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

* 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 13 April 2024.

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 537 public results since 15 June 2023 with the latest data as of 10 April 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 Max 9480

100th

102 ^{+/- 8}

2 x INTEL XEON PLATINUM 8592

95th

71 ^{+/- 2}

2 x Intel Xeon Platinum 8490H

94th

63 ^{+/- 1}

2 x Intel Xeon Platinum 8462Y

92nd

2 x AMD EPYC 9754 128-Core

90th

55 ^{+/- 5}

2 x AMD EPYC 9654 96-Core

90th

53 ^{+/- 7}

2 x Intel Xeon Gold 6444Y

87th

2 x Intel Xeon Platinum 8380

86th

ARMv8 Neoverse-V2 72-Core

85th

40 ^{+/- 2}

2 x AMD EPYC 7773X 64-Core

83rd

2 x AMD EPYC 7551 32-Core

80th

AMD Ryzen Threadripper PRO 7995WX 96-Cores

80th

33 ^{+/- 1}

ARMv8 Neoverse-V1 32-Core

77th

Mid-Tier

75th

< 28

AMD EPYC 9754 128-Core

74th

23 ^{+/- 2}

ARMv8 Neoverse-N1 128-Core

72nd

2 x Intel Xeon E5-2696 v4

67th

AMD Ryzen Threadripper 7970X 32-Cores

66th

14 ^{+/- 2}

AMD Ryzen Threadripper PRO 5965WX 24-Cores

65th

AMD EPYC 7F32 8-Core

65th

Intel Xeon Silver 4216

64th

AMD Ryzen Threadripper 3970X 32-Core

63rd

60th

60th

59th

55th

53rd

Median

50th

AMD Ryzen 5 8600G

50th

AMD Ryzen 9 7950X 16-Core

49th

8 ^{+/- 1}

AMD Ryzen 9 7900X3D 12-Core

48th

8 ^{+/- 1}

AMD Ryzen 9 7950X3D 16-Core

47th

8 ^{+/- 1}

Intel Core i9-10980XE

47th

AMD Ryzen 7 7800X3D 8-Core

46th

AMD Ryzen 9 7900X 12-Core

46th

AMD Ryzen 9 7900 12-Core

46th

7 ^{+/- 1}

AMD Ryzen 7 7700 8-Core

38th

AMD Ryzen 7 7700X 8-Core

38th

Intel Core i5-12600K

36th

AMD Ryzen 5 7600X 6-Core

35th

Intel Core i7-5960X

34th

AMD Ryzen 7 PRO 7840U

29th

Low-Tier

25th

< 6

25th

24th

24th

23rd

21st

AMD Ryzen 9 5950X 16-Core

19th

AMD Ryzen 9 3900XT 12-Core

18th

AMD Ryzen 5 5500U

15th

AMD Ryzen 7 5800X 8-Core

15th

AMD Ryzen 7 5800X3D 8-Core

14th

AMD Ryzen 7 PRO 6850U

14th

AMD Ryzen 7 3800XT 8-Core

12th

AMD Ryzen 5 4500U

11th

AMD Ryzen 7 PRO 5850U

9th

8th

7th

5th

3rd

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 0.2%.

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

dual-epyc-7551-hpcg-benchmark-memory-channel-tdp-250w-cli-2024-04-10 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
test-cpu Featured Disk Comparison	1000GB Samsung SSD 970 EVO Plus 1TB + 1000GB Samsung SSD 980 PRO 1TB - 1000GB Samsung SSD 980 PRO 1TB + 1000GB Samsung SSD 970 EVO Plus 1TB
dual-epyc-7551-hpcg-kernel-5-15-0-memory-channel-tdp-250w-benchmark-cli-2024-04-06 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
dual-epyc-7551-hpcg-benchmark-2024-03-31 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
e5-2696v4-dual-hpcg-benchmark-2024-03-30 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
hpcg_pi5_1 1 System - 4 Benchmark Results	ARMv8 Cortex-A76 - Raspberry Pi 5 Model B Rev 1.0 - 4096MB Debian 12 - 6.6.20+rpt-rpi-2712 - X Server
2024-03-22-0725 1 System - 8 Benchmark Results	2 x Intel Xeon Silver 4210 - Huawei BC11SPSC0 - Intel Sky Lake-E DMI3 Registers Ubuntu 22.04 - 5.15.0-84-custom - 1.3.238
2024-03-22-0312 1 System - 8 Benchmark Results	2 x Intel Xeon Silver 4210 - Huawei BC11SPSC0 - Intel Sky Lake-E DMI3 Registers Ubuntu 16.04 - 4.9.0-141-custom - 1.0.61
hpcg-all-benchmark-2024-03-17 1 System - 4 Benchmark Results	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
hpcg_test_1 1 System - 8 Benchmark Results	ARMv8 Cortex-A72 - Raspberry Pi 4 Model B Rev 1.4 - Broadcom BCM2711 Debian 12 - 6.1.0-rpi7-rpi-v8 - X Server
hpcg-benchmark-2024-03-07 1 System - 1 Benchmark Result	2 x Intel Xeon E5-2696 v4 - ASUS Z10PE-D8 WS - Intel Xeon E7 v4 Ubuntu 22.04 - 6.5.0-21-generic - X Server 1.21.1.4
hpcg-benchmark-2024-03-06 1 System - 1 Benchmark Result	2 x Intel Xeon E5-2696 v4 - ASUS Z10PE-D8 WS - Intel Xeon E7 v4 Ubuntu 22.04 - 6.5.0-21-generic - X Server 1.21.1.4
Linux Distros Emerald Rapids 4 Systems - 125 Benchmark Results	2 x INTEL XEON PLATINUM 8592+ - Quanta Cloud QuantaGrid D54Q-2U S6Q-MB-MPS - Intel Device 1bce CentOS Stream 9 - 5.14.0-419.el9.x86_64 - GNOME Shell 40.10
Linux Distros Emerald Rapids 3 Systems - 125 Benchmark Results	2 x INTEL XEON PLATINUM 8592+ - Quanta Cloud QuantaGrid D54Q-2U S6Q-MB-MPS - Intel Device 1bce CentOS Stream 9 - 5.14.0-419.el9.x86_64 - GNOME Shell 40.10
cpu-bench 2 Systems - 390 Benchmark Results	ARMv8 Cortex-A76 - Mixtile Blade 3 v1.0.1 - 16GB Ubuntu 22.04 - 5.10.160-rockchip - GNOME Shell 42.9

AMD EPYC 9684X 2P Genoa-X Benchmarks 12 Systems - 69 Benchmark Results	2 x AMD EPYC 9554 64-Core - AMD Titanite_4G - AMD Device 14a4 Ubuntu 23.04 - 6.2.0-23-generic - GNOME Shell 44.0
AMD Ryzen 5000 Series Linux Performance Featured Processor Comparison	AMD Ryzen 9 5900X 12-Core - ASUS ROG CROSSHAIR VIII HERO - AMD Starship Ubuntu 22.04 - 5.19.0-46-generic - GNOME Shell 42.5
AMD Ryzen 5000 Series Linux Performance 10 Systems - 272 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
AMD Ryzen 5000 Series Linux Performance 8 Systems - 271 Benchmark Results	AMD Ryzen 5 5600G - ASUS ROG CROSSHAIR VIII HERO - AMD Renoir 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
AMD Ryzen 5000 Series Linux Performance 8 Systems - 271 Benchmark Results	AMD Ryzen 9 5900X 12-Core - ASUS ROG CROSSHAIR VIII HERO - AMD Starship Ubuntu 22.04 - 5.19.0-46-generic - GNOME Shell 42.5
Microsoft Azure HBv4 HPC Comparison Benchmarks 8 Systems - 95 Benchmark Results	2 x AMD EPYC 7V73X 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 8.5.0 20210514 + CUDA 12.1
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
dsd 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
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
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
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 xeon 2 Systems - 166 Benchmark Results
new eo june 2 Systems - 88 Benchmark Results	AMD Ryzen 5 4500U - LENOVO LNVNB161216 - AMD Renoir Pop 22.04 - 5.17.5-76051705-generic - GNOME Shell 42.1

High Performance Conjugate Gradient

Project Site

Source Repository

Test Created

Last Updated

Test Maintainer

Test Type

Average Install Time

Average Run Time

Test Dependencies

Accolades

Supported Platforms

Revision History

Suites Using This Test

Performance Metrics

High Performance Conjugate Gradient 3.1

X Y Z: 104 104 104 - RT: 60

Tested CPU Architectures

Recent Test Results

Most Popular Test Results