Apache Hadoop

This is a benchmark of the Apache Hadoop making use of its built-in name-node throughput benchmark (NNThroughputBenchmark).

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

Project Site

hadoop.apache.org

Source Repository

github.com

Test Created

7 September 2023

Test Maintainer

Michael Larabel 

Test Type

System

Average Install Time

13 Seconds

Average Run Time

19 Minutes, 24 Seconds

Test Dependencies

Java

Accolades

10k+ Downloads

Supported Platforms


Public Result Uploads *Reported Installs **Reported Test Completions **Test Profile Page ViewsOpenBenchmarking.orgEventsApache Hadoop Popularity Statisticspts/hadoop2023.092023.102023.112023.122024.012024.022024.032024.042024.052024.062024.072024.082024.092024.102024.1110002000300040005000
* 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 20 November 2024.
Rename19.0%Open21.7%Delete20.3%File Status14.2%Create24.7%Operation Option PopularityOpenBenchmarking.org
50010.7%2029.3%5032.6%10027.4%Threads Option PopularityOpenBenchmarking.org
100000037.7%100000007.8%10000054.5%Files Option PopularityOpenBenchmarking.org

Revision History

pts/hadoop-1.0.0   [View Source]   Thu, 07 Sep 2023 14:37:09 GMT
Initial commit of Hadoop benchmark.

Suites Using This Test

Database Test Suite

Server


Performance Metrics

Analyze Test Configuration:

Apache Hadoop 3.3.6

Operation: Create - Threads: 100 - Files: 100000

OpenBenchmarking.org metrics for this test profile configuration based on 111 public results since 7 September 2023 with the latest data as of 14 November 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
Ops per sec (Average)
96th
5
80509 +/- 1551
81st
4
59581 +/- 1302
77th
5
58869 +/- 551
Mid-Tier
75th
< 58005
71st
4
50957 +/- 315
63rd
10
48095 +/- 814
58th
4
46295 +/- 755
54th
3
37744 +/- 2842
Median
50th
34892
48th
5
34007 +/- 4171
37th
6
21003 +/- 834
34th
6
20242 +/- 630
Low-Tier
25th
< 16077
19th
7
15471 +/- 674
OpenBenchmarking.orgDistribution Of Public Results - Operation: Create - Threads: 100 - Files: 100000111 Results Range From 4814 To 90938 Ops per sec4814653782609983117061342915152168751859820321220442376725490272132893630659323823410535828375513927440997427204444346166478894961251335530585478156504582275995061673633966511966842685657028872011737347545777180789038062682349840728579587518892419096448121620

Based on OpenBenchmarking.org data, the selected test / test configuration (Apache Hadoop 3.3.6 - Operation: Create - Threads: 100 - Files: 100000) has an average run-time of 6 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 BenchmarkOperation: Create - Threads: 100 - Files: 100000Run-Time48121620Min: 1 / Avg: 6.21 / Max: 13

Based on public OpenBenchmarking.org results, the selected test / test configuration has an average standard deviation of 2.3%.

OpenBenchmarking.orgPercent, Fewer Is BetterAverage Deviation Between RunsOperation: Create - Threads: 100 - Files: 100000Deviation48121620Min: 0 / Avg: 2.28 / Max: 14

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 Neoverse-N1 128-Core

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