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dspbench

DSPBench: a Suite of Benchmark Applications for Distributed Data Stream Processing Systems

News

  • v2.0.0: moved from single API applications to platform specific applications, docker images to run benchmarks locally and better documentation.

How to cite this work

[DOI]Bordin, M. V.; Griebler, D.; Mencagli, G.; F. R. Geyer, C. F. R; Fernandes, L. G. DSPBench: a Suite of Benchmark Applications for Distributed Data Stream Processing Systems. IEEE Access, 2020.

Publications

BORDIN, Maycon Viana et al. DSPBench: a suite of benchmark applications for distributed data stream processing systems. IEEE Access, v. 8, p. 222900-222917, 2020. [pdf]

BORDIN, Maycon Viana. A benchmark suite for distributed stream processing systems. UFRGS. 2017. [pdf]

Applications

Application Name Prefix
ads-analytics ad
bargain-index bi
click-analytics ca
fraud-detection fd
linear-road lr
log-processing lp
machine-outlier mo
reinforcement-learner rl
sentiment-analysis sa
spam-filter sf
spike-detection sd
traffic-monitoring tm
trending-topics tt
voipstream vs
word-count wc
smart-grid sg

Wiki Summary

Contributors

dspbench's People

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dspbench's Issues

I cannot build as described in read.me

I tried to build this benchmark, but I get the following error.

mvn clean install package -P storm

[INFO] Scanning for projects...
[ERROR] [ERROR] Some problems were encountered while processing the POMs:
[ERROR] 'profiles.profile.id' must be unique but found duplicate profile with id storm @ com.dspbench:dspbench:1.1, /usr/local/DSP/DSPBench/pom.xml, line 110, column 17
[WARNING] 'parent.relativePath' of POM com.streamer:streamer-api:1.1 (/usr/local/DSP/DSPBench/dspbench-api/pom.xml) points at com.dspbench:dspbench instead of com.streamer:streamer, please verify your project structure @ line 5, column 13
[FATAL] Non-resolvable parent POM for com.streamer:streamer-api:1.1: Failure to find com.streamer:streamer:pom:1.1 in https://repo.maven.apache.org/maven2 was cached in the local repository, resolution will not be reattempted until the update interval of central has elapsed or updates are forced and 'parent.relativePath' points at wrong local POM @ line 5, column 13
[ERROR] 'profiles.profile.id' must be unique but found duplicate profile with id storm @ com.dspbench:dspbench:1.1, /usr/local/DSP/DSPBench/pom.xml, line 110, column 17
[WARNING] 'parent.relativePath' of POM com.streamer:streamer-storm:1.1 (/usr/local/DSP/DSPBench/dspbench-storm/pom.xml) points at com.dspbench:dspbench instead of com.streamer:streamer, please verify your project structure @ line 5, column 13
[FATAL] Non-resolvable parent POM for com.streamer:streamer-storm:1.1: Failure to find com.streamer:streamer:pom:1.1 in http://clojars.org/repo/ was cached in the local repository, resolution will not be reattempted until the update interval of clojars has elapsed or updates are forced and 'parent.relativePath' points at wrong local POM @ line 5, column 13
[ERROR] 'profiles.profile.id' must be unique but found duplicate profile with id storm @ com.dspbench:dspbench:1.1, /usr/local/DSP/DSPBench/pom.xml, line 110, column 17
[WARNING] 'parent.relativePath' of POM com.streamer:streamer-storm:1.1 (/usr/local/DSP/DSPBench/dspbench-spark/pom.xml) points at com.dspbench:dspbench instead of com.streamer:streamer, please verify your project structure @ line 5, column 13
[FATAL] Non-resolvable parent POM for com.streamer:streamer-storm:1.1: Failure to find com.streamer:streamer:pom:1.1 in http://clojars.org/repo/ was cached in the local repository, resolution will not be reattempted until the update interval of clojars has elapsed or updates are forced and 'parent.relativePath' points at wrong local POM @ line 5, column 13
[ERROR] 'profiles.profile.id' must be unique but found duplicate profile with id storm @ com.dspbench:dspbench:1.1, /usr/local/DSP/DSPBench/pom.xml, line 110, column 17
[WARNING] 'parent.relativePath' of POM com.streamer:streamer-storm:1.1 (/usr/local/DSP/DSPBench/dspbench-flink/pom.xml) points at com.dspbench:dspbench instead of com.streamer:streamer, please verify your project structure @ line 5, column 13
[FATAL] Non-resolvable parent POM for com.streamer:streamer-storm:1.1: Failure to find com.streamer:streamer:pom:1.1 in http://clojars.org/repo/ was cached in the local repository, resolution will not be reattempted until the update interval of clojars has elapsed or updates are forced and 'parent.relativePath' points at wrong local POM @ line 5, column 13
[ERROR] 'profiles.profile.id' must be unique but found duplicate profile with id storm @ com.dspbench:dspbench:1.1, /usr/local/DSP/DSPBench/pom.xml, line 110, column 17
[WARNING] 'parent.relativePath' of POM com.streamer:streamer-local:1.1 (/usr/local/DSP/DSPBench/dspbench-local/pom.xml) points at com.dspbench:dspbench instead of com.streamer:streamer, please verify your project structure @ line 5, column 13
[FATAL] Non-resolvable parent POM for com.streamer:streamer-local:1.1: Failure to find com.streamer:streamer:pom:1.1 in https://repo.maven.apache.org/maven2 was cached in the local repository, resolution will not be reattempted until the update interval of central has elapsed or updates are forced and 'parent.relativePath' points at wrong local POM @ line 5, column 13
[ERROR] 'profiles.profile.id' must be unique but found duplicate profile with id storm @ com.dspbench:dspbench:1.1, /usr/local/DSP/DSPBench/pom.xml, line 110, column 17
[WARNING] 'parent.relativePath' of POM com.streamer:streamer-examples:1.1 (/usr/local/DSP/DSPBench/dspbench-applications/pom.xml) points at com.dspbench:dspbench instead of com.streamer:streamer, please verify your project structure @ line 6, column 13
[FATAL] Non-resolvable parent POM for com.streamer:streamer-examples:1.1: Failure to find com.streamer:streamer:pom:1.1 in https://repo.osgeo.org/repository/release/ was cached in the local repository, resolution will not be reattempted until the update interval of osgeo has elapsed or updates are forced and 'parent.relativePath' points at wrong local POM @ line 6, column 13
[ERROR] 'profiles.profile.id' must be unique but found duplicate profile with id storm @ line 110, column 17
[WARNING] 'build.plugins.plugin.version' for org.apache.maven.plugins:maven-compiler-plugin is missing. @ line 261, column 21
@
[ERROR] The build could not read 7 projects -> [Help 1]
[ERROR]
[ERROR] The project com.streamer:streamer-api:1.1 (/usr/local/DSP/DSPBench/dspbench-api/pom.xml) has 2 errors
[ERROR] 'profiles.profile.id' must be unique but found duplicate profile with id storm @ com.dspbench:dspbench:1.1, /usr/local/DSP/DSPBench/pom.xml, line 110, column 17
[ERROR] Non-resolvable parent POM for com.streamer:streamer-api:1.1: Failure to find com.streamer:streamer:pom:1.1 in https://repo.maven.apache.org/maven2 was cached in the local repository, resolution will not be reattempted until the update interval of central has elapsed or updates are forced and 'parent.relativePath' points at wrong local POM @ line 5, column 13 -> [Help 2]
[ERROR]
[ERROR] The project com.streamer:streamer-storm:1.1 (/usr/local/DSP/DSPBench/dspbench-storm/pom.xml) has 2 errors
[ERROR] 'profiles.profile.id' must be unique but found duplicate profile with id storm @ com.dspbench:dspbench:1.1, /usr/local/DSP/DSPBench/pom.xml, line 110, column 17
[ERROR] Non-resolvable parent POM for com.streamer:streamer-storm:1.1: Failure to find com.streamer:streamer:pom:1.1 in http://clojars.org/repo/ was cached in the local repository, resolution will not be reattempted until the update interval of clojars has elapsed or updates are forced and 'parent.relativePath' points at wrong local POM @ line 5, column 13 -> [Help 2]
[ERROR]
[ERROR] The project com.streamer:streamer-storm:1.1 (/usr/local/DSP/DSPBench/dspbench-spark/pom.xml) has 2 errors
[ERROR] 'profiles.profile.id' must be unique but found duplicate profile with id storm @ com.dspbench:dspbench:1.1, /usr/local/DSP/DSPBench/pom.xml, line 110, column 17
[ERROR] Non-resolvable parent POM for com.streamer:streamer-storm:1.1: Failure to find com.streamer:streamer:pom:1.1 in http://clojars.org/repo/ was cached in the local repository, resolution will not be reattempted until the update interval of clojars has elapsed or updates are forced and 'parent.relativePath' points at wrong local POM @ line 5, column 13 -> [Help 2]
[ERROR]
[ERROR] The project com.streamer:streamer-storm:1.1 (/usr/local/DSP/DSPBench/dspbench-flink/pom.xml) has 2 errors
[ERROR] 'profiles.profile.id' must be unique but found duplicate profile with id storm @ com.dspbench:dspbench:1.1, /usr/local/DSP/DSPBench/pom.xml, line 110, column 17
[ERROR] Non-resolvable parent POM for com.streamer:streamer-storm:1.1: Failure to find com.streamer:streamer:pom:1.1 in http://clojars.org/repo/ was cached in the local repository, resolution will not be reattempted until the update interval of clojars has elapsed or updates are forced and 'parent.relativePath' points at wrong local POM @ line 5, column 13 -> [Help 2]
[ERROR]
[ERROR] The project com.streamer:streamer-local:1.1 (/usr/local/DSP/DSPBench/dspbench-local/pom.xml) has 2 errors
[ERROR] 'profiles.profile.id' must be unique but found duplicate profile with id storm @ com.dspbench:dspbench:1.1, /usr/local/DSP/DSPBench/pom.xml, line 110, column 17
[ERROR] Non-resolvable parent POM for com.streamer:streamer-local:1.1: Failure to find com.streamer:streamer:pom:1.1 in https://repo.maven.apache.org/maven2 was cached in the local repository, resolution will not be reattempted until the update interval of central has elapsed or updates are forced and 'parent.relativePath' points at wrong local POM @ line 5, column 13 -> [Help 2]
[ERROR]
[ERROR] The project com.streamer:streamer-examples:1.1 (/usr/local/DSP/DSPBench/dspbench-applications/pom.xml) has 2 errors
[ERROR] 'profiles.profile.id' must be unique but found duplicate profile with id storm @ com.dspbench:dspbench:1.1, /usr/local/DSP/DSPBench/pom.xml, line 110, column 17
[ERROR] Non-resolvable parent POM for com.streamer:streamer-examples:1.1: Failure to find com.streamer:streamer:pom:1.1 in https://repo.osgeo.org/repository/release/ was cached in the local repository, resolution will not be reattempted until the update interval of osgeo has elapsed or updates are forced and 'parent.relativePath' points at wrong local POM @ line 6, column 13 -> [Help 2]
[ERROR]
[ERROR] The project com.dspbench:dspbench:1.1 (/usr/local/DSP/DSPBench/pom.xml) has 1 error
[ERROR] 'profiles.profile.id' must be unique but found duplicate profile with id storm @ line 110, column 17
[ERROR]
[ERROR] To see the full stack trace of the errors, re-run Maven with the -e switch.
[ERROR] Re-run Maven using the -X switch to enable full debug logging.
[ERROR]
[ERROR] For more information about the errors and possible solutions, please read the following articles:
[ERROR] [Help 1] http://cwiki.apache.org/confluence/display/MAVEN/ProjectBuildingException
[ERROR] [Help 2] http://cwiki.apache.org/confluence/display/MAVEN/UnresolvableModelException

Update of Apache Storm to a more recent version

The version of Storm this project currently uses is from 2014. I didn't see any mention in the paper of why this specific version was selected, so I wanted to ask if there is any plan to update it?

I had a look at it myself because the framework independent architecture makes this a far smaller task than in other benchmarks, but I haven't been able to figure out all the details.

For the most part, updating the dependency versions seems to work without any API breaking changes, until Storm 1.2.3, where the development of the module storm-kafka was stopped and replaced with storm-kafka-client. This only affects the StormKafkaSpout, but I haven't fully figured out how to update it with the changed API.
Additionally, following version 1.0.0 of Storm the backtype.storm.* import statements should be, and for later versions have to be, replaced with org.apache.storm.* imports. All the APIs stay identical, so that is a relatively quick process.

Some of the other dependencies also need to be updated or provide benefits, such as being able to build the project with newer JDKs than 8:

mockito-all 1.10.8 -> mockito-core 3.11.2
commons-lang3.version->3.8.1
org.geotools gt-shapefile&gt-xml -> 25.2
kafka -> something recent

That is everything I have figured so far which would be necessary to reach Storm 2.2.0 and be up to date, but there are probably things I overlooked and again I haven't figured out the StormKafkaSpout. Additionally, I don't know how these dependency changes affect the other platforms, given that they currently aren't in the repository.

Implementation for Flink and Spark is missing

The folder dspbench-flink and dspbench-spark are exact copies of dspbench-storm.

~/P/DSPBench » git diff --no-index dspbench-flink dspbench-storm
~/P/DSPBench » git diff --no-index dspbench-spark dspbench-storm
~/P/DSPBench »

Can you provide the source code for Spark (and Flink) to reproduce the paper results? 🙏

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