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)
100th
6
35.9 +/- 0.2
97th
9
35.4 +/- 0.9
97th
19
34.8 +/- 1.3
96th
8
33.6 +/- 0.3
95th
6
33.4 +/- 0.2
94th
11
32.0 +/- 2.0
94th
6
30.9 +/- 0.2
93rd
6
30.6 +/- 0.1
91st
6
29.4 +/- 0.3
91st
8
29.2 +/- 0.7
89th
5
28.9 +/- 0.1
88th
4
28.6 +/- 1.3
87th
3
28.2 +/- 0.3
85th
7
25.3 +/- 0.3
84th
4
23.2 +/- 1.3
83rd
10
23.1 +/- 5.0
82nd
9
22.4 +/- 4.7
80th
10
18.4 +/- 1.8
79th
9
17.8 +/- 0.1
79th
6
17.7 +/- 0.1
Mid-Tier
75th
< 17.6
75th
8
17.4 +/- 0.3
71st
5
17.2 +/- 0.7
70th
23
17.0 +/- 0.7
70th
17
16.7 +/- 0.8
68th
6
16.2 +/- 3.1
67th
10
16.0 +/- 2.2
66th
13
15.7 +/- 0.1
63rd
14
15.4 +/- 0.2
61st
5
15.2 +/- 0.1
60th
15
15.1 +/- 0.4
58th
4
14.8 +/- 0.1
58th
8
14.6 +/- 1.1
56th
6
13.3 +/- 0.3
56th
3
13.2 +/- 0.2
54th
8
12.6 +/- 1.2
54th
6
12.6 +/- 1.5
54th
10
12.2 +/- 3.1
Median
50th
11.0
50th
8
10.8 +/- 2.3
47th
11
9.7 +/- 2.8
47th
5
9.6 +/- 1.0
44th
7
8.9 +/- 0.1
42nd
16
8.8 +/- 0.1
41st
4
8.7 +/- 0.3
40th
4
8.4 +/- 0.5
40th
10
8.2 +/- 0.8
38th
15
7.8 +/- 0.2
37th
5
7.2 +/- 0.8
33rd
18
5.2 +/- 0.2
28th
14
4.9 +/- 0.1
26th
15
4.8 +/- 0.4
Low-Tier
25th
< 4.7
25th
6
4.6 +/- 0.3
20th
10
4.3 +/- 0.3
20th
5
4.3 +/- 0.4
19th
14
4.3 +/- 0.1
19th
3
4.2 +/- 0.1
19th
6
4.2 +/- 0.7
18th
4
4.2 +/- 0.4
17th
4
4.1 +/- 0.1
15th
6
3.9 +/- 0.6
13th
5
3.7 +/- 0.1
12th
4
3.4 +/- 0.6
12th
4
3.3 +/- 0.1
11th
4
3.3 +/- 0.1
10th
3
3.0 +/- 0.3
8th
5
2.6 +/- 0.5
5th
3
1.9 +/- 0.3
5th
4
1.9 +/- 0.3
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

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