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Java Hashing, CRC and Checksum Benchmark (JMH)

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Overview

Hash-Bench provides a JMH (Java microbenchmark harness) and published results for 114 Java implementations of major hash, CRC and checksum algorithms. These include:

Implementations tested:

Results

A wide variety of plots are generated, including by byte slice length, by hash specification, and by implementation. This should let you determine the lowest latency hash for your target byte size, compare the different implementations of that hash, and evaluate how well an implementation responds to different input types (eg byte[] vs ByteBuffer) and lengths.

An example plot is below, but there are many more:

Results

Date Processor JVM Results Link
2015-09-24 Xeon E5-2667 OpenJDK 1.8.0_60 1
2015-09-26 Xeon E5-2667 OpenJDK 1.8.0_60 2
2015-09-30 Xeon E5-2667 OpenJDK 1.8.0_60 3
2015-10-01 Xeon E5-2667 OpenJDK 1.8.0_60 4
2015-12-04 Xeon E5-2667 OpenJDK 1.8.0_66 5

Scope

This project is focused on JVM performance.

It does not test the accuracy of the implementations.

Please remember that latency is only one consideration. There is considerable variation between hash algorithms. Some common variations include:

  • Overall hash quality (eg see SMHasher)
  • Lack of cryptographic hash support
  • Whether a hash remains consistent across process restarts or not
  • Guarantees around machine-dependence (eg byte order)
  • Output length (and associated storage and/or transmission costs)

Test Configuration

Implementations vary considerably with respect to the inputs they are able to hash. The most basic support is hashing an entire byte[]. Most implementations permit an offset and length to be nominated for a byte[]. Some implementations offer ByteBuffer awareness, others use Unsafe, and some delegate to native code via JNI.

My motivating use case for developing this benchmark required hashing variable-length messages from a proprietary framed IO stream. As such this benchmark populates a 64 KB buffer with random bytes and then requires each implementation to hash a particular slice of that buffer. In order to provide each implementation with the best opportunity to efficiently hash such IO-sourced slices, the following three scenarios are benchmarked:

  • byte[] from a given offset for a given length
  • Array-backed ByteBuffer from a given offset for a given length
  • Direct (native) ByteBuffer from a given offset for a given length

The adapter pattern is used to abstract each implementation. This ensures each implementation is tested in the same manner and by the same harness. Each adapter implementation contains the minimal logic required to support the above three scenarios. For some of the simpler implementations it was necessary to copy bytes into a dedicated byte[] or prepare a ByteBuffer view.

Preparation

Until xxHash for Java 1.4 is released, please clone and build it locally to access the latest buffer fixes. Then edit the hash-bench/pom.xml to reflect the locally-installed snapshot.

Hash-Bench also requires Jacksum. Jacksum is not in any Maven repository, so download it, unzip, then

mvn install:install-file -Dfile=jacksum.jar -DgroupId=jonelo.jacksum -DartifactId=jacksum -Dversion=1.7 -Dpackaging=jar
mv jacksum-src.zip jacksum-sources.jar
mvn deploy:deploy-file -Dfile=jacksum-sources.jar -DgroupId=jonelo.jacksum -DartifactId=jacksum -Dversion=1.7 -Dpackaging=jar -Dclassifier=sources -Durl=file://$HOME/.m2/repository/

Running

You'll need at least Java 8 and Maven 3 installed. Then:

cd hash-bench
mvn clean package
java -jar target/benchmarks.jar

This will run in default mode, testing all known libraries and input lengths. This takes roughly 15 hours with server-grade (Xeon E5-2667) hardware.

You can append -h to the java -jar line for JMH help. For example, use:

  • -wi 0 to run zero warm-ups (not recommended)
  • -i 1 to run one iteration only (not recommended)
  • -f 1 to run one fork only (not recommended)
  • -p length=8,1024 to test input lengths of 8 and 1024 only
  • -p algo=xxh64-zah,xxh64-jpountz-unsafe to test two XXH64 implementations
  • -lp to list all available parameter (-p keys and values)
  • -rf csv to emit CSV output (for use with the plot command)
  • -foe true to stop on any error (recommended)

Naming Convention

Algorithm names (such as xxh64-jpountz-unsafe) are used in reports and optionally for the -p algo option. The naming convention is:

hash-implementation[-qualifier]

The hash portion denotes the underlying hash specification (and potential size disambiguation). The implementation is a short abbreviation that identifes the implementation from those listed at the top of this document. A qualifier is used if the implementation has been tested in a specific mode.

License

MIT License, as per LICENSE.txt.

This project uses Jacksum, which is GPLv2 licensed. Hash-Bench is not derived from Jacksum and is not including or redistributing any Jacksum files (you must manually download and install Jacksum yourself, as described above).

Two hash implementations (SipHash_2_4, Siphash-java-inline) are not available from any known Maven repository. As each implementation is a single file, they have been placed in the thirdparty directory. Their licenses are shown in those files.

Contributing

Please send a pull request if you'd like to improve the project (eg use a particular hash library in a more efficient manner, add new libraries, update to new library versions etc).

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