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

22 Seconds

Average Run Time

2 Hours, 24 Minutes, 11 Seconds

Test Dependencies

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

Accolades

5k+ Downloads

Supported Platforms

* 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 November 2024.

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 64 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

3.20 ^{+/- 0.11}

AMD Ryzen 5 8600G

76th

3.98

Mid-Tier

75th

> 3.98

Intel Core i3-14100

69th

4.14

Intel Core i5-14500

65th

4.26

AMD Ryzen Threadripper 7980X 64-Cores

60th

4.36 ^{+/- 0.52}

Median

50th

4.61

AMD Ryzen 7 7840U

49th

4.72 ^{+/- 0.21}

AMD Ryzen Threadripper PRO 7995WX 96-Cores

32nd

5.81 ^{+/- 0.69}

Intel Core Ultra 7 155H

32nd

5.86 ^{+/- 0.21}

AMD EPYC 7F32 8-Core

26th

6.11 ^{+/- 0.13}

Low-Tier

25th

> 6.22

AMD Ryzen Threadripper 3990X 64-Core

15th

7.36 ^{+/- 0.33}

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, 57 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.

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

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

Compare

AMD EPYC Turin Linux Kernels 1 System - 113 Benchmark Results	2 x AMD EPYC 9755 128-Core - AMD VOLCANO - AMD Device 153a Ubuntu 24.04 - 6.8.0-45-generic - GCC 13.2.0 + Clang 18.1.3
results 3 Systems - 797 Benchmark Results
rok1 Featured Processor Comparison	rk1-rok-emmc - Rockchip ARMv8 Cortex-A76
rk1-mainline-nvme 1 System - 489 Benchmark Results	rk1-mainline-nvme - Turing Machines RK1 - 32GB Ubuntu 22.04 - 6.7.0 - 1.3.255
rk1-mainline-nvme 3 Systems - 489 Benchmark Results	ARMv8 Cortex-A76 - Turing Machines RK1 - 32GB Ubuntu 22.04 - 6.7.0 - 1.3.255