R Benchmark

This test is a quick-running survey of general R performance

To run this test with the Phoronix Test Suite, the basic command is: phoronix-test-suite benchmark rbenchmark.

Project Site

cran.r-project.org

Test Created

5 January 2016

Last Updated

4 March 2018

Test Maintainer

Victor Rodriguez Bahena 

Test Type

Processor

Average Install Time

2 Seconds

Average Run Time

3 Minutes, 57 Seconds

Accolades

100k+ Downloads

Supported Platforms


Public Result Uploads *Reported Installs **Reported Test Completions **Test Profile Page Views ***OpenBenchmarking.orgEventsR Benchmark Popularity Statisticspts/rbenchmark2016.012016.042016.072016.102017.012017.042017.072017.102018.012018.042018.072018.102019.012019.042019.072019.102020.012020.042020.072020.102021.012021.042021.072021.102022.012022.042022.072022.102023.012023.042023.072023.102024.012024.045K10K15K20K25K
* 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 9 June 2024.

Revision History

pts/rbenchmark-1.0.3   [View Source]   Sun, 04 Mar 2018 15:00:48 GMT
Add Windows support.

pts/rbenchmark-1.0.2   [View Source]   Wed, 20 Jan 2016 19:38:11 GMT
Maintainer update

pts/rbenchmark-1.0.1   [View Source]   Tue, 05 Jan 2016 17:52:38 GMT
Add pts-footnote support

pts/rbenchmark-1.0.0   [View Source]   Tue, 05 Jan 2016 15:40:16 GMT
Initial commit of the Clear Linux modified test profile.

Suites Using This Test

Machine Learning

HPC - High Performance Computing

CPU Massive

Scientific Computing

Single-Threaded


Performance Metrics

Analyze Test Configuration:

R Benchmark

OpenBenchmarking.org metrics for this test profile configuration based on 1,173 public results since 1 August 2017 with the latest data as of 3 June 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
Seconds (Average)
99th
6
0.1048 +/- 0.0057
98th
6
0.1066 +/- 0.0026
96th
4
0.1183 +/- 0.0079
94th
6
0.1228 +/- 0.0126
91st
42
0.1332 +/- 0.0183
89th
5
0.1369 +/- 0.0082
82nd
43
0.1522 +/- 0.0200
81st
42
0.1578 +/- 0.0209
80th
41
0.1592 +/- 0.0170
Mid-Tier
75th
> 0.1695
69th
3
0.1819 +/- 0.0015
68th
46
0.1844 +/- 0.0210
58th
20
0.2322 +/- 0.0094
56th
3
0.2413 +/- 0.0106
51st
24
0.2567 +/- 0.0132
Median
50th
0.2597
47th
3
0.2832 +/- 0.0020
42nd
5
0.3243 +/- 0.0126
41st
10
0.3388 +/- 0.0294
39th
3
0.3508 +/- 0.0270
35th
3
0.3962 +/- 0.0398
34th
3
0.4025 +/- 0.0085
27th
4
0.4753 +/- 0.0374
Low-Tier
25th
> 0.5391
24th
3
0.5624 +/- 0.0040
19th
4
0.6744 +/- 0.0679
11th
8
0.8640 +/- 0.0087
8th
3
1.0162 +/- 0.1034
5th
10
1.1666 +/- 0.1453
2nd
3
1.9945 +/- 0.1795
OpenBenchmarking.orgDistribution Of Public Results1173 Results Range From 0 To 8 Seconds0.6671.3342.0012.6683.3354.0024.6695.3366.0036.677.3378.0042004006008001000

Based on OpenBenchmarking.org data, the selected test / test configuration (R Benchmark) has an average run-time of 4 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 BenchmarkRun-Time510152025Min: 1 / Avg: 3.75 / Max: 22

Based on public OpenBenchmarking.org results, the selected test / test configuration has an average standard deviation of 0.4%.

OpenBenchmarking.orgPercent, Fewer Is BetterAverage Deviation Between RunsDeviation246810Min: 0 / Avg: 0.44 / 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)
IBM Z
s390x
(Many Processors)
IBM POWER (PowerPC) 64-bit
ppc64le
POWER9 4-Core, POWER9 44-Core, POWER9 8-Core, POWER9 altivec supported 144-Core, POWER9 altivec supported 32-Core, POWER9 altivec supported 44-Core, POWER9 altivec supported 88-Core
MIPS 64-bit
mips64
Loongson-3A R3
MIPS
mips
Baikal-T1 1.2 GHz MIPS P5600 V3.0 FPU V2.0, MIPS P5600 V3.0 FPU V2.0
Intel / AMD x86 32-bit
i686
(Many Processors)
ARMv7 32-bit
armv7l
ARMv7 Cortex-A72 4-Core, ARMv7 rev 1 2-Core, ARMv7 rev 3 8-Core, ARMv7 rev 4 4-Core
ARMv8 64-bit
aarch64
AArch64 rev 12, ARMv8 Cortex-A53 4-Core, ARMv8 Cortex-A55 4-Core, ARMv8 Cortex-A76 4-Core, ARMv8 Cortex-A78E 6-Core, ARMv8 rev 1 4-Core, Ampere eMAG ARMv8 32-Core, Apple, SiFive RISC-V

Recent Test Results

OpenBenchmarking.org Results Compare

1 System - 120 Benchmark Results

AMD Ryzen 5 3400G - HP 8643 - 2 x 16384 MB 2667MHz Unknown

Microsoft Windows 11 Home Build 22631 - 10.0.22631.3672 - 31.0.21912.14

1 System - 2 Benchmark Results

AMD Ryzen 7 5700G - ASUS ROG STRIX B550-F GAMING - AMD Renoir

Debian 12 - 6.1.0-21-amd64 - KDE Plasma 5.27.5

1 System - 2 Benchmark Results

AMD Ryzen 7 5700G - ASUS ROG STRIX B550-F GAMING - AMD Renoir

Debian 12 - 6.1.0-21-amd64 - KDE Plasma 5.27.5

1 System - 2 Benchmark Results

AMD Ryzen 7 5700G - ASUS ROG STRIX B550-F GAMING - AMD Renoir

Debian 12 - 6.1.0-21-amd64 - KDE Plasma 5.27.5

1 System - 2 Benchmark Results

AMD Ryzen 7 5700G - ASUS ROG STRIX B550-F GAMING - AMD Renoir

Debian 12 - 6.1.0-21-amd64 - KDE Plasma 5.27.5

1 System - 4 Benchmark Results

AMD Ryzen 7 5700G - ASUS ROG STRIX B550-F GAMING - AMD Renoir

Debian 12 - 6.1.0-21-amd64 - KDE Plasma 5.27.5

1 System - 97 Benchmark Results

AMD EPYC 7543P 32-Core - Blade ShadowM - 1 x 16384 MB 2400MHz Blade HBXJ6XKWQK7ML5-AWA

Microsoft Windows 10 Famille Build 19045 - 10.0.19045.4412 - 546.29

1 System - 97 Benchmark Results

AMD EPYC 7543P 32-Core - Blade ShadowM - 1 x 16384 MB 2400MHz Blade HBXJ6XKWQK7ML5-AWA

Microsoft Windows 10 Famille Build 19045 - 10.0.19045.4412 - 546.29

1 System - 1 Benchmark Result

AMD Ryzen 7 PRO 7840U - LENOVO 21K4S0S000 - AMD Device 14e8

Fedora Linux 40 - 6.8.9-300.fc40.x86_64 - GNOME Shell 46.1

1 System - 99 Benchmark Results

AMD Ryzen 9 7950X3D 16-Core - ASUS ROG CROSSHAIR X670E HERO - 2 x 32768 MB 6400MHz Corsair CMK64GX5M2B6400C32

Microsoft Windows 11 Professionnel Build 22631 - 10.0.22631.3447 - 31.0.24031.5001

1 System - 1 Benchmark Result

Intel Core i7-6700T - LENOVO 310C - Intel Xeon E3-1200 v5

Debian 12 - 6.1.0-20-amd64 - GCC 12.2.0

2 Systems - 1 Benchmark Result

Intel Core i7-6700T - LENOVO 310C - Intel Xeon E3-1200 v5

Debian 12 - 6.1.0-20-amd64 - GCC 12.2.0

1 System - 201 Benchmark Results

Ampere Altra Max - HPE ProLiant RL300 Gen11 - 16 x 32768 MB 3200MHz Samsung M393A4K40EB3-CWE

Microsoft Windows Server 2025 Standard Build 26085 - 10.0.26085.1 - 10.0.26085.1

1 System - 201 Benchmark Results

Ampere Altra Max - HPE ProLiant RL300 Gen11 - 16 x 32768 MB 3200MHz Samsung M393A4K40EB3-CWE

Microsoft Windows Server 2025 Standard Build 26085 - 10.0.26085.1 - 10.0.26085.1

1 System - 3 Benchmark Results

AMD Ryzen 9 5950X 16-Core - Gigabyte B550 VISION D-P - 4 x 32768 MB 3666MHz F4-3600C18-32GVK

Microsoft Windows 10 Pro Build 19045 - 10.0.19045.4170 - 546.01

Most Popular Test Results

OpenBenchmarking.org Results Compare

2 Systems - 12 Benchmark Results

Loongson-3A R3 - Unknown - AMD RS780 + SB7x0

Debian testing - 4.4.83+ - GNOME Shell 3.22.3

2 Systems - 601 Benchmark Results

2 x Intel Xeon Gold 6140 - Intel S2600WFT - Intel Device 2020

Debian 9.4 - 4.9.0-6-amd64 - GCC 6.3.0 20170516 + Clang 3.8.1-24

2 Systems - 178 Benchmark Results

AMD Ryzen Threadripper 1950X 16-Core - Gigabyte X399 AORUS Gaming 7 - AMD Family 17h

Ubuntu 18.04 - 4.15.2-041502-generic - GNOME Shell 3.26.2

3 Systems - 182 Benchmark Results

Intel Core i9-7980XE - ASUS PRIME X299-A - Intel Sky Lake-E DMI3 Registers

Ubuntu 18.04 - 4.15.2-041502-generic - GNOME Shell 3.26.2

1 System - 115 Benchmark Results

AMD Ryzen 9 5900HX - System76 Kudu - AMD Renoir

Pop 21.10 - 5.15.15-76051515-generic - GNOME Shell 40.5

4 Systems - 131 Benchmark Results

Intel Xeon E-2278GEL - Logic Supply RXM-181 TBD by OEM - Intel

FreeBSD - 13.0-BETA1 - Clang 11.0.1

12 Systems - 209 Benchmark Results

Intel Core i3-8100 - ASRock Z370M-ITX/ac - Intel 8th Gen Core

Ubuntu 19.04 - 5.2.0-999-generic - GNOME Shell 3.32.1

22 Systems - 57 Benchmark Results

Intel Core i7-5775C - MSI Z97-G45 GAMING - Intel Broadwell-U- DMI

Clear Linux OS 24870 - 4.18.6-629.native - GNOME Shell 3.30.0

4 Systems - 119 Benchmark Results

Intel Core i9-7980XE - ASUS PRIME X299-A - Intel Sky Lake-E DMI3 Registers

FreeBSD - 12.0-CURRENT - Lumina 1.4.2

2 Systems - 176 Benchmark Results

2 x Intel Xeon Gold 6138 - TYAN S7106 - Intel Device 2020

Ubuntu 17.10 - 4.15.2-041502-generic - GNOME Shell 3.26.1

16 Systems - 42 Benchmark Results

Intel Core i9-7980XE - ASUS PRIME X299-A - Intel Sky Lake-E DMI3 Registers

openSUSE Tumbleweed 20171115 - 4.13.12-1-default - KDE Frameworks 5

8 Systems - 360 Benchmark Results

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

Ubuntu 19.10 - 5.4.0-999-generic - GNOME Shell 3.34.1

1 System - 748 Benchmark Results

Intel Core i7-7700K - MSI Z270 GAMING M7 - Intel Intel Kaby Lake + Z270

Ubuntu 18.04 - 4.15.0-23-generic - GNOME Shell 3.28.1

1 System - 538 Benchmark Results

ARMv7 rev 1 - Marvell Armada 380/385 - 2048MB

Debian GNU - 4.4.0+ - GCC 4.9.2

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