F52 16-Core
96th
8
33.6 +/- 0.3
2 x AMD EPYC 7552 48-Core
95th
6
33.4 +/- 0.2
2 x AMD EPYC 7F72 24-Core
94th
11
32.0 +/- 2.0
2 x AMD EPYC 7402 24-Core
94th
6
30.9 +/- 0.2
2 x AMD EPYC 7542 32-Core
93rd
6
30.6 +/- 0.1
2 x AMD EPYC 7452 32-Core
91st
6
29.4 +/- 0.3
2 x AMD EPYC 7352 24-Core
91st
8
29.2 +/- 0.7
2 x Intel Xeon Platinum 8280
89th
17
29.0 +/- 0.2
2 x Intel Xeon Gold 6258R
89th
5
28.9 +/- 0.1
2 x AMD EPYC 7302 16-Core
88th
4
28.6 +/- 1.3
2 x Intel Xeon Gold 6230R
87th
3
28.2 +/- 0.3
2 x Intel Xeon Gold 6226R
86th
3
26.6
2 x AMD EPYC 7F32 8-Core
85th
7
25.3 +/- 0.3
2 x Intel Xeon Gold 6138
84th
4
23.2 +/- 1.3
2 x Intel Xeon Gold 5220R
83rd
10
23.1 +/- 5.0
2 x AMD EPYC 7262 8-Core
82nd
9
22.4 +/- 4.7
2 x Intel Xeon Platinum 8272CL
82nd
4
21.6 +/- 5.9
ARMv8 Neoverse-N1 64-Core
82nd
6
21.4
2 x Intel Xeon Silver 4214R
81st
4
20.7 +/- 0.1
2 x Intel Xeon Gold 6250
81st
4
20.0
2 x Intel Xeon Silver 4216
81st
4
19.4
POWER9 44-Core
80th
10
18.4 +/- 1.8
AMD EPYC 7452 32-Core
80th
9
18.2
AMD EPYC 7F52 16-Core
79th
9
17.8 +/- 0.1
AMD EPYC 7532 32-Core
79th
6
17.7 +/- 0.1
2 x Intel Xeon Silver 4210R
77th
3
17.7 +/- 0.1
AMD EPYC 7642 48-Core
76th
15
17.6
Mid-Tier
75th
< 17.6
2 x Intel Xeon Silver 4210
75th
4
17.5 +/- 0.1
AMD EPYC 7662 64-Core
75th
8
17.4 +/- 0.3
AMD EPYC 7742 64-Core
71st
5
17.2 +/- 0.7
AMD EPYC 7702 64-Core
70th
23
17.0 +/- 0.7
2 x AMD EPYC 7502 32-Core
70th
6
16.9
AMD EPYC 7F72 24-Core
70th
17
16.7 +/- 0.8
2 x Intel Xeon Platinum 8259L
69th
5
16.7
AMD EPYC 7552 48-Core
69th
6
16.6
2 x AMD EPYC 7272 12-Core
68th
6
16.2 +/- 3.1
2 x AMD EPYC 7252 8-Core
67th
10
16.0 +/- 2.2
AMD EPYC 7402P 24-Core
66th
13
15.7 +/- 0.1
AMD EPYC 7402 24-Core
64th
3
15.6
AMD EPYC 7502P 32-Core
63rd
14
15.4 +/- 0.2
2 x Intel Xeon Silver 4215R
63rd
4
15.3 +/- 0.1
AMD EPYC 7542 32-Core
61st
5
15.2 +/- 0.1
AMD EPYC 7302P 16-Core
60th
15
15.1 +/- 0.4
Intel Xeon Platinum 8280
58th
4
14.8 +/- 0.1
AMD EPYC 7502 32-Core
58th
8
14.6 +/- 1.1
Intel Xeon Gold 5220R
56th
3
13.3
AMD EPYC 7262 8-Core
56th
6
13.3 +/- 0.3
Intel Xeon Gold 5218R
56th
3
13.2 +/- 0.2
Intel Xeon Gold 6226R
54th
8
12.6 +/- 1.2
AMD EPYC 7352 24-Core
54th
6
12.6 +/- 1.5
2 x AMD EPYC 7282 16-Core
54th
10
12.2 +/- 3.1
AMD Ryzen Threadripper 3970X 32-Core
51st
18
11.0 +/- 0.1
Median
50th
11.0
AMD EPYC 7F32 8-Core
50th
8
10.8 +/- 2.3
Intel Xeon Gold 5218
49th
9
10.1
Intel Xeon Silver 4216
47th
11
9.7 +/- 2.8
Intel Xeon Silver 4214R
47th
5
9.6 +/- 1.0
AMD Ryzen Threadripper 3960X 24-Core
47th
5
9.3 +/- 0.8
AMD Ryzen Threadripper 3990X 64-Core
45th
7
9.1
AMD EPYC 7282 16-Core
44th
7
8.9 +/- 0.1
AMD EPYC 7232P 8-Core
42nd
16
8.8 +/- 0.1
AMD EPYC 7252 8-Core
41st
4
8.7 +/- 0.3
AMD EPYC 7272 12-Core
40th
4
8.4 +/- 0.5
Intel Xeon Platinum 8253
40th
4
8.2
Intel Xeon Gold 5217
40th
10
8.2 +/- 0.8
Intel Core i9-10980XE
38th
15
7.8 +/- 0.2
AMD Ryzen Threadripper 2990WX 32-Core
37th
3
7.4 +/- 0.2
Intel Xeon Silver 4215R
37th
5
7.2 +/- 0.8
Intel Xeon Silver 4108
36th
3
7.2
2 x Intel Xeon E5-2660 v3
35th
6
6.6
AMD Ryzen 5 2600X Six-Core
34th
3
5.5 +/- 0.4
AMD Ryzen 9 3900X 12-Core
33rd
18
5.2 +/- 0.2
AMD Ryzen 9 5900X 12-Core
28th
14
4.9 +/- 0.1
Intel Core i7-1065G7
27th
4
4.8
AMD Ryzen 9 3900XT 12-Core
27th
9
4.8 +/- 0.5
AMD Ryzen 9 3950X 16-Core
26th
15
4.8 +/- 0.4
Intel Core i9-9900K
26th
4
4.7
Low-Tier
25th
< 4.7
Intel Core i9-9900KS
25th
6
4.6 +/- 0.3
AMD Ryzen 5 2600 Six-Core
24th
4
4.5 +/- 0.7
Intel Core i9-10900K
22nd
16
4.4
AMD Ryzen 7 3700X 8-Core
20th
10
4.3 +/- 0.3
AMD Ryzen 5 2400G
20th
5
4.3 +/- 0.4
AMD Ryzen 9 5950X 16-Core
19th
14
4.3 +/- 0.1
AMD Ryzen 7 3800X 8-Core
19th
3
4.2 +/- 0.1
Intel Core i5-10600K
19th
6
4.2 +/- 0.7
AMD Ryzen 5 3600X 6-Core
18th
4
4.2 +/- 0.4
Intel Xeon E-2288G
17th
4
4.1 +/- 0.1
Intel Core i9-10885H
16th
3
4.0
Intel Core i7-10700T
16th
5
3.9
Intel Core i3-10100
15th
6
3.9 +/- 0.6
AMD Ryzen 7 2700X Eight-Core
14th
3
3.7 +/- 0.2
Intel Core i7-9700TE
13th
5
3.7 +/- 0.1
Intel Core i7-9750H
12th
4
3.4 +/- 0.6
POWER9 4-Core
12th
4
3.3 +/- 0.1
Intel Xeon E3-1240 v5
11th
4
3.3 +/- 0.1
Intel Pentium Gold G6400
11th
4
3.2
Intel Xeon E3-1280 v5
10th
3
3.1
Intel Core i7-5775C
10th
3
3.0 +/- 0.3
Intel Celeron G5900
9th
4
2.8
AMD Ryzen 3 3200U
8th
5
2.6 +/- 0.5
Intel Core i5-2500K
5th
3
1.9 +/- 0.3
Intel Core i5-7600K
5th
4
1.9 +/- 0.3
2 x Intel Xeon E5410
4th
5
1.6
2 x Intel Xeon Gold 6132
4th
5
1.6
Intel Core i5-2520M
3rd
3
1.2
OpenBenchmarking.orgDistribution Of Public Results924 Results Range From 0 To 46 GFLOP/s0481216202428323640444850100150200250

Based on OpenBenchmarking.org data, the selected test / test configuration (High Performance Conjugate Gradient 3.1) has an average run-time of 10 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 BenchmarkRun-Time714212835Min: 3 / Avg: 9.71 / Max: 32

Based on public OpenBenchmarking.org results, the selected test / test configuration has an average standard deviation of 0.2%.

OpenBenchmarking.orgPercent, Fewer Is BetterAverage Deviation Between RunsDeviation246810Min: 0 / Avg: 0.23 / Max: 4

Recent Test Results

OpenBenchmarking.org Results Compare

1 System - 19 Benchmark Results

Common KVM - QEMU Standard PC - Intel 440FX 82441FX PMC

Debian 10 - 4.19.0-13-amd64 - GNOME Shell 3.30.2

5 Systems - 22 Benchmark Results

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

Ubuntu 20.04 - 5.4.0-58-generic - GCC 9.3.0

3 Systems - 253 Benchmark Results

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

Ubuntu 20.04 - 5.6.0-1034-oem - GNOME Shell 3.36.4

4 Systems - 210 Benchmark Results

POWER9 - PowerNV T2P9D01 REV 1.01 - 64GB

Ubuntu 20.10 - 5.9.10-050910-generic - X Server

1 System - 219 Benchmark Results

AMD EPYC 7302P 16-Core - Supermicro H11SSL-i v2.00 - AMD Starship

Ubuntu 20.04 - 5.4.0-42-generic - GNOME Shell 3.36.4

5 Systems - 141 Benchmark Results

2 x AMD EPYC 7742 64-Core - AMD DAYTONA_X - AMD Starship

Ubuntu 20.10 - 5.8.0-29-generic - X Server 1.20.8

2 Systems - 224 Benchmark Results

Intel Core i5-2500K - Gigabyte P67-DS3-B3 - Intel 2nd Generation Core DRAM

Debian 10 - 5.9.0-4-amd64 - GCC 8.3.0

4 Systems - 83 Benchmark Results

AMD Ryzen 7 3700X 8-Core - Gigabyte A320M-S2H-CF - AMD Starship

Ubuntu 20.04 - 5.8.1-050801-generic - GNOME Shell 3.36.4

Most Popular Test Results

OpenBenchmarking.org Results Compare

3 Systems - 268 Benchmark Results

Intel Core i5-2520M - HP 161C - Intel 2nd Generation Core DRAM

Ubuntu 18.04 - 4.18.0-20-generic - GNOME Shell 3.28.3

16 Systems - 119 Benchmark Results

2 x Intel Xeon Platinum 8259L - ASRockRack EP2C621D16-4LP - Intel Sky Lake-E DMI3 Registers

Ubuntu 19.10 - 5.3.0-64-generic - GNOME Shell 3.34.1

3 Systems - 174 Benchmark Results

Intel Core i9-10900K - Gigabyte Z490 AORUS MASTER - Intel Comet Lake PCH

Fedora 32 - 5.8.11-200.fc32.x86_64 - GNOME Shell 3.36.6

2 Systems - 403 Benchmark Results

Intel Core i9-10900K - Gigabyte Z490 AORUS MASTER - Intel Comet Lake PCH

Ubuntu 20.10 - 5.8.0-22-generic - GNOME Shell 3.38.0

3 Systems - 406 Benchmark Results

AMD Ryzen 9 3900XT 12-Core - MSI MEG X570 GODLIKE - AMD Starship

Ubuntu 20.10 - 5.8.0-20-generic - GNOME Shell 3.38.0

5 Systems - 68 Benchmark Results

AMD Ryzen 9 3900X 12-Core - MSI MPG X570 GAMING PLUS - AMD Starship

Debian testing - 5.7.10-xanmod1 - X Server 1.20.8

3 Systems - 143 Benchmark Results

AMD EPYC 7742 64-Core - AMD DAYTONA_X - AMD Starship

Ubuntu 20.04 - 5.4.0-31-generic - GNOME Shell 3.36.1

2 Systems - 475 Benchmark Results

AMD Ryzen Threadripper 3970X 32-Core - ASUS ROG ZENITH II EXTREME - AMD Starship

Ubuntu 19.10 - 5.3.0-18-generic - GNOME Shell 3.34.1

3 Systems - 173 Benchmark Results

AMD Ryzen Threadripper 3970X 32-Core - 64GB - 931GB

Ubuntu 20.04 - 4.4.0-19041-Microsoft - GCC 9.3.0

18 Systems - 119 Benchmark Results

2 x Intel Xeon Platinum 8275CL - ASRockRack EP2C621D12 WS - Intel Sky Lake-E DMI3 Registers

Ubuntu 19.10 - 5.3.0-55-generic - GNOME Shell 3.34.1
Find More Test Results

OpenBenchmarking.org Community User Comments

Post A Comment