Apache Spark TPC-H

This is a benchmark of Apache Spark using TPC-H data-set. Apache Spark is an open-source unified analytics engine for large-scale data processing and dealing with big data. This test profile benchmarks the Apache Spark in a single-system configuration using spark-submit. The test makes use of https://github.com/ssavvides/tpch-spark/ for facilitating the TPC-H benchmark.

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

Project Site

spark.apache.org

Source Repository

github.com

Test Created

4 December 2023

Test Maintainer

Michael Larabel 

Test Type

System

Average Install Time

1 Minute, 20 Seconds

Average Run Time

35 Minutes, 12 Seconds

Test Dependencies

Java + Python

Accolades

5k+ Downloads

Supported Platforms


Public Result Uploads *Reported Installs **Reported Test Completions **Test Profile Page ViewsOpenBenchmarking.orgEventsApache Spark TPC-H Popularity Statisticspts/spark-tpch2023.122024.012024.022024.032024.042024.052024.062024.072024.082024.092024.102024.116001200180024003000
* 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.
Data updated weekly as of 21 November 2024.
1036.7%5020.1%10011.1%132.1%Scale Factor Option PopularityOpenBenchmarking.org

Revision History

pts/spark-tpch-1.0.0   [View Source]   Mon, 04 Dec 2023 15:28:17 GMT
Add Apache Spark TPC-H benchmark.

Suites Using This Test

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Performance Metrics

Analyze Test Configuration:

Apache Spark TPC-H 3.5

Scale Factor: 10 - Q07

OpenBenchmarking.org metrics for this test profile configuration based on 79 public results since 4 December 2023 with the latest data as of 18 February 2024.

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)
95th
5
5.5 +/- 0.1
87th
6
5.8 +/- 0.1
Mid-Tier
75th
> 6.5
Median
50th
8.2
42nd
3
10.1 +/- 0.3
37th
4
10.5 +/- 0.3
Low-Tier
25th
> 11.8
25th
4
11.9 +/- 0.2
7th
3
16.9 +/- 0.1
3rd
4
55.2 +/- 0.5
OpenBenchmarking.orgDistribution Of Public Results - Scale Factor: 10 - Q0779 Results Range From 5 To 56 Seconds51015202530354045505560651020304050

Based on OpenBenchmarking.org data, the selected test / test configuration (Apache Spark TPC-H 3.5 - Scale Factor: 10 - Q07) has an average run-time of 11 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 BenchmarkScale Factor: 10 - Q07Run-Time714212835Min: 5 / Avg: 10.37 / Max: 31

Based on public OpenBenchmarking.org results, the selected test / test configuration has an average standard deviation of 0.7%.

OpenBenchmarking.orgPercent, Fewer Is BetterAverage Deviation Between RunsScale Factor: 10 - Q07Deviation246810Min: 0 / Avg: 0.67 / 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)