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

Source Repository

github.com

Test Created

26 December 2013

Last Updated

15 June 2023

Test Maintainer

Michael Larabel 

Test Type

Processor

Average Install Time

12 Seconds

Average Run Time

9 Hours, 6 Minutes, 7 Seconds

Test Dependencies

C/C++ Compiler Toolchain + Fortran + OpenMPI

Accolades

150k+ Downloads

Supported Platforms

Public Result Uploads *Reported Installs **Reported Test Completions **Test Profile Page Views ***OpenBenchmarking.orgEventsHigh Performance Conjugate Gradient Popularity Statisticspts/hpcg2013.122014.042014.082014.122015.042015.082015.122016.042016.082016.122017.042017.082017.122018.042018.082018.122019.042019.082019.122020.042020.082020.122021.042021.082021.122022.042022.082022.122023.042023.082023.122024.042024.0813K26K39K52K65K
* 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 8 November 2024.
160 160 16015.7%192 192 1926.2%104 104 10444.4%144 144 14433.7%X Y Z Option PopularityOpenBenchmarking.org
6089.0%180011.0%RT Option PopularityOpenBenchmarking.org

Revision History

pts/hpcg-1.3.0   [View Source]   Thu, 15 Jun 2023 17:40:04 GMT
Update parameters.

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

HPC - High Performance Computing

CPU Massive

MPI Benchmarks


Performance Metrics

Analyze Test Configuration:

High Performance Conjugate Gradient 3.1

X Y Z: 104 104 104 - RT: 60

OpenBenchmarking.org metrics for this test profile configuration based on 658 public results since 15 June 2023 with the latest data as of 30 October 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
GFLOP/s (Average)
2 x Intel Xeon 6980P
100th
11
168 +/- 12
2 x AMD EPYC 9755 128-Core
99th
8
126
2 x Intel Xeon Max 9480
97th
13
102 +/- 8
2 x INTEL XEON PLATINUM 8592
93rd
9
71 +/- 2
2 x Intel Xeon Platinum 8490H
92nd
9
63 +/- 1
ARMv8 Neoverse-V2 96-Core
91st
3
62
2 x Intel Xeon Platinum 8462Y
90th
4
59
2 x AMD EPYC 9754 128-Core
88th
6
55 +/- 5
2 x AMD EPYC 9654 96-Core
88th
7
53 +/- 7
2 x Intel Xeon Gold 6444Y
86th
4
44
2 x Intel Xeon Platinum 8380
84th
4
41
ARMv8 Neoverse-V2 72-Core
83rd
12
40 +/- 2
2 x AMD EPYC 7773X 64-Core
81st
9
38
ARMv8 Neoverse-V1 64-Core
79th
3
35 +/- 2
AmpereOne 192-Core
78th
13
34 +/- 1
2 x AMD EPYC 7551 32-Core
78th
8
34
Mid-Tier
75th
< 33
AMD Ryzen Threadripper PRO 7995WX 96-Cores
75th
3
33 +/- 1
ARMv8 Neoverse-V1 32-Core
73rd
3
30
AMD EPYC 9754 128-Core
70th
5
23 +/- 2
ARMv8 Neoverse-N1 128-Core
69th
9
21
ARMv8 Neoverse-N1 64-Core
68th
3
21
AMD Ryzen Threadripper 7970X 32-Cores
62nd
7
14 +/- 2
2 x Intel Xeon E5-2696 v4
62nd
4
14
AMD Ryzen Threadripper PRO 5965WX 24-Cores
61st
4
12
AMD EPYC 7F32 8-Core
60th
3
11
Intel Xeon Silver 4216
60th
3
11
Intel Core Ultra 9 285K
59th
8
11 +/- 1
AMD Ryzen Threadripper 3970X 32-Core
59th
4
11
Intel Core i5-14500
55th
3
10
Intel Core i9-13900K
55th
5
10
Intel Core i9-14900K
55th
13
10
AMD Ryzen 9 9950X 16-Core
52nd
9
9
Median
50th
8
Intel Core i3-14100
49th
3
8
Intel Core i5-14600K
48th
8
8
AMD Ryzen 5 8600G
44th
4
8
AMD Ryzen 9 7950X 16-Core
44th
16
8 +/- 1
AMD Ryzen 9 7900X3D 12-Core
43rd
11
8 +/- 1
AMD Ryzen 9 7950X3D 16-Core
42nd
12
8 +/- 1
Intel Core i9-10980XE
42nd
6
8
AMD Ryzen 7 7800X3D 8-Core
41st
9
7
AMD Ryzen 9 7900X 12-Core
41st
18
7
AMD Ryzen 9 7900 12-Core
41st
13
7 +/- 1
AMD Ryzen 5 7600 6-Core
34th
5
7
AMD Ryzen 7 7700 8-Core
33rd
11
7
AMD Ryzen 7 7700X 8-Core
33rd
11
7
Intel Core i5-12600K
32nd
4
7
AMD Ryzen 5 7600X 6-Core
31st
10
7
Intel Core i7-5960X
30th
3
7
Low-Tier
25th
< 7
AMD Ryzen 7 PRO 7840U
25th
6
6
AMD Ryzen Z1 Extreme
22nd
14
6
Apple M2
21st
7
6
AMD Ryzen 7 7840U
21st
9
6
Intel Core i7-1165G7
20th
3
6
Intel Core i7-1185G7
18th
4
6
AMD Ryzen 9 5950X 16-Core
17th
5
5
AMD Ryzen 9 3900XT 12-Core
15th
4
5
AMD Ryzen 5 5500U
13th
6
5
AMD Ryzen 7 5800X 8-Core
13th
3
5
AMD Ryzen 7 5800X3D 8-Core
12th
6
5
AMD Ryzen 7 PRO 6850U
12th
8
4
AMD Ryzen 7 3800XT 8-Core
10th
3
4
AMD Ryzen 5 4500U
10th
4
4
ARMv8 Cortex-A72 16-Core
9th
3
4
AMD Ryzen 7 PRO 5850U
8th
8
4
Intel Xeon E-2336
7th
5
4
Intel Xeon E-2388G
6th
10
4
AMD Ryzen 9 5900HX
5th
3
3
Loongson-3A6000
3rd
4
2
OpenBenchmarking.orgDistribution Of Public Results - X Y Z: 104 104 104 - RT: 60658 Results Range From 0 To 177 GFLOP/s1326395265789110411713014315616918290180270360450

Based on OpenBenchmarking.org data, the selected test / test configuration (High Performance Conjugate Gradient 3.1 - X Y Z: 104 104 104 - RT: 60) has an average run-time of 12 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 BenchmarkX Y Z: 104 104 104 - RT: 60Run-Time918273645Min: 4 / Avg: 11.29 / Max: 46

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 RunsX Y Z: 104 104 104 - RT: 60Deviation246810Min: 0 / Avg: 0.15 / Max: 3

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.

IntelAMDOpenBenchmarking.orgRelative Core Scaling To BaseHigh Performance Conjugate Gradient CPU Core ScalingX Y Z: 104 104 104 - RT: 604681216240.45210.90421.35631.80842.2605

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)
Loongson LoongArch 64-bit
loongarch64
Loongson-3A6000
ARMv8 64-bit
aarch64
ARMv8 8-Core, ARMv8 Cortex-A72 16-Core, ARMv8 Cortex-A72 4-Core, ARMv8 Cortex-A76 4-Core, ARMv8 Neoverse-N1, ARMv8 Neoverse-N1 128-Core, ARMv8 Neoverse-N1 64-Core, ARMv8 Neoverse-V1, ARMv8 Neoverse-V1 16-Core, ARMv8 Neoverse-V1 32-Core, ARMv8 Neoverse-V1 64-Core, ARMv8 Neoverse-V2, ARMv8 Neoverse-V2 72-Core, ARMv8 Neoverse-V2 96-Core, AmpereOne, AmpereOne 192-Core, AmpereOne 72-Core, Apple M2

Recent Test Results

OpenBenchmarking.org Results Compare

2 Systems - 84 Benchmark Results

Intel Core Ultra 9 285K - ASUS ROG MAXIMUS Z890 HERO - Intel Device ae7f

Ubuntu 24.10 - 6.11.0-9-generic - GNOME Shell 47.0

1 System - 4 Benchmark Results

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3 Systems - 27 Benchmark Results

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10 Systems - 145 Benchmark Results

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1 System - 41 Benchmark Results

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1 System - 336 Benchmark Results

AmpereOne - Supermicro ARS-211M-NR R13SPD v1.02 - Ampere Computing LLC Device e208

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1 System - 8 Benchmark Results

2 x AMD EPYC 9534 64-Core - Supermicro AS-1125HS-TNR H13DSH v1.10 - AMD Device 14a4

Ubuntu 22.04 - 6.8.0-40-generic - GNOME Shell 42.9

1 System - 102 Benchmark Results

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

1 System - 50 Benchmark Results

AmpereOne - QEMU KVM Virtual Machine - Red Hat QEMU PCIe

Oracle Linux Server 9.4 - 5.15.0-207.156.6.el9uek.aarch64 - GCC 11.4.1 20231218

1 System - 22 Benchmark Results

ARMv8 - Phytium D3000 - 64GB

Kylin v10 - 5.4.18-85-generic - X Server 1.20.8

2 Systems - 87 Benchmark Results

ARMv8 Neoverse-V2 - Amazon EC2 r8g.metal-24xl - 12 x 64GB DDR5-5600MT

Ubuntu 24.04 - 6.8.0-1009-aws - GCC 13.2.0

1 System - 88 Benchmark Results

ARMv8 Cortex-A72 - Amazon EC2 a1.metal - 32GB

Ubuntu 24.04 - 6.8.0-1009-aws - GCC 13.2.0

Most Popular Test Results

OpenBenchmarking.org Results Compare

12 Systems - 69 Benchmark Results

2 x AMD EPYC 9654 96-Core - AMD Titanite_4G - AMD Device 14a4

Ubuntu 23.04 - 6.2.0-23-generic - GNOME Shell 44.0

2 Systems - 244 Benchmark Results

AMD Ryzen 9 7900X 12-Core - ASRockRack B650D4U-2L2T/BCM - AMD Device 14d8

Ubuntu 22.04 - 6.6.0-060600rc1daily20230913-generic - GNOME Shell 42.9

3 Systems - 273 Benchmark Results

Intel Core i7-1280P - MSI MS-14C6 - Intel Alder Lake PCH

Ubuntu 23.04 - 6.2.0-23-generic - GNOME Shell 44.2

2 Systems - 234 Benchmark Results

2 Systems - 234 Benchmark Results

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

Ubuntu 22.04 - 5.19.0-051900rc7-generic - GNOME Shell 42.2

8 Systems - 271 Benchmark Results

AMD Ryzen 9 5950X 16-Core - ASUS ROG CROSSHAIR VIII HERO - AMD Starship

Ubuntu 22.04 - 5.19.0-46-generic - GNOME Shell 42.5

7 Systems - 223 Benchmark Results

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

Ubuntu 23.10 - 6.3.0-7-generic - GNOME Shell

2 Systems - 115 Benchmark Results

2 x Intel Xeon Platinum 8490H - Quanta Cloud S6Q-MB-MPS - Intel Device 1bce

Ubuntu 22.04 - 5.15.0-47-generic - GNOME Shell 42.4

2 Systems - 191 Benchmark Results

AMD Ryzen 7 PRO 5850U - HP 8A78 - AMD Renoir

Pop 22.04 - 6.2.6-76060206-generic - GNOME Shell 42.5

2 Systems - 115 Benchmark Results

Intel Core i7-1185G7 - Dell 0DXP1F - Intel Tiger Lake-LP

Ubuntu 22.04 - 5.19.0-40-generic - GNOME Shell 42.2

3 Systems - 153 Benchmark Results

AMD Ryzen 5 5500U - NB01 NL5xNU - AMD Renoir

Tuxedo 22.04 - 6.0.0-1010-oem - KDE Plasma 5.26.5

2 Systems - 234 Benchmark Results

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