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

21 Seconds

Average Run Time

2 Hours, 9 Minutes, 11 Seconds

Test Dependencies

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

Accolades

5k+ Downloads

Supported Platforms


Public Result Uploads *Reported Installs **Reported Test Completions **Test Profile Page ViewsOpenBenchmarking.orgEventsApache Spark TPC-DS Popularity Statisticspts/spark-tpcds2024.012024.022024.032024.042024.052024.062K4K6K8K10K
* 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 8 June 2024.
1035.2%10014.9%5029.2%120.8%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 63 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)
91st
6
3.20 +/- 0.11
Mid-Tier
75th
> 3.95
Median
50th
4.61
48th
3
4.72 +/- 0.21
31st
4
5.86 +/- 0.21
Low-Tier
25th
> 6.04
24th
4
6.11 +/- 0.13
OpenBenchmarking.orgDistribution Of Public Results - Scale Factor: 10 - Q6663 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, 48 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: 107.03 / 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: 2.21 / 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, Rockchip ARMv8 Cortex-A76 4-Core, rk1-mainline-nvme

Recent Test Results

OpenBenchmarking.org Results Compare

1 System - 489 Benchmark Results

rk1-mainline-nvme - Turing Machines RK1 - 32GB

Ubuntu 22.04 - 6.7.0 - 1.3.255

3 Systems - 489 Benchmark Results

ARMv8 Cortex-A76 - Turing Machines RK1 - 32GB

Ubuntu 22.04 - 6.7.0 - 1.3.255

1 System - 627 Benchmark Results

1 System - 627 Benchmark Results

1 System - 192 Benchmark Results

AMD EPYC 8534P 64-Core - AMD Cinnabar - AMD Device 14a4

Ubuntu 23.10 - 6.8.1-060801-generic - GNOME Shell 45.2

3 Systems - 415 Benchmark Results

ARMv8 Cortex-A76 - Raspberry Pi 5 Model B Rev 1.0 - 4096MB

Debian 12 - 6.1.0-rpi7-rpi-2712 - GCC 12.2.0

3 Systems - 489 Benchmark Results

ARMv8 Cortex-A76 - Turing Machines RK1 - 32GB

Ubuntu 22.04 - 6.7.0 - 1.3.255

5 Systems - 587 Benchmark Results

Intel Core i5-14500 - ASUS PRIME Z790-P WIFI - Intel Raptor Lake-S PCH

Ubuntu 23.10 - 6.7.3-060703-generic - GNOME Shell 45.2

2 Systems - 262 Benchmark Results

AMD EPYC 7F32 8-Core - ASRockRack EPYCD8 - AMD Starship

Debian 12 - 6.1.0-11-amd64 - X Server

3 Systems - 314 Benchmark Results

AMD Ryzen 7 7840U - Framework FRANMDCP07 - AMD Device 14e8

Ubuntu 23.10 - 6.7.0-060700rc5-generic - GNOME Shell 45.1

2 Systems - 345 Benchmark Results

AMD Ryzen Threadripper 3990X 64-Core - Gigabyte TRX40 AORUS PRO WIFI - AMD Starship

Ubuntu 23.10 - 6.5.0-14-generic - GNOME Shell 45.0

2 Systems - 393 Benchmark Results

Intel Core Ultra 7 155H - MTL Coral_MTH - Intel Device 7e7f

Ubuntu 23.10 - 6.7.0-rc3-phx-xe - GNOME Shell 45.1

3 Systems - 360 Benchmark Results

AMD Ryzen Threadripper PRO 7995WX 96-Cores - HP 8B24 - AMD Device 14a4

Ubuntu 23.10 - 6.5.0-14-generic - GNOME Shell 45.0

2 Systems - 497 Benchmark Results

AMD Ryzen Threadripper 7980X 64-Cores - ASUS Pro WS TRX50-SAGE WIFI - AMD Device 14a4

Ubuntu 23.10 - 6.7.0-060700rc2daily20231126-generic - GNOME Shell 45.0

Most Popular Test Results

OpenBenchmarking.org Results Compare

5 Systems - 587 Benchmark Results

Intel Core i9-14900K - ASUS PRIME Z790-P WIFI - Intel Raptor Lake-S PCH

Ubuntu 23.10 - 6.7.3-060703-generic - GNOME Shell 45.2

2 Systems - 262 Benchmark Results

AMD EPYC 7F32 8-Core - ASRockRack EPYCD8 - AMD Starship

Debian 12 - 6.1.0-11-amd64 - X Server

3 Systems - 489 Benchmark Results

ARMv8 Cortex-A76 - Turing Machines RK1 - 32GB

Ubuntu 22.04 - 6.7.0 - 1.3.255

3 Systems - 415 Benchmark Results

ARMv8 Cortex-A76 - Raspberry Pi 5 Model B Rev 1.0 - 4096MB

Debian 12 - 6.1.0-rpi7-rpi-2712 - GCC 12.2.0

2 Systems - 345 Benchmark Results

AMD Ryzen Threadripper 3990X 64-Core - Gigabyte TRX40 AORUS PRO WIFI - AMD Starship

Ubuntu 23.10 - 6.5.0-14-generic - GNOME Shell 45.0

2 Systems - 497 Benchmark Results

AMD Ryzen Threadripper 7980X 64-Cores - ASUS Pro WS TRX50-SAGE WIFI - AMD Device 14a4

Ubuntu 23.10 - 6.7.0-060700rc2daily20231126-generic - GNOME Shell 45.0

2 Systems - 393 Benchmark Results

Intel Core Ultra 7 155H - MTL Coral_MTH - Intel Device 7e7f

Ubuntu 23.10 - 6.7.0-rc3-phx-xe - GNOME Shell 45.1

3 Systems - 360 Benchmark Results

AMD Ryzen Threadripper PRO 7995WX 96-Cores - HP 8B24 - AMD Device 14a4

Ubuntu 23.10 - 6.5.0-14-generic - GNOME Shell 45.0

3 Systems - 489 Benchmark Results

ARMv8 Cortex-A76 - Turing Machines RK1 - 32GB

Ubuntu 22.04 - 6.7.0 - 1.3.255

3 Systems - 314 Benchmark Results

AMD Ryzen 7 7840U - Framework FRANMDCP07 - AMD Device 14e8

Ubuntu 23.10 - 6.7.0-060700rc5-generic - GNOME Shell 45.1

2 Systems - 262 Benchmark Results

AMD EPYC 7F32 8-Core - ASRockRack EPYCD8 - AMD Starship

Debian 12 - 6.1.0-11-amd64 - X Server

5 Systems - 585 Benchmark Results

AMD Ryzen 7 8700G - ASRock B650 Pro RS - AMD Device 14e8

Ubuntu 23.10 - 6.7.3-060703-generic - GNOME Shell 45.2

7 Systems - 585 Benchmark Results

AMD Ryzen 7 8700G - ASRock B650 Pro RS - AMD Device 14e8

Ubuntu 23.10 - 6.7.3-060703-generic - GNOME Shell 45.2

1 System - 627 Benchmark Results

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