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/rbenchmark2016.012016.042016.072016.102017.012017.042017.072017.102018.012018.042018.072018.102019.012019.042019.072019.102020.012020.042020.072020.102021.012021.042021.072021.102022.012022.042022.072022.102023.012023.042023.072023.102024.012024.042024.072024.105K10K15K20K25K
* 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 3 December 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 1,188 public results since 1 August 2017 with the latest data as of 21 November 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)
100th
4
0.0915 +/- 0.0021
99th
6
0.1048 +/- 0.0057
98th
6
0.1066 +/- 0.0026
95th
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
80th
42
0.1578 +/- 0.0209
80th
41
0.1592 +/- 0.0170
Mid-Tier
75th
> 0.1681
69th
3
0.1819 +/- 0.0015
68th
46
0.1844 +/- 0.0210
57th
20
0.2322 +/- 0.0094
56th
3
0.2413 +/- 0.0106
Median
50th
0.2560
50th
24
0.2567 +/- 0.0132
47th
3
0.2832 +/- 0.0020
42nd
5
0.3243 +/- 0.0126
41st
10
0.3388 +/- 0.0294
38th
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
23rd
3
0.5850 +/- 0.0232
18th
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 Results1188 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: 3.73 / 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: 0.45 / 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 - 1 Benchmark Result

AMD Ryzen 9 5950X 16-Core - ASUS TUF GAMING X570-PLUS - AMD Starship

Linuxmint 21.3 - 5.15.0-126-generic - Cinnamon 6.0.4

1 System - 323 Benchmark Results

AMD Ryzen Threadripper 7960X 24-Cores - Gigabyte TRX50 AERO D - AMD Device 14a4

Ubuntu 24.04 - 6.8.0-48-generic - GNOME Shell 46.0

1 System - 1 Benchmark Result

Intel Core i5-1135G7 - LENOVO LNVNB161216 - Intel Tiger Lake-LP

Clear Linux OS 42590 - 6.11.6-1477.native - GNOME Shell 47.1

1 System - 5 Benchmark Results

Intel Core i7-6600U - Dell 00F6D3 - 32GB

Ubuntu 20.04.4 LTS - 6.11.3-200.fc40.x86_64 - overlayfs

1 System - 4 Benchmark Results

Intel Core i7-6600U - Dell 00F6D3 - 32GB

Ubuntu 20.04.4 LTS - 6.11.3-200.fc40.x86_64 - overlayfs

1 System - 4 Benchmark Results

Intel Core i7-6600U - Dell 00F6D3 - 32GB

Ubuntu 20.04.4 LTS - 6.11.3-200.fc40.x86_64 - overlayfs

1 System - 4 Benchmark Results

Intel Core i7-6600U - Dell 00F6D3 - 32GB

Ubuntu 20.04.4 LTS - 6.11.3-200.fc40.x86_64 - overlayfs

1 System - 4 Benchmark Results

Intel Core i7-6600U - Dell 00F6D3 - 32GB

Ubuntu 20.04.4 LTS - 6.11.3-200.fc40.x86_64 - overlayfs

Most Popular Test Results

OpenBenchmarking.org Results Compare

2 Systems - 12 Benchmark Results

Intel Core i5-7200U - LENOVO 20HNCTO1WW - Intel Xeon E3-1200 v6

Debian testing - 4.13.0-1-amd64 - 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

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 - 12.2-RELEASE - Clang 10.0.1

3 Systems - 182 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

12 Systems - 209 Benchmark Results

Intel Core i7-8700K - ASUS TUF Z370-PLUS GAMING - Intel 8th Gen Core

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

22 Systems - 57 Benchmark Results

Intel Core i9-7960X - MSI X299 SLI PLUS - Intel Sky Lake-E DMI3 Registers

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 - 11.1-STABLE - Clang 5.0.1

1 System - 206 Benchmark Results

ARMv7 rev 3 - ODROID-XU3 Hardkernel Odroid XU4 - 2048MB

Ubuntu 16.04 - 4.9.71-odroidxu4 - Xfce 4.12

16 Systems - 42 Benchmark Results

Intel Core i9-7980XE - ASUS PRIME X299-A - Intel Device 2020

openSUSE 42.3 - 4.4.76-1-default - KDE Frameworks 5

8 Systems - 360 Benchmark Results

AMD Ryzen Threadripper 3970X 32-Core - MSI Creator TRX40 - AMD Starship

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

2 Systems - 176 Benchmark Results

AMD EPYC 7601 32-Core - TYAN B8026T70AE24HR - AMD Device 1450

Ubuntu 17.10 - 4.15.2-041502-generic - GCC 7.2.0

6 Systems - 92 Benchmark Results

Intel Core i9-9900K - ASUS PRIME Z390-A - Intel Cannon Lake PCH Shared SRAM

Clear Linux OS 25590 - 4.18.16-clear-optimized - X Server

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