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Arrow Java

Getting Started

The following guides explain the fundamental data structures used in the Java implementation of Apache Arrow.

  • ValueVector is an abstraction that is used to store a sequence of values having the same type in an individual column.
  • VectorSchemaRoot is a container that can hold multiple vectors based on a schema.
  • The Reading/Writing IPC formats guide explains how to stream record batches as well as serializing record batches to files.

Generated javadoc documentation is available here.

Building from source

Refer to Building Apache Arrow for documentation of environment setup and build instructions.

Flatbuffers dependency

Arrow uses Google's Flatbuffers to transport metadata. The java version of the library requires the generated flatbuffer classes can only be used with the same version that generated them. Arrow packages a version of the arrow-vector module that shades flatbuffers and arrow-format into a single JAR. Using the classifier "shade-format-flatbuffers" in your pom.xml will make use of this JAR, you can then exclude/resolve the original dependency to a version of your choosing.

Updating the flatbuffers generated code

  1. Verify that your version of flatc matches the declared dependency:
$ flatc --version
flatc version 24.3.25

$ grep "dep.fbs.version" java/pom.xml
    <dep.fbs.version>24.3.25</dep.fbs.version>
  1. Generate the flatbuffer java files by performing the following:
cd $ARROW_HOME

# remove the existing files
rm -rf java/format/src

# regenerate from the .fbs files
flatc --java -o java/format/src/main/java format/*.fbs

# prepend license header
mvn spotless:apply -pl :arrow-format

Performance Tuning

There are several system/environmental variables that users can configure. These trade off safety (they turn off checking) for speed. Typically they are only used in production settings after the code has been thoroughly tested without using them.

  • Bounds Checking for memory accesses: Bounds checking is on by default. You can disable it by setting either the system property(arrow.enable_unsafe_memory_access) or the environmental variable (ARROW_ENABLE_UNSAFE_MEMORY_ACCESS) to true. When both the system property and the environmental variable are set, the system property takes precedence.

  • null checking for gets: ValueVector get methods (not getObject) methods by default verify the slot is not null. You can disable it by setting either the system property(arrow.enable_null_check_for_get) or the environmental variable (ARROW_ENABLE_NULL_CHECK_FOR_GET) to false. When both the system property and the environmental variable are set, the system property takes precedence.

Java Properties

  • -Dio.netty.tryReflectionSetAccessible=true should be set. This fixes java.lang.UnsupportedOperationException: sun.misc.Unsafe or java.nio.DirectByteBuffer.(long, int) not available. thrown by Netty.
  • To support duplicate fields in a StructVector enable -Darrow.struct.conflict.policy=CONFLICT_APPEND. Duplicate fields are ignored (CONFLICT_REPLACE) by default and overwritten. To support different policies for conflicting or duplicate fields set this JVM flag or use the correct static constructor methods for StructVectors.

Java Code Style Guide

Arrow Java follows the Google style guide here with the following differences:

  • Imports are grouped, from top to bottom, in this order: static imports, standard Java, org.*, com.*
  • Line length can be up to 120 characters
  • Operators for line wrapping are at end-of-line
  • Naming rules for methods, parameters, etc. have been relaxed
  • Disabled NoFinalizer, OverloadMethodsDeclarationOrder, and VariableDeclarationUsageDistance due to the existing code base. These rules should be followed when possible.

Refer to checkstyle.xml for rule specifics.

Test Logging Configuration

When running tests, Arrow Java uses the Logback logger with SLF4J. By default, it uses the logback.xml present in the corresponding module's src/test/resources directory, which has the default log level set to INFO. Arrow Java can be built with an alternate logback configuration file using the following command run in the project root directory:

mvn -Dlogback.configurationFile=file:<path-of-logback-file>

See Logback Configuration for more details.

Integration Tests

Integration tests which require more time or more memory can be run by activating the integration-tests profile. This activates the maven failsafe plugin and any class prefixed with IT will be run during the testing phase. The integration tests currently require a larger amount of memory (>4GB) and time to complete. To activate the profile:

mvn -Pintegration-tests <rest of mvn arguments>