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

* 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 24 January 2025.

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 1,192 public results since 1 August 2017 with the latest data as of 3 January 2025.

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)

AMD Ryzen 9 9950X 16-Core

100th

0.0915 ^{+/- 0.0021}

AMD Ryzen 9 7900X 12-Core

99th

0.1048 ^{+/- 0.0057}

Intel Core i7-12700K

98th

0.1066 ^{+/- 0.0026}

Intel Core i9-10920X

95th

0.1183 ^{+/- 0.0079}

AMD Ryzen 7 5800X 8-Core

94th

0.1228 ^{+/- 0.0126}

Intel Core i7-7700K

91st

0.1332 ^{+/- 0.0183}

AMD Ryzen 7 7840U

89th

0.1368

AMD Ryzen 5 5600X 6-Core

89th

0.1369 ^{+/- 0.0082}

Intel Xeon E3-1245 v5

82nd

0.1522 ^{+/- 0.0200}

Intel Xeon E3-1260L v5

80th

0.1578 ^{+/- 0.0209}

Intel Core i5-6500

80th

0.1592 ^{+/- 0.0170}

Mid-Tier

75th

> 0.1678

Intel Core i5-11400

69th

0.1819 ^{+/- 0.0015}

Intel Xeon E3-1235L v5

68th

0.1844 ^{+/- 0.0210}

Intel Core i7-4770K

57th

0.2322 ^{+/- 0.0094}

Intel Xeon E5-1620 v3

55th

0.2413 ^{+/- 0.0106}

Median

50th

0.2560

Intel Xeon E5-2609 v4

50th

0.2567 ^{+/- 0.0132}

Intel Xeon W-2295

47th

0.2832 ^{+/- 0.0020}

2 x Intel 0000%

42nd

0.3243 ^{+/- 0.0126}

Intel Pentium G4400

41st

0.3388 ^{+/- 0.0294}

2 x Intel Xeon Platinum 8280

38th

0.3508 ^{+/- 0.0270}

Intel Core i3-4130

34th

0.3962 ^{+/- 0.0398}

2 x Intel Xeon Platinum 8173M

34th

0.4025 ^{+/- 0.0085}

2 x AMD EPYC 7601 32-Core

27th

0.4753 ^{+/- 0.0374}

Low-Tier

25th

> 0.5352

Intel Core i5-10600KF

24th

0.5624 ^{+/- 0.0040}

ARMv8 Cortex-A76 4-Core

23rd

0.5850 ^{+/- 0.0232}

Intel Core i3-2310M

18th

0.6744 ^{+/- 0.0679}

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}

Detailed Performance Overview

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 0.4%.

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

baselinestock Featured Network Comparison	Realtek Device 8126 - Realtek Device 8126 + Qualcomm WCN785x Wi-Fi 7
i5-10400f-3 1 System - 14 Benchmark Results	Intel Core i5-10400 - Gigabyte B460MDS3H B460M DS3H - Intel Comet Lake-S 6c Ubuntu 24.04 - 6.8.0-50-generic - GNOME Shell 46.0
i5-10400f-3 1 System - 24 Benchmark Results	Intel Core i5-10400 - Gigabyte B460MDS3H B460M DS3H - Intel Comet Lake-S 6c Ubuntu 24.04 - 6.8.0-50-generic - GNOME Shell 46.0
i5-10400F-2 1 System - 104 Benchmark Results	Intel Core i5-10400 - Gigabyte B460MDS3H B460M DS3H - Intel Comet Lake-S 6c Ubuntu 24.04 - 6.8.0-50-generic - GNOME Shell 46.0
mint5950x32GBbaseline 2 Systems - 3 Benchmark Results	AMD Ryzen 9 5950X 16-Core - ASUS TUF GAMING X570-PLUS_BR - AMD Starship Linuxmint 22 - 6.8.0-51-generic - Cinnamon 6.2.9
hurricane-server 1 System - 322 Benchmark Results	AMD Eng Sample 100-000000897-03 - Supermicro Super Server H13SSL-N v2.00 - AMD Device 14a4 Ubuntu 24.04 - 6.8.0-50-generic - GNOME Shell 46.0
hurricane-server 1 System - 322 Benchmark Results
a40-ml 1 System - 120 Benchmark Results	80 x Intel Xeon - Nutanix AHV - Intel 440FX 82441FX PMC Ubuntu 22.04 - 6.5.0-45-generic - NVIDIA
Ubuntu 20.04 Benchmarks 1 System - 2 Benchmark Results	Intel Core i7-10875H - Dell Precision 7750 0GHYP6 - Intel Comet Lake PCH Ubuntu 20.04 - 5.15.0-126-generic - GNOME Shell 3.36.9
Dell Precision 7750 0GHYP6 (1.35.1 BIOS) On Ubuntu 20.04 1 System - 11 Benchmark Results	Intel Core i7-10875H - Dell Precision 7750 0GHYP6 - Intel Comet Lake PCH Ubuntu 20.04 - 5.15.0-126-generic - GNOME Shell 3.36.9
5.15.0-126-generic + Ubuntu 20.04 Tests 1 System - 8 Benchmark Results	Intel Core i7-10875H - Dell Precision 7750 0GHYP6 - Intel Comet Lake PCH Ubuntu 20.04 - 5.15.0-126-generic - GNOME Shell 3.36.9
Ubuntu 20.04 Benchmarks 1 System - 7 Benchmark Results	Intel Core i7-10875H - Dell Precision 7750 0GHYP6 - Intel Comet Lake PCH Ubuntu 20.04 - 5.15.0-126-generic - GNOME Shell 3.36.9
Intel Core i7-10875H + Intel UHD 8GB + Dell Precision 7750 0GHYP6 (1.35.1 BIOS) 1 System - 3 Benchmark Results	Intel Core i7-10875H - Dell Precision 7750 0GHYP6 - Intel Comet Lake PCH Ubuntu 20.04 - 5.15.0-126-generic - GNOME Shell 3.36.9
5.15.0-126-generic + Ubuntu 20.04 Tests 1 System - 2 Benchmark Results	Intel Core i7-10875H - Dell Precision 7750 0GHYP6 - Intel Comet Lake PCH Ubuntu 20.04 - 5.15.0-126-generic - GNOME Shell 3.36.9
rbenchmark-results-20241121 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

LoongSon3A-3000-Debian 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
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
Ubuntu 18.04 Linux 4.15.2 Core i9 Extreme vs. Threadripper 1950X 2 Systems - 178 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
sys76-kudu-ML 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
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
Ubuntu 18.04 Linux 4.15.2 Core i9 Extreme vs. Threadripper 1950X 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
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
CPU Benchmarks - POWER9 Blackbird 12 Systems - 209 Benchmark Results	AMD Ryzen 5 2400G - ASUS PRIME B350M-E - AMD Device 15d0 Ubuntu 19.04 - 5.2.0-999-generic - GNOME Shell 3.32.1
Clear Linux Tests 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
freebsd-120-current-trueos 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
MickMake ODROID XU4 20180808 1 System - 206 Benchmark Results	ARMv7 rev 3 - ODROID-XU3 Hardkernel Odroid XU4 - 2048MB Ubuntu 16.04 - 4.9.71-odroidxu4 - Xfce 4.12
Core i9-10980XE vs. Threadripper 3 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
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 Device 2020 openSUSE 42.3 - 4.4.76-1-default - KDE Frameworks 5
Clear Linux vs. Ubuntu 18.10 Performance Benchmarks 6 Systems - 92 Benchmark Results	Intel Core i9-9900K - ASUS PRIME Z390-A - Intel Cannon Lake PCH Shared SRAM Ubuntu 18.10 - 4.18.16-clear-optimized - GNOME Shell 3.30.1
Linux 4.15 Intel Xeon Gold vs. EPYC 7601 - Ubuntu 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

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