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

1 Second

Average Run Time

3 Minutes, 57 Seconds

Accolades

90k+ Downloads

Supported Platforms


Public Result Uploads *Reported Installs **Reported Test Completions **Test Profile Page Views ***OpenBenchmarking.orgEventsR Benchmark Popularity Statisticspts/rbenchmark2016.012016.042016.072016.102017.012017.042017.072017.102018.012018.042018.072018.102019.012019.042019.072019.102020.012020.042020.072020.102021.012021.042021.072021.102022.012022.042022.072022.104K8K12K16K20K
* 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 2 December 2022.

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

CPU Massive

HPC - High Performance Computing

Scientific Computing

Single-Threaded


Performance Metrics

Analyze Test Configuration:

R Benchmark

OpenBenchmarking.org metrics for this test profile configuration based on 1,180 public results since 1 August 2017 with the latest data as of 10 November 2022.

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
0.1066 +/- 0.0026
97th
4
0.1183 +/- 0.0079
96th
5
0.1255 +/- 0.0120
96th
3
0.1266 +/- 0.0171
93rd
43
0.1332 +/- 0.0183
91st
5
0.1369 +/- 0.0082
85th
43
0.1522 +/- 0.0200
83rd
42
0.1578 +/- 0.0209
83rd
41
0.1592 +/- 0.0170
Mid-Tier
75th
> 0.1755
70th
46
0.1844 +/- 0.0210
61st
3
0.2181 +/- 0.0051
57th
20
0.2322 +/- 0.0094
55th
3
0.2413 +/- 0.0106
Median
50th
0.2519
49th
24
0.2567 +/- 0.0132
49th
28
0.2584 +/- 0.0251
45th
3
0.2832 +/- 0.0020
40th
5
0.3243 +/- 0.0126
39th
10
0.3388 +/- 0.0294
32nd
3
0.3962 +/- 0.0398
32nd
3
0.4025 +/- 0.0085
26th
4
0.4753 +/- 0.0374
Low-Tier
25th
> 0.4868
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 Results1180 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: 3.72 / Max: 22

Based on public OpenBenchmarking.org results, the selected test / test configuration has an average standard deviation of 0.5%.

OpenBenchmarking.orgPercent, Fewer Is BetterAverage Deviation Between RunsDeviation246810Min: 0 / Avg: 0.47 / 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 rev 1 4-Core, Ampere eMAG ARMv8 32-Core, SiFive RISC-V

Recent Test Results

OpenBenchmarking.org Results Compare

1 System - 4 Benchmark Results

2 x Intel Xeon E5-2682 v4 - HUANANZHI X99-F8D - Intel Xeon E7 v4

Linuxmint 21 - 5.15.0-52-generic - Cinnamon 5.4.12

1 System - 162 Benchmark Results

Intel Celeron J1800 - LENOVO Aptio CRB - 4096MB

Alpine Linux v3.17 3.17.0_rc1 - 5.15.78-0-lts - ext4

1 System - 3 Benchmark Results

Common KVM - QEMU Standard PC - 16GB

Ubuntu 20.04.4 LTS - 5.15.0-52-generic - overlayfs

1 System - 9 Benchmark Results

Common KVM - QEMU Standard PC - 16GB

Ubuntu 20.04.4 LTS - 5.15.0-52-generic - overlayfs

1 System - 9 Benchmark Results

Common KVM - QEMU Standard PC - 16GB

Ubuntu 20.04.4 LTS - 5.15.0-52-generic - overlayfs

1 System - 4 Benchmark Results

Common KVM - QEMU Standard PC - 16GB

Ubuntu 20.04.4 LTS - 5.15.0-52-generic - overlayfs

1 System - 9 Benchmark Results

Common KVM - QEMU Standard PC - 16GB

Ubuntu 20.04.4 LTS - 5.15.0-52-generic - overlayfs

1 System - 5 Benchmark Results

Common KVM - QEMU Standard PC - 16GB

Ubuntu 20.04.4 LTS - 5.15.0-52-generic - overlayfs

1 System - 7 Benchmark Results

Common KVM - QEMU Standard PC - 16GB

Ubuntu 20.04.4 LTS - 5.15.0-52-generic - overlayfs

1 System - 10 Benchmark Results

Common KVM - QEMU Standard PC - 16GB

Ubuntu 20.04.4 LTS - 5.15.0-52-generic - overlayfs

1 System - 3 Benchmark Results

Common KVM - QEMU Standard PC - 16GB

Ubuntu 20.04.4 LTS - 5.15.0-52-generic - overlayfs

1 System - 8 Benchmark Results

Common KVM - QEMU Standard PC - 16GB

Ubuntu 20.04.4 LTS - 5.15.0-52-generic - overlayfs

1 System - 5 Benchmark Results

Common KVM - QEMU Standard PC - 16GB

Ubuntu 20.04.4 LTS - 5.15.0-52-generic - overlayfs

1 System - 3 Benchmark Results

Common KVM - QEMU Standard PC - 16GB

Ubuntu 20.04.4 LTS - 5.15.0-52-generic - overlayfs

1 System - 1 Benchmark Result

Intel Core i5-12600K - ASUS PRIME Z690-P D4 - Intel Device 7aa7

Pop 22.04 - 6.0.6-76060006-generic - GNOME Shell 42.3.1

Most Popular Test Results

OpenBenchmarking.org Results Compare

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

AMD Ryzen Threadripper 1950X 16-Core - ASUS ROG STRIX X399-E GAMING - AMD Device 1450

Ubuntu 17.10 - 4.13.0-32-generic - KDE Frameworks 5

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

1 System - 173 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 - 211 Benchmark Results

AMD Ryzen Threadripper 1950X 16-Core - ASRock X399 Taichi - AMD Family 17h

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

1 System - 476 Benchmark Results

Unknown - Marvell 8040 MACCHIATOBin - 16384MB

Ubuntu 18.04 - 4.14.22-150490-gd265712 - GCC 7.3.0

1 System - 855 Benchmark Results

Intel Core i5-5300U - LENOVO Intel powered classmate PC - Intel Broadwell-U-OPI

Kali kali-rolling - 4.15.0-kali3-amd64 - GNOME Shell 3.28.0

12 Systems - 209 Benchmark Results

AMD Ryzen 7 2700X Eight-Core - ASUS ROG CROSSHAIR VII HERO - AMD 17h

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

1 System - 166 Benchmark Results

AMD Ryzen Threadripper 1950X 16-Core - ASRock X399 Taichi - AMD Family 17h

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

4 Systems - 131 Benchmark Results

Intel Core i7-10700T - Insyde CometLake TBD by OEM - Intel

FreeBSD - 12.2-RELEASE - Clang 10.0.1

22 Systems - 57 Benchmark Results

AMD Ryzen 7 1700 Eight-Core - MSI B350 TOMAHAWK - AMD Family 17h

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

2 Systems - 601 Benchmark Results

2 x Intel Xeon E5-2690 v4 - Intel S2600WTT v.......... - Intel Xeon E7 v4

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

16 Systems - 42 Benchmark Results

2 x Intel Xeon Gold 6138 - TYAN S7106 - Intel Sky Lake-E DMI3 Registers

Ubuntu 18.04 - 4.13.0-16-generic - GNOME Shell 3.26.2

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