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/hpcg2013.122014.042014.082014.122015.042015.082015.122016.042016.082016.122017.042017.082017.122018.042018.082018.122019.042019.082019.122020.042020.082020.122021.042021.082021.122022.042022.082022.122023.042023.082023.122024.0413K26K39K52K65K
* 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 7 June 2024.
160 160 16015.6%192 192 1927.1%104 104 10447.6%144 144 14429.7%X Y Z Option PopularityOpenBenchmarking.org
6087.7%180012.3%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 565 public results since 15 June 2023 with the latest data as of 27 May 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)
100th
13
102 +/- 8
Mid-Tier
75th
< 27
Median
50th
8
Low-Tier
25th
< 6
23rd
7
6
OpenBenchmarking.orgDistribution Of Public Results - X Y Z: 104 104 104 - RT: 60565 Results Range From 0 To 113 GFLOP/s10203040506070809010011012070140210280350

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: 11.15 / 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: 0.19 / Max: 4

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 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 72-Core, Apple M2

Recent Test Results

OpenBenchmarking.org Results Compare

22 Systems - 263 Benchmark Results

Intel Xeon 6766E - Quanta Cloud QuantaGrid D55Q-2U S7Q-MB-MPS-MDP - Intel Ice Lake IEH

Ubuntu 24.04 - 6.9.0-060900rc3-generic - GCC 13.2.0

1 System - 27 Benchmark Results

Intel Core i9-14900K - ASUS PRIME Z790-P WIFI - Intel Raptor Lake-S PCH

Ubuntu 24.04 - 6.8.0-31-generic - GNOME Shell 46.0

1 System - 1 Benchmark Result

2 x AMD EPYC 7551 32-Core - Supermicro Super Server H11DSi-NT v2.00 - AMD 17h

Ubuntu 22.04 - 6.2.0-26-generic - GNOME Shell 42.9

1 System - 1 Benchmark Result

AMD Ryzen 7 5700X 8-Core - Gigabyte B550M AORUS ELITE - AMD Starship

Ubuntu 22.04 - 6.2.0-26-generic - GNOME Shell 42.9

1 System - 1 Benchmark Result

2 x AMD EPYC 7551 32-Core - Supermicro Super Server H11DSi-NT v2.00 - AMD 17h

Ubuntu 22.04 - 6.2.0-26-generic - GNOME Shell 42.9

1 System - 1 Benchmark Result

2 x AMD EPYC 7551 32-Core - Supermicro Super Server H11DSi-NT v2.00 - AMD 17h

Ubuntu 22.04 - 6.2.0-26-generic - GNOME Shell 42.9

1 System - 1 Benchmark Result

2 x AMD EPYC 7551 32-Core - Supermicro Super Server H11DSi-NT v2.00 - AMD 17h

Ubuntu 22.04 - 5.15.105-0515105-generic - X Server 1.21.1.4

1 System - 1 Benchmark Result

2 x AMD EPYC 7551 32-Core - Supermicro H11DSi-NT v2.00 - AMD 17h

Ubuntu 20.04 - 5.15.0-105-generic - X Server 1.20.13

1 System - 1 Benchmark Result

2 x Intel Xeon E5-2696 v4 - ASUS Z10PE-D16 - Intel Xeon E7 v4

Ubuntu 20.04 - 5.15.0-102-generic - GNOME Shell 3.36.9

1 System - 1 Benchmark Result

AMD Ryzen 7 2700X Eight-Core - Gigabyte B450 AORUS M - AMD 17h

Pop 22.04 - 6.8.0-76060800daily20240311-generic - GNOME Shell 42.5

1 System - 1 Benchmark Result

2 x AMD EPYC 7551 32-Core - Supermicro Super Server H11DSi-NT v2.00 - AMD 17h

Ubuntu 22.04 - 6.5.0-26-generic - X Server 1.21.1.4

1 System - 1 Benchmark Result

2 x AMD EPYC 7551 32-Core - Supermicro Super Server H11DSi-NT v2.00 - AMD 17h

Ubuntu 22.04 - 5.15.0-051500-generic - X Server 1.21.1.4

1 System - 1 Benchmark Result

2 x AMD EPYC 7551 32-Core - Supermicro Super Server H11DSi-NT v2.00 - AMD 17h

Ubuntu 22.04 - 6.5.0-26-generic - GNOME Shell 42.9

1 System - 1 Benchmark Result

2 x Intel Xeon E5-2696 v4 - ASUS Z10PE-D8 WS - Intel Xeon E7 v4

Ubuntu 22.04 - 6.5.0-25-generic - X Server 1.21.1.4

Most Popular Test Results

OpenBenchmarking.org Results Compare

12 Systems - 69 Benchmark Results

2 x AMD EPYC 9754 128-Core - AMD Titanite_4G - AMD Device 14a4

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

10 Systems - 272 Benchmark Results

AMD Ryzen 7 5800X3D 8-Core - Gigabyte X570 AORUS MASTER - AMD Starship

Debian - 6.4.0-1-amd64 - GNOME Shell 43.6

8 Systems - 271 Benchmark Results

AMD Ryzen 7 5800X 8-Core - ASUS ROG CROSSHAIR VIII HERO - AMD Starship

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

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 - 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 - 153 Benchmark Results

AMD Ryzen 5 5500U - NB01 NL5xNU - AMD Renoir

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

8 Systems - 271 Benchmark Results

AMD Ryzen 5 5500 - ASUS ROG CROSSHAIR VIII HERO - AMD Renoir

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

2 Systems - 191 Benchmark Results

AMD Ryzen Z1 Extreme - ASUS RC71L v1.0 - AMD Device 14e8

Ubuntu 23.04 - 6.4.0-060400rc6-generic - GNOME Shell 44.2

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

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

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

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

8 Systems - 95 Benchmark Results

2 x AMD EPYC 7V12 64-Core - Microsoft Virtual Machine - 1 GB + 59 GB + 54 GB + 114 GB + 114 GB + 114 GB

AlmaLinux 8.7 - 4.18.0-425.3.1.el8.x86_64 - GCC 13.1.0 + CUDA 12.1

2 Systems - 166 Benchmark Results

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