Apache Spark TPC-DS

This is a benchmark of Apache Spark using the TPC-DS 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 and leverages the https://github.com/databricks/tpcds-kit and https://github.com/IBM/spark-tpc-ds-performance-test/ projects for testing.

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

Use with caution this test profile is currently marked Experimental.

Project Site

spark.apache.org

Source Repository

github.com

Test Created

3 January 2024

Test Maintainer

Michael Larabel 

Test Type

System

Average Install Time

20 Seconds

Average Run Time

1 Hour, 46 Minutes, 43 Seconds

Test Dependencies

Java + Python + C/C++ Compiler Toolchain + Git + Bison + Flex

Supported Platforms

Public Result Uploads *Reported Installs **Reported Test Completions **Test Profile Page ViewsOpenBenchmarking.orgEventsApache Spark TPC-DS Popularity Statisticspts/spark-tpcds2024.012024.022024.032024.042K4K6K8K10K
* 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 22 April 2024.
1035.5%10014.9%5029.2%120.5%Scale Factor Option PopularityOpenBenchmarking.org

Revision History

pts/spark-tpcds-1.0.0   [View Source]   Wed, 03 Jan 2024 14:14:48 GMT
Initial commit for Spark TPC-DS benchmarking.

Suites Using This Test

Server


Performance Metrics

Analyze Test Configuration:

Apache Spark TPC-DS 3.5

Scale Factor: 10 - Q66

OpenBenchmarking.org metrics for this test profile configuration based on 61 public results since 3 January 2024 with the latest data as of 14 April 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)
AMD Ryzen 9 7950X 16-Core
91st
6
3.20 +/- 0.11
Mid-Tier
75th
> 3.95
AMD Ryzen 5 8600G
74th
4
3.98
Intel Core i3-14100
68th
3
4.14
Intel Core i5-14500
63rd
3
4.26
AMD Ryzen Threadripper 7980X 64-Cores
58th
10
4.36 +/- 0.52
Median
50th
4.60
AMD Ryzen 7 7840U
46th
3
4.72 +/- 0.21
AMD Ryzen Threadripper PRO 7995WX 96-Cores
28th
8
5.81 +/- 0.69
Intel Core Ultra 7 155H
28th
4
5.86 +/- 0.21
Low-Tier
25th
> 5.99
AMD EPYC 7F32 8-Core
22nd
4
6.11 +/- 0.13
AMD Ryzen Threadripper 3990X 64-Core
10th
4
7.36 +/- 0.33
OpenBenchmarking.orgDistribution Of Public Results - Scale Factor: 10 - Q6661 Results Range From 2 To 17 Seconds2468101214161820222426612182430

Based on OpenBenchmarking.org data, the selected test / test configuration (Apache Spark TPC-DS 3.5 - Scale Factor: 10 - Q66) has an average run-time of 1 hour, 42 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 - Q66Run-Time50100150200250Min: 35 / Avg: 101.43 / Max: 298

Based on public OpenBenchmarking.org results, the selected test / test configuration has an average standard deviation of 2.2%.

OpenBenchmarking.orgPercent, Fewer Is BetterAverage Deviation Between RunsScale Factor: 10 - Q66Deviation3691215Min: 0 / Avg: 2.22 / Max: 8

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)
ARMv8 64-bit
aarch64
ARMv8 Cortex-A76 4-Core

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