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

Test Dependencies

C/C++ Compiler Toolchain + Fortran + OpenMPI

Accolades

100k+ 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 current as of 26 November 2021.

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

HPC - High Performance Computing

MPI Benchmarks

Performance Metrics

Analyze Test Configuration:

High Performance Conjugate Gradient 3.1

OpenBenchmarking.org metrics for this test profile configuration based on 1,461 public results since 10 January 2020 with the latest data as of 29 November 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

# Compatible Public Results

GFLOP/s (Average)

Ampere Altra ARMv8 Neoverse-N1 160-Core

100th

44.8 ^{+/- 1.3}

2 x AMD EPYC 73F3 16-Core

97th

38.3 ^{+/- 0.3}

2 x Intel Xeon Platinum 8380

97th

38.2 ^{+/- 5.5}

2 x AMD EPYC 74F3 24-Core

96th

37.8

2 x AMD EPYC 7543 32-Core

95th

36.9 ^{+/- 0.5}

2 x AMD EPYC 7763 64-Core

94th

36.8 ^{+/- 0.2}

2 x AMD EPYC 7643 48-Core

94th

36.6 ^{+/- 0.2}

2 x AMD EPYC 7713 64-Core

94th

36.6 ^{+/- 0.3}

2 x AMD EPYC 7663 56-Core

93rd

36.5 ^{+/- 0.2}

2 x AMD EPYC 7642 48-Core

92nd

35.9 ^{+/- 0.2}

2 x AMD EPYC 7532 32-Core

91st

35.4 ^{+/- 0.9}

2 x AMD EPYC 75F3 32-Core

90th

34.2 ^{+/- 4.5}

2 x AMD EPYC 7313 16-Core

89th

33.8 ^{+/- 0.5}

2 x AMD EPYC 7453 28-Core

89th

33.6 ^{+/- 0.4}

2 x AMD EPYC 7513 32-Core

89th

33.6 ^{+/- 0.2}

2 x AMD EPYC 7F52 16-Core

88th

33.5 ^{+/- 0.4}

2 x AMD EPYC 7552 48-Core

88th

33.4 ^{+/- 0.2}

2 x AMD EPYC 7443 24-Core

88th

33.3 ^{+/- 0.9}

2 x AMD EPYC 7601 32-Core

86th

32.0 ^{+/- 0.2}

2 x AMD EPYC 7F72 24-Core

86th

31.5 ^{+/- 1.6}

2 x AMD EPYC 7742 64-Core

86th

31.2 ^{+/- 4.4}

2 x AMD EPYC 7402 24-Core

85th

30.9 ^{+/- 0.2}

2 x AMD EPYC 7542 32-Core

84th

30.6 ^{+/- 0.1}

2 x AMD EPYC 7452 32-Core

83rd

29.4 ^{+/- 0.3}

Ampere ARMv8 Neoverse-N1 256-Core

83rd

29.3 ^{+/- 0.2}

2 x AMD EPYC 7352 24-Core

83rd

29.2 ^{+/- 0.7}

2 x Intel Xeon Platinum 8280

81st

29.0 ^{+/- 0.2}

2 x Intel Xeon Gold 6258R

81st

28.9 ^{+/- 0.1}

2 x AMD EPYC 7302 16-Core

80th

28.6 ^{+/- 1.3}

2 x Intel Xeon Gold 6230R

79th

28.2 ^{+/- 0.3}

2 x Intel Xeon Gold 6226R

78th

26.6

2 x AMD EPYC 7F32 8-Core

76th

25.3 ^{+/- 0.3}

2 x Intel Xeon Gold 5220R

76th

24.9 ^{+/- 1.1}

Mid-Tier

75th

< 24.2

2 x Intel Xeon Gold 6138

75th

23.2 ^{+/- 1.3}

Ampere Altra ARMv8 Neoverse-N1 80-Core

74th

22.7 ^{+/- 0.1}

ARMv8 Neoverse-N1 64-Core

74th

21.4

2 x Intel Xeon Silver 4214R

73rd

20.7 ^{+/- 0.1}

AMD EPYC 73F3 16-Core

72nd

20.1

AMD EPYC 74F3 24-Core

72nd

20.0

2 x Intel Xeon Gold 6250

71st

20.0

AMD EPYC 7713 64-Core

70th

19.4 ^{+/- 0.9}

AMD EPYC 7763 64-Core

69th

19.0

AMD EPYC 7643 48-Core

68th

18.8 ^{+/- 0.6}

AMD EPYC 75F3 32-Core

68th

18.5 ^{+/- 1.3}

POWER9 44-Core

68th

18.4 ^{+/- 1.8}

AMD EPYC 7313 16-Core

67th

18.2 ^{+/- 0.1}

AMD EPYC 7343 16-Core

67th

18.1

AMD EPYC 7532 32-Core

66th

17.9 ^{+/- 0.2}

2 x Intel Xeon Silver 4210R

64th

17.7 ^{+/- 0.1}

AMD EPYC 7642 48-Core

64th

17.6

2 x Intel Xeon Silver 4210

62nd

17.5 ^{+/- 0.1}

AMD EPYC 7453 28-Core

62nd

17.4

AMD EPYC 7662 64-Core

62nd

17.4 ^{+/- 0.1}

AMD EPYC 7702 64-Core

58th

17.1 ^{+/- 0.6}

AMD EPYC 7F72 24-Core

57th

16.8 ^{+/- 0.8}

AMD EPYC 7552 48-Core

56th

16.6 ^{+/- 0.1}

AMD EPYC 72F3 8-Core

55th

16.4

AMD Ryzen Threadripper PRO 3975WX 32-Cores

55th

16.3 ^{+/- 0.9}

2 x AMD EPYC 7252 8-Core

55th

16.0 ^{+/- 2.2}

AMD EPYC 7402P 24-Core

54th

15.7 ^{+/- 0.1}

AMD EPYC 7402 24-Core

52nd

15.6

AMD EPYC 7502P 32-Core

51st

15.4 ^{+/- 0.2}

2 x Intel Xeon Silver 4215R

51st

15.3 ^{+/- 0.1}

AMD EPYC 7742 64-Core

51st

15.3 ^{+/- 2.2}

Median

50th

15.3

AMD EPYC 7302P 16-Core

50th

15.3 ^{+/- 0.4}

AMD EPYC 7542 32-Core

50th

15.2 ^{+/- 0.1}

Intel Xeon Gold 6258R

48th

14.8 ^{+/- 0.1}

Intel Xeon Platinum 8280

48th

14.7 ^{+/- 0.1}

AMD EPYC 7502 32-Core

47th

14.6 ^{+/- 1.1}

Intel Xeon Gold 5220R

45th

13.4 ^{+/- 0.1}

AMD EPYC 7262 8-Core

45th

13.3 ^{+/- 0.3}

Intel Xeon Gold 5218R

44th

13.2 ^{+/- 0.2}

Intel Xeon Gold 6226R

43rd

12.6 ^{+/- 1.2}

AMD EPYC 7352 24-Core

43rd

12.6 ^{+/- 1.5}

AMD Ryzen Threadripper 3970X 32-Core

40th

11.0 ^{+/- 0.1}

Intel Xeon Silver 4214R

38th

9.6 ^{+/- 1.0}

AMD Ryzen Threadripper 3960X 24-Core

37th

9.3 ^{+/- 0.8}

AMD Ryzen Threadripper 3990X 64-Core

36th

9.1

AMD EPYC 7282 16-Core

35th

9.0 ^{+/- 0.1}

AMD EPYC 7272 12-Core

34th

8.8 ^{+/- 0.5}

AMD EPYC 7232P 8-Core

34th

8.7 ^{+/- 0.1}

AMD EPYC 7252 8-Core

33rd

8.7 ^{+/- 0.3}

Intel Xeon Gold 5217

32nd

8.2 ^{+/- 0.8}

Intel Core i9-10980XE

30th

7.8 ^{+/- 0.2}

Intel Core i5-12600K

30th

7.5 ^{+/- 0.1}

Intel Core i9-12900K

30th

7.4 ^{+/- 0.5}

AMD Ryzen Threadripper 2990WX 32-Core

29th

7.4 ^{+/- 0.2}

Intel Xeon Silver 4215R

29th

7.2 ^{+/- 0.8}

Intel Xeon Silver 4108

29th

7.2

AMD Ryzen 5 2600X Six-Core

26th

5.5 ^{+/- 0.4}

Low-Tier

25th

< 5.3

AMD Ryzen 7 PRO 4750G

25th

5.2

AMD Ryzen 9 3900X 12-Core

25th

5.2 ^{+/- 0.2}

AMD Ryzen 9 5900X 12-Core

22nd

5.0 ^{+/- 0.1}

Intel Core i7-1065G7

20th

4.8

AMD Ryzen 9 3900XT 12-Core

20th

4.8 ^{+/- 0.5}

AMD Ryzen 9 3950X 16-Core

20th

4.8 ^{+/- 0.4}

Intel Core i9-9900K

20th

4.7

AMD Ryzen 5 3400G

19th

4.6

Intel Core i9-9900KS

19th

4.6 ^{+/- 0.3}

AMD Ryzen 5 5600X 6-Core

18th

4.5 ^{+/- 0.7}

Intel Core i9-10900K

16th

4.4

AMD Ryzen 7 3700X 8-Core

16th

4.4 ^{+/- 0.3}

AMD Ryzen 5 2400G

15th

4.3 ^{+/- 0.4}

AMD Ryzen 9 5950X 16-Core

15th

4.3

AMD Ryzen 7 3800X 8-Core

14th

4.2 ^{+/- 0.1}

AMD Ryzen 5 3600X 6-Core

14th

4.2 ^{+/- 0.4}

Intel Xeon E-2288G

12th

4.1 ^{+/- 0.1}

Intel Core i7-10700T

12th

4.0 ^{+/- 0.1}

Intel Core i9-10885H

12th

4.0

Intel Core i3-10100

11th

3.9 ^{+/- 0.6}

AMD Ryzen 7 2700X Eight-Core

10th

3.7 ^{+/- 0.2}

Intel Core i7-9700TE

10th

3.7 ^{+/- 0.1}

POWER9 4-Core

9th

3.3 ^{+/- 0.1}

Intel Xeon E3-1240 v5

9th

3.3 ^{+/- 0.1}

Intel Pentium Gold G6400

8th

3.2

Intel Xeon E3-1280 v5

8th

3.1

Intel Core i7-5775C

8th

3.0 ^{+/- 0.3}

Intel Celeron G5900

7th

2.8

Intel Core i5-4670

6th

2.5 ^{+/- 0.1}

Intel Core i5-2520M

2nd

1.2

Based on OpenBenchmarking.org data, the selected test / test configuration (High Performance Conjugate Gradient 3.1) has an average run-time of 9 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%.

Does It Scale Well With Increasing Cores?

Yes, based on the automated analysis of the collected public benchmark data, this test / test settings does 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.

Amazon Linux 2022 Benchmarks 4 Systems - 17 Benchmark Results	Intel Xeon Platinum 8375C - Amazon EC2 m6i.4xlarge - Intel 440FX 82441FX PMC Ubuntu 20.04 - 5.11.0-1020-aws - 1.0.2
7773X-hpcg 1 System - 1 Benchmark Result	2 x AMD Eng Sample - Supermicro H12DSG-O-CPU - AMD Starship Ubuntu 20.04 - 5.11.0-40-generic - X Server 1.20.9
7713-hpcg 1 System - 1 Benchmark Result	2 x AMD EPYC 7713 64-Core - Inspur 4.02.06 - AMD Starship Ubuntu 20.04 - 5.11.0-40-generic - GNOME Shell 3.36.9
m1provm-hpcg 1 System - 1 Benchmark Result	Unknown - VMware VBSA v1 - VMware Device 1976 Debian 11 - 5.10.0-9-arm64 - GNOME Shell 3.38.6
Amazon Linux 2 2 Systems - 48 Benchmark Results	Intel Xeon Platinum 8375C - Amazon EC2 m6i.4xlarge - Intel 440FX 82441FX PMC Amazon Linux 2 - 5.10.75-79.358.amzn2.x86_64 - 1.0.61
intel i5-11600k multicore 10 Systems - 278 Benchmark Results	AMD Ryzen 9 5900X 12-Core - ASUS TUF GAMING B550-PLUS - AMD Starship Ubuntu 20.04 - 5.11.0-38-generic - GNOME Shell 3.36.9
intel i5-11600k multicore 10 Systems - 278 Benchmark Results	Intel Core i9-12900K - ASUS ROG MAXIMUS Z690 HERO - Intel Device 7aa7 Ubuntu 20.04 - 5.11.0-38-generic - GNOME Shell 3.36.9
alder lake variety tests 2 Systems - 267 Benchmark Results	Intel Core i9-12900K - ASUS ROG STRIX Z690-E GAMING WIFI - Intel Device 7aa7 Ubuntu 21.10 - 5.16.0-051600rc1daily20211116-generic - GNOME Shell 40.5
intel i5-11600k multicore 10 Systems - 278 Benchmark Results	AMD Ryzen 5 5600X 6-Core - ASUS TUF GAMING B550-PLUS - AMD Starship Ubuntu 20.04 - 5.11.0-38-generic - GNOME Shell 3.36.9
intel i5-11600k multicore 9 Systems - 278 Benchmark Results	Intel Core i9-12900K - ASUS ROG MAXIMUS Z690 HERO - Intel Device 7aa7 Ubuntu 20.04 - 5.11.0-38-generic - GNOME Shell 3.36.9
EPYC 7763 Linux 5.16 Featured Kernel Comparison	5.15.0-051500-generic - 5.15.0-051500daily20211107-generic
intel i5-11600k multicore 6 Systems - 278 Benchmark Results	AMD Ryzen 9 5900X 12-Core - ASUS TUF GAMING B550-PLUS - AMD Starship Ubuntu 20.04 - 5.11.0-38-generic - GNOME Shell 3.36.9
intel i5-11600k multicore 8 Systems - 278 Benchmark Results	AMD Ryzen 5 5600X 6-Core - ASUS TUF GAMING B550-PLUS - AMD Starship Ubuntu 20.04 - 5.11.0-38-generic - GNOME Shell 3.36.9
intel i5-11600k multicore 8 Systems - 278 Benchmark Results	AMD Ryzen 9 5900X 12-Core - ASUS TUF GAMING B550-PLUS - AMD Starship Ubuntu 20.04 - 5.11.0-38-generic - GNOME Shell 3.36.9
intel i5-11600k multicore 6 Systems - 278 Benchmark Results	AMD Ryzen 9 5900X 12-Core - ASUS TUF GAMING B550-PLUS - AMD Starship Ubuntu 20.04 - 5.11.0-38-generic - GNOME Shell 3.36.9

Sandy 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
Xeon & EPYC Tests 16 Systems - 119 Benchmark Results	2 x Intel Xeon Platinum 8280 - GIGABYTE MD61-SC2-00 v01000100 - Intel Sky Lake-E DMI3 Registers Ubuntu 20.04 - 5.4.0-18-generic - GNOME Shell 3.36.0
Core i9 10900K vs. Ryzen 9 3900X/3950X Linux Benchmarks Featured Processor Comparison	AMD Ryzen 9 3900X 12-Core - ASUS ROG CROSSHAIR VIII HERO - AMD Starship Ubuntu 20.04 - 5.7.0-999-generic - GNOME Shell 3.36.1
Xeon E 8 Systems - 84 Benchmark Results	Intel Xeon E-2288G - Compulab SBC-ATCFL v1.2 - Intel Cannon Lake PCH Ubuntu 20.10 - 5.8.0-41-generic - GNOME Shell 3.38.2
Fedora 32 vs. Fedora 33 Beta Benchmarks 3 Systems - 174 Benchmark Results	Intel Core i9-10900K - Gigabyte Z490 AORUS MASTER - Intel Comet Lake PCH Fedora 33 - 5.8.11-300.fc33.x86_64 - GNOME Shell 3.38.0
Threadripper 3970X Ubuntu 20.04 LTS vs. Windows WSL/WSL2 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
Core i5 10600K vs. Core i5 7600K vs. Core i5 4670 3 Systems - 301 Benchmark Results	Intel Core i5-4670 - MSI B85M-P33 - Intel 4th Gen Core DRAM Ubuntu 20.04 - 5.4.0-40-generic - GNOME Shell 3.36.3
Amazon Graviton2 vs. AMD EPYC 7742 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
Intel Core i3 10100 vs. AMD Ryzen 3 3300X Benchmarks 2 Systems - 1708 Benchmark Results	AMD Ryzen 3 3300X 4-Core - ASRock X570 Pro4 - AMD Starship Ubuntu 20.04 - 5.7.0-rc6-amd-energy - GNOME Shell 3.36.2
Core i9 10900K - Ubuntu 20.04 LTS vs. Ubuntu 20.10 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
i5 11600k 4 Systems - 179 Benchmark Results	AMD Ryzen 5 5600X 6-Core - ASRock X570 Taichi - AMD Starship Ubuntu 20.04 - 5.10.13-051013-lowlatency - GNOME Shell 3.36.4
Ryzen 9 5900X LInux 5.11 Featured Kernel Comparison	AMD Ryzen 9 5900X 12-Core - ASUS ROG CROSSHAIR VIII HERO - AMD Starship Ubuntu 20.10 - 5.10.0-051000daily20201222-generic - GNOME Shell 3.38.1
3950X Thermal 2 Systems - 123 Benchmark Results	AMD Ryzen 9 3950X 16-Core - ASUS ROG CROSSHAIR VIII HERO - AMD Starship Ubuntu 20.04 - 5.4.0-12-generic - GNOME Shell 3.34.3
AMD EPYC 7F72 2P Linux 5.11 3 Systems - 376 Benchmark Results	2 x AMD EPYC 7F72 24-Core - Supermicro H11DSi-NT v2.00 - AMD Starship Ubuntu 20.10 - 5.11.0-rc4-max-boost-inv-patch - GNOME Shell 3.38.1
Ryzen 9 3900XT Ubuntu 20.04 LTS vs. Ubuntu 20.10 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

High Performance Conjugate Gradient

Project Site

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

Does It Scale Well With Increasing Cores?

Recent Test Results

Most Popular Test Results