CloudSuite Graph Analytics

CloudSuite Graph Analytics uses Apache GraphX + Spark to perform graph analytics (PageRank) on sample Twitter data.

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

Project Site

Source Repository

Test Created

1 November 2019

Last Updated

4 February 2023

Test Maintainer

Michael Larabel 

Test Type


Average Install Time

38 Seconds

Average Run Time

43 Seconds


30k+ Downloads

Supported Platforms

Public Result Uploads *Reported Installs **Reported Test Completions **Test Profile Page Views ***OpenBenchmarking.orgEventsCloudSuite Graph Analytics Popularity Statisticspts/cloudsuite-ga2019.112020.012020.032020.052020.072020.092020.112021.022021.042021.062021.082021.102021.122022.022022.042022.062022.082022.102022.122023.022023.042023.062023.082023.102023.122024.022024.042024.066001200180024003000
* Uploading of benchmark result data to 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 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 8 June 2024.
Triangle Count23.7%Page Rank39.0%Connected Components37.3%GraphX Algorithm Option

Revision History

pts/cloudsuite-ga-1.1.0   [View Source]   Sat, 04 Feb 2023 06:57:33 GMT
Update against CloudSuite 4.0 upstream state.

pts/cloudsuite-ga-1.0.1   [View Source]   Thu, 03 Nov 2022 15:20:08 GMT
Update Docker string Closes: Closes:

pts/cloudsuite-ga-1.0.0   [View Source]   Fri, 01 Nov 2019 17:56:38 GMT
Initial commit of CloudSuite Graph Analytics benchmark.

Performance Metrics

Analyze Test Configuration:

CloudSuite Graph Analytics 4.0

GraphX Algorithm: Page Rank metrics for this test profile configuration based on 69 public results since 4 February 2023 with the latest data as of 26 April 2023.

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.

Percentile Rank
# Compatible Public Results
ms (Average)
> 9917
10976 +/- 948
11543 +/- 105
> 13646
13798 +/- 189
14316 +/- 186
20878 +/- 819
31863 +/- 354
OpenBenchmarking.orgDistribution Of Public Results - GraphX Algorithm: Page Rank69 Results Range From 9112 To 32237 ms91129575100381050110964114271189012353128161327913742142051466815131155941605716520169831744617909183721883519298197612022420687211502161322076225392300223465239282439124854253172578026243267062716927632280952855829021294842994730410308733133631799322623691215

Based on data, the selected test / test configuration (CloudSuite Graph Analytics 4.0 - GraphX Algorithm: Page Rank) has an average run-time of 5 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 BenchmarkGraphX Algorithm: Page RankRun-Time48121620Min: 1 / Avg: 4.89 / Max: 13

Based on public results, the selected test / test configuration has an average standard deviation of 2.9%.

OpenBenchmarking.orgPercent, Fewer Is BetterAverage Deviation Between RunsGraphX Algorithm: Page RankDeviation3691215Min: 0 / Avg: 2.89 / Max: 10

Tested CPU Architectures

This benchmark has been successfully tested on the below mentioned architectures. The CPU architectures listed is where successful 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
(Many Processors)