CloudSuite In-Memory Analytics

CloudSuite In-Memory Analytics uses Apache Spark and runs a collaborative filtering algorithm in-memory on a dataset of user-movie ratings from Movielens.

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

Project Site

github.com

Source Repository

github.com

Test Created

1 November 2019

Last Updated

4 February 2023

Test Maintainer

Michael Larabel 

Test Type

System

Average Install Time

11 Seconds

Average Run Time

3 Minutes, 53 Seconds

Accolades

30k+ Downloads

Supported Platforms


Public Result Uploads *Reported Installs **Reported Test Completions **Test Profile Page Views ***OpenBenchmarking.orgEventsCloudSuite In-Memory Analytics Popularity Statisticspts/cloudsuite-ma2019.112020.012020.032020.052020.072020.102020.122021.032021.052021.072021.092021.112022.012022.032022.052022.072022.092022.112023.012023.032023.052023.072023.092023.112024.012024.032024.052024.072024.097001400210028003500
* 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 7 October 2024.
Large48.8%Small51.2%Training Set Size Option PopularityOpenBenchmarking.org

Revision History

pts/cloudsuite-ma-1.1.0   [View Source]   Sat, 04 Feb 2023 11:55:22 GMT
Update against CloudSuite 4.0 upstream state.

pts/cloudsuite-ma-1.0.1   [View Source]   Thu, 03 Nov 2022 15:56:59 GMT
Update Docker location.

pts/cloudsuite-ma-1.0.0   [View Source]   Fri, 01 Nov 2019 18:00:00 GMT
Initial commit of CloudSuite In-Memory Analytics benchmark.


Performance Metrics

Analyze Test Configuration:

CloudSuite In-Memory Analytics 4.0

Training Set Size: Small

OpenBenchmarking.org metrics for this test profile configuration based on 65 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.

Component
Percentile Rank
# Compatible Public Results
ms (Average)
99th
3
9483 +/- 148
93rd
3
10034 +/- 79
87th
3
11188 +/- 70
84th
3
12367 +/- 58
81st
3
13269 +/- 1922
Mid-Tier
75th
> 13995
68th
3
20024 +/- 143
Median
50th
37315
Low-Tier
25th
> 136721
10th
4
249377 +/- 9498
2nd
4
440781 +/- 15198
OpenBenchmarking.orgDistribution Of Public Results - Training Set Size: Small65 Results Range From 9312 To 463536 ms9312183972748236567456525473763822729078199291077100162109247118332127417136502145587154672163757172842181927191012200097209182218267227352236437245522254607263692272777281862290947300032309117318202327287336372345457354542363627372712381797390882399967409052418137427222436307445392454477463562510152025

Based on OpenBenchmarking.org data, the selected test / test configuration (CloudSuite In-Memory Analytics 4.0 - Training Set Size: Small) 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 BenchmarkTraining Set Size: SmallRun-Time510152025Min: 1 / Avg: 4.55 / Max: 23

Based on public OpenBenchmarking.org results, the selected test / test configuration has an average standard deviation of 0.3%.

OpenBenchmarking.orgPercent, Fewer Is BetterAverage Deviation Between RunsTraining Set Size: SmallDeviation246810Min: 0 / Avg: 0.33 / Max: 3

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)