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

19 Seconds

Average Run Time

9 Hours, 6 Minutes, 7 Seconds

Test Dependencies

C/C++ Compiler Toolchain + Fortran + OpenMPI

Accolades

150k+ Downloads

Supported Platforms

* 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 27 September 2023.

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 331 public results since 15 June 2023 with the latest data as of 24 September 2023.

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 Max 9480

100th

101 ^{+/- 12}

2 x Intel Xeon Platinum 8490H

95th

2 x Intel Xeon Platinum 8462Y

92nd

2 x AMD EPYC 9754 128-Core

90th

56 ^{+/- 5}

2 x AMD EPYC 9654 96-Core

90th

53 ^{+/- 7}

2 x Intel Xeon Gold 6444Y

87th

2 x Intel Xeon Platinum 8380

85th

2 x AMD EPYC 7773X 64-Core

83rd

ARMv8 Neoverse-V1 32-Core

79th

Intel Xeon Gold 6421N

78th

Mid-Tier

75th

< 23

AMD EPYC 9754 128-Core

74th

23 ^{+/- 1}

AMD EPYC 7F32 8-Core

72nd

Intel Xeon Silver 4216

71st

AMD Ryzen Threadripper 3970X 32-Core

69th

Intel Core i9-13900K

66th

Intel Core i9-10980XE

63rd

AMD Ryzen 9 7950X 16-Core

62nd

7 ^{+/- 1}

AMD Ryzen 7 7800X3D 8-Core

62nd

AMD Ryzen 9 7900X3D 12-Core

60th

AMD Ryzen 9 7900X 12-Core

58th

AMD Ryzen 9 7950X3D 16-Core

55th

Median

50th

AMD Ryzen 9 7900 12-Core

50th

AMD Ryzen 7 7700 8-Core

47th

Intel Core i7-5960X

45th

AMD Ryzen 7 7700X 8-Core

44th

AMD Ryzen 5 7600X 6-Core

40th

AMD Ryzen 7 PRO 7840U

38th

32nd

31st

28th

26th

Low-Tier

25th

< 6

AMD Ryzen 9 5950X 16-Core

24th

AMD Ryzen 5 5500U

19th

AMD Ryzen 7 5800X 8-Core

18th

AMD Ryzen 7 5800X3D 8-Core

17th

AMD Ryzen 7 PRO 6850U

16th

AMD Ryzen 7 3800XT 8-Core

14th

AMD Ryzen 5 4500U

13th

AMD Ryzen 7 PRO 5850U

10th

Intel Xeon E-2336

8th

Intel Xeon E-2388G

7th

AMD Ryzen 9 5900HX

4th

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.

Based on public OpenBenchmarking.org results, the selected test / test configuration has an average standard deviation of 0.1%.

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)

ARMv8 64-bit

aarch64

ARMv8 Neoverse-N1, ARMv8 Neoverse-V1, ARMv8 Neoverse-V1 32-Core, Apple M2

hpcg_all_60_PC 1 System - 4 Benchmark Results	Intel Core i7-8700 - Dell 0DYHRY - Intel 8th Gen Core Ubuntu 20.04 - 5.15.0-84-generic - GNOME Shell 3.36.9
r6g.xlarge 1 System - 61 Benchmark Results	ARMv8 Neoverse-N1 - Amazon EC2 r6g.xlarge - Amazon Device 0200 Ubuntu 22.04 - 5.15.0-84-custom-arm64 - 1.3.238
r6g.xlarge 1 System - 55 Benchmark Results	ARMv8 Neoverse-N1 - Amazon EC2 r6g.xlarge - Amazon Device 0200 Ubuntu 22.04 - 5.15.0-84-custom-arm64 - 1.3.238
r6g.xlarge 1 System - 54 Benchmark Results	ARMv8 Neoverse-N1 - Amazon EC2 r6g.xlarge - Amazon Device 0200 Ubuntu 22.04 - 5.15.0-84-custom-arm64 - 1.3.238
r6g.xlarge 1 System - 50 Benchmark Results	ARMv8 Neoverse-N1 - Amazon EC2 r6g.xlarge - Amazon Device 0200 Ubuntu 22.04 - 5.15.0-84-custom-arm64 - 1.3.238
r6g.xlarge 1 System - 50 Benchmark Results	ARMv8 Neoverse-N1 - Amazon EC2 r6g.xlarge - Amazon Device 0200 Ubuntu 22.04 - 5.15.0-84-custom-arm64 - 1.3.238
r6g.xlarge 1 System - 50 Benchmark Results	ARMv8 Neoverse-N1 - Amazon EC2 r6g.xlarge - Amazon Device 0200 Ubuntu 22.04 - 5.15.0-84-custom-arm64 - 1.3.238
r6i.xlarge 1 System - 61 Benchmark Results	Intel Xeon Platinum 8375C - Amazon EC2 r6i.xlarge - Intel 440FX 82441FX PMC Ubuntu 22.04 - 5.15.0-84-custom - 1.3.238
r6i.xlarge 1 System - 55 Benchmark Results	Intel Xeon Platinum 8375C - Amazon EC2 r6i.xlarge - Intel 440FX 82441FX PMC Ubuntu 22.04 - 5.15.0-84-custom - 1.3.238
r6i.xlarge 1 System - 54 Benchmark Results	Intel Xeon Platinum 8375C - Amazon EC2 r6i.xlarge - Intel 440FX 82441FX PMC Ubuntu 22.04 - 5.15.0-84-custom - 1.3.238
r6i.xlarge 1 System - 50 Benchmark Results	Intel Xeon Platinum 8375C - Amazon EC2 r6i.xlarge - Intel 440FX 82441FX PMC Ubuntu 22.04 - 5.15.0-84-custom - 1.3.238
r6i.xlarge 1 System - 50 Benchmark Results	Intel Xeon Platinum 8375C - Amazon EC2 r6i.xlarge - Intel 440FX 82441FX PMC Ubuntu 22.04 - 5.15.0-84-custom - 1.3.238
r6i.xlarge 1 System - 50 Benchmark Results	Intel Xeon Platinum 8375C - Amazon EC2 r6i.xlarge - Intel 440FX 82441FX PMC Ubuntu 22.04 - 5.15.0-84-custom - 1.3.238
r6i.xlarge 1 System - 50 Benchmark Results	Intel Xeon Platinum 8375C - Amazon EC2 r6i.xlarge - Intel 440FX 82441FX PMC Ubuntu 22.04 - 5.15.0-84-custom - 1.3.238
r6g.xlarge 1 System - 50 Benchmark Results	ARMv8 Neoverse-N1 - Amazon EC2 r6g.xlarge - Amazon Device 0200 Ubuntu 22.04 - 5.15.0-84-custom-arm64 - 1.3.238

AMD Ryzen 5000 Series Linux Performance Featured Processor Comparison	AMD Ryzen 5 5600X 6-Core - ASUS ROG CROSSHAIR VIII HERO - AMD Starship Ubuntu 22.04 - 5.19.0-46-generic - GNOME Shell 42.5
new wed 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
hpcg 5900hx Featured Graphics Comparison	AMD Ryzen 9 5900HX - ASUS G513QY v1.0 - AMD Renoir Ubuntu 22.10 - 5.19.0-43-generic - GNOME Shell 43.0
new new 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
EPYC 9684X 1P 2 Systems - 108 Benchmark Results	AMD EPYC 9684X 96-Core - AMD Titanite_4G - AMD Device 14a4 Ubuntu 22.04 - 5.19.0-41-generic - GNOME Shell 42.5
13900k new tests 3 Systems - 49 Benchmark Results	Intel Core i9-13900K - ASUS PRIME Z790-P WIFI - Intel Device 7a27 Ubuntu 23.04 - 6.2.0-20-generic - GNOME Shell 44.0
Ryzen 9 5950X Linux 3 Systems - 284 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
dddas 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
new jult 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
new tests 3 Systems - 51 Benchmark Results	AMD Ryzen 9 7950X 16-Core - ASUS ROG STRIX X670E-E GAMING WIFI - AMD Device 14d8 Ubuntu 23.04 - 6.2.0-20-generic - GNOME Shell 44.1
new jult 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
Ryzen 7 5800X3D 2 Systems - 284 Benchmark Results	AMD Ryzen 7 5800X3D 8-Core - ASUS ROG CROSSHAIR VIII HERO - AMD Starship Ubuntu 22.04 - 5.19.0-46-generic - GNOME Shell 42.5
dddas 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
dddas 2 Systems - 234 Benchmark Results
new stuff 3 Systems - 71 Benchmark Results	Apple M2 - Apple MacBook Air - Apple Silicon Arch rolling - 6.3.0-asahi-6-1-ARCH - KDE Plasma 5.27.5