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

* 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)

Intel Core i7-12700K

99th

0.1066 ^{+/- 0.0026}

Intel Core i9-10920X

97th

0.1183 ^{+/- 0.0079}

AMD Ryzen 7 5800X 8-Core

96th

0.1255 ^{+/- 0.0120}

Intel Core i9-9900KS

96th

0.1266 ^{+/- 0.0171}

Intel Core i7-7700K

93rd

0.1332 ^{+/- 0.0183}

AMD Ryzen 5 5600X 6-Core

91st

0.1369 ^{+/- 0.0082}

Intel Xeon E3-1245 v5

85th

0.1522 ^{+/- 0.0200}

Intel Xeon E3-1260L v5

83rd

0.1578 ^{+/- 0.0209}

Intel Core i5-6500

83rd

0.1592 ^{+/- 0.0170}

Mid-Tier

75th

> 0.1755

Intel Xeon E3-1235L v5

70th

0.1844 ^{+/- 0.0210}

AMD EPYC 7232P 8-Core

61st

0.2181 ^{+/- 0.0051}

Intel Core i7-4770K

57th

0.2322 ^{+/- 0.0094}

Intel Xeon E5-1620 v3

55th

0.2413 ^{+/- 0.0106}

Median

50th

0.2519

Intel Xeon E5-2609 v4

49th

0.2567 ^{+/- 0.0132}

Intel Core i5-2500K

49th

0.2584 ^{+/- 0.0251}

Intel Xeon W-2295

45th

0.2832 ^{+/- 0.0020}

2 x Intel 0000%

40th

0.3243 ^{+/- 0.0126}

Intel Pentium G4400

39th

0.3388 ^{+/- 0.0294}

Intel Core i3-4130

32nd

0.3962 ^{+/- 0.0398}

2 x Intel Xeon Platinum 8173M

32nd

0.4025 ^{+/- 0.0085}

2 x AMD EPYC 7601 32-Core

26th

0.4753 ^{+/- 0.0374}

Low-Tier

25th

> 0.4868

Intel Core i7-5600U

11th

0.8640 ^{+/- 0.0087}

AMD Athlon II X4 620

8th

1.0162 ^{+/- 0.1034}

Intel Core i7 990X

5th

1.1666 ^{+/- 0.1453}

ARMv7 Cortex-A72 4-Core

2nd

1.9945 ^{+/- 0.1795}

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.

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

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

2 x Intel Xeon E5-2682 v4 + NVIDIA GeForce RTX 3090 Ti 24GB + HUANANZHI X99-F8D (5.11 BIOS) 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
Lenovo Celeron Alpine Edge Massive CPU 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
5.15.0-52-generic + Ubuntu 20.04.4 LTS Tests 1 System - 3 Benchmark Results	Common KVM - QEMU Standard PC - 16GB Ubuntu 20.04.4 LTS - 5.15.0-52-generic - overlayfs
Ubuntu 20.04.4 LTS Benchmarks 1 System - 9 Benchmark Results	Common KVM - QEMU Standard PC - 16GB Ubuntu 20.04.4 LTS - 5.15.0-52-generic - overlayfs
Common KVM On Ubuntu 20.04.4 LTS 1 System - 9 Benchmark Results	Common KVM - QEMU Standard PC - 16GB Ubuntu 20.04.4 LTS - 5.15.0-52-generic - overlayfs
QEMU Standard PC (i440FX + PIIX 1996) (rel-1.15.0-0-g2dd4b9b3f840-prebuilt.qemu.org BIOS) On Ubuntu 20.04.4 LTS 1 System - 4 Benchmark Results	Common KVM - QEMU Standard PC - 16GB Ubuntu 20.04.4 LTS - 5.15.0-52-generic - overlayfs
Ubuntu 20.04.4 LTS Benchmarks 1 System - 9 Benchmark Results	Common KVM - QEMU Standard PC - 16GB Ubuntu 20.04.4 LTS - 5.15.0-52-generic - overlayfs
Ubuntu 20.04.4 LTS Performance 1 System - 5 Benchmark Results	Common KVM - QEMU Standard PC - 16GB Ubuntu 20.04.4 LTS - 5.15.0-52-generic - overlayfs
Ubuntu 20.04.4 LTS Benchmarks 1 System - 7 Benchmark Results	Common KVM - QEMU Standard PC - 16GB Ubuntu 20.04.4 LTS - 5.15.0-52-generic - overlayfs
Common KVM On Ubuntu 20.04.4 LTS 1 System - 10 Benchmark Results	Common KVM - QEMU Standard PC - 16GB Ubuntu 20.04.4 LTS - 5.15.0-52-generic - overlayfs
Common KVM Benchmarks 1 System - 3 Benchmark Results	Common KVM - QEMU Standard PC - 16GB Ubuntu 20.04.4 LTS - 5.15.0-52-generic - overlayfs
QEMU Standard PC (i440FX + PIIX 1996) (rel-1.15.0-0-g2dd4b9b3f840-prebuilt.qemu.org BIOS) On Ubuntu 20.04.4 LTS 1 System - 8 Benchmark Results	Common KVM - QEMU Standard PC - 16GB Ubuntu 20.04.4 LTS - 5.15.0-52-generic - overlayfs
Ubuntu 20.04.4 LTS Benchmarks 1 System - 5 Benchmark Results	Common KVM - QEMU Standard PC - 16GB Ubuntu 20.04.4 LTS - 5.15.0-52-generic - overlayfs
Common KVM + bochs-drmdrmfb + QEMU Standard PC (i440FX + PIIX 1996) (rel-1.15.0-0-g2dd4b9b3f840-prebuilt.qemu.org BIOS) 1 System - 3 Benchmark Results	Common KVM - QEMU Standard PC - 16GB Ubuntu 20.04.4 LTS - 5.15.0-52-generic - overlayfs
rtest 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

Ubuntu 18.04 Linux 4.15.2 Core i9 Extreme vs. Threadripper 1950X 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
Ubuntu 18.04 Linux 4.15.2 Core i9 Extreme vs. Threadripper 1950X 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
i7-7700k-msi-z270 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
sbc-finalfinal 1 System - 538 Benchmark Results	ARMv7 rev 1 - Marvell Armada 380/385 - 2048MB Debian GNU - 4.4.0+ - GCC 4.9.2
Ubuntu 18.04 Linux 4.15.2 Core i9 Extreme Edition 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
Ubuntu18.04-BM-2400-Evo960 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
sbc-finalfinal 1 System - 476 Benchmark Results	Unknown - Marvell 8040 MACCHIATOBin - 16384MB Ubuntu 18.04 - 4.14.22-150490-gd265712 - GCC 7.3.0
sbc-finalfinal 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
CPU Benchmarks - POWER9 Blackbird 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
First run of finalized tests 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
Clear Linux Glibc 2.29 Featured OS Comparison	Intel Core i9-7980XE - ASUS PRIME X299-A - Intel Sky Lake-E DMI3 Registers Clear Linux OS 27600 - 4.20.6-690.native - GNOME Shell 3.30.2
FreeBSD 12.2 vs. FreeBSD 13 BETA Benchmarks 4 Systems - 131 Benchmark Results	Intel Core i7-10700T - Insyde CometLake TBD by OEM - Intel FreeBSD - 12.2-RELEASE - Clang 10.0.1
Clear Linux Tests 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
3dn_xeon_broadwell_patched 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
Core i9 7980XE + Dual Xeon Gold - 8-Way Linux Distribution Comparison 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

R Benchmark

Project Site

Test Created

Last Updated

Test Maintainer

Test Type

Average Install Time

Average Run Time

Accolades

Supported Platforms

Revision History

Suites Using This Test

Performance Metrics

R Benchmark

Tested CPU Architectures

Recent Test Results

Most Popular Test Results