Vavr, Collections, and Java Stream API Collectors

Vavr is now a must-have for every modern Java 8+ project. It encourages writing code in a functional manner by providing a new persistent Collections API along with a set of new Functional Interfaces and monadic tools like Option, Try, Either, etc.

You can read more about it here.

Vavr’s Persistent Collections API

To provide useable immutable data structures, the whole Collections API needed to be redesigned from scratch.

The standard java.util.Collection interface contains methods that discourage immutability such as:

boolean add(E e);
boolean remove(Object o);
boolean addAll(Collection<? extends E> c);
boolean removeAll(Collection<?> c);

One might think that the problem is that those methods allow modifications of the particular collection instance, but this is not entirely true – with immutable data structures, each mutating operation needs to derive a new collection from the existing one. Simply put, each of those methods should be able to return a new instance of the collection.

Here, the whole collections hierarchy is restricted to returning boolean or void from mutating methods – which makes them suitable only for mutable implementations.

Of course, immutable implementations of java.util.Collection exist, but above-mentioned methods are simply forbidden. That’s how it looks like in the com.google.common.collect.ImmutableList:

/**
 * Guaranteed to throw an exception and leave the list unmodified.
 *
 * @throws UnsupportedOperationException always
 * @deprecated Unsupported operation.
 */
@Deprecated
@Override
public final void add(int index, E element) {
  throw new UnsupportedOperationException();
}

And this is far from perfect – even the simplest add() operation becomes a ceremony:

ImmutableList<Integer> original = ImmutableList.of(1);

List<Integer> modified = new ImmutableList.Builder<Integer>()
  .addAll(original)
  .add(2)
  .build();

A major redesign made it possible to interact with immutable collections more naturally and add some new exciting features:

import io.vavr.collection.List;
// ...

List<Integer> original = List.of(1);
List<Integer> modified = original.append(2);

modified.dropWhile(i -> i < 42);
modified.combinations();
modified.foldLeft(0 , Integer::sum)

Collecting Vavr’s Collections

One of the key features of the Java Stream API was the collect() API that made it possible to take elements from Stream and apply the provided strategy to them – in most cases that would be simply placing all elements in some collection.

Vavr’s collections have a method that provides the similar(but limited) functionality but it’s not being used often because almost all operations that were available only using Stream API, are available on the collection level in Vavr.

But… one of the method signatures of Vavr’s collect() is especially intriguing:

<R, A> R collect(java.util.stream.Collector<? super T, A, R> collector)

As you can see, Vavr’s collections are fully compatible with Stream API Collectors and we can use our favourite Collectors easily:

list.collect(Collectors.toList());
list.collect(Collectors.groupingBy(Integer::byteValue));

That might not be super useful for everyday use-cases because the most common operations are accessible without using Collectors but it’s comforting to know that Vavr’s functionality is a superset of Stream API’s (at least in terms of collect() semantics)

Collecting Everything

The interesting realization happens when we decide to investigate the type hierarchy in Vavr:

source: http://www.vavr.io/vavr-docs/

We can notice here that the Value resides on top collections hierarchy and this is where the collect() method mentioned above is defined.

If we look closer, it’s clear that classes like Option, Try, Either, Future, Lazy also implement the Value interface. The reasoning behind this is that they are all essentially containers for values – containers that can hold max up to one element.  

This makes them compatible with Stream API Collectors, as well:

Option.of(42)
  .collect(Collectors.toList());

Try.of(() -> URI.create("4comprehension.com"))
  .collect(Collectors.partitioningBy(URI::isAbsolute));

Summary

The redesign of the Collections API allowed the introduction of cool new methods, as well as achieving full interoperability with Java Stream API Collectors – which can also be applied to Vavr’s functional control structures like Option, Try, Either, Future, or Lazy.

The examples above use:

<dependency>
    <groupId>io.vavr</groupId>
    <artifactId>vavr-test</artifactId>
    <version>0.9.0</version>
</dependency>
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Spock, Java and Maven

Few months ago I've came across Groovy - powerful language for JVM platform which combines the power of Java with abilities typical for scripting languages (dynamic typing, metaprogramming).

Together with Groovy I've discovered spock framework (https://code.google.com/p/spock/) - specification framework for Groovy (of course you can test Java classes too!). But spock is not only test/specification framework - it also contains powerful mocking tools.

Even though spock is dedicated for Groovy there is no problem with using it for Java classes tests. In this post I'm going to describe how to configure Maven project to build and run spock specifications together with traditional JUnit tests.


Firstly, we need to prepare pom.xml and add necessary dependencies and plugins.

Two obligatory libraries are:
<dependency>
<groupid>org.spockframework</groupId>
<artifactid>spock-core</artifactId>
<version>0.7-groovy-2.0</version>
<scope>test</scope>
</dependency>
<dependency>
<groupid>org.codehaus.groovy</groupId>
<artifactid>groovy-all</artifactId>
<version>${groovy.version}</version>
<scope>test</scope>
</dependency>
Where groovy.version is property defined in pom.xml for more convenient use and easy version change, just like this:
<properties>
<gmaven-plugin.version>1.4</gmaven-plugin.version>
<groovy.version>2.1.5</groovy.version>
</properties>

I've added property for gmaven-plugin version for the same reason ;)

Besides these two dependencies, we can use few additional ones providing extra functionality:
  • cglib - for class mocking
  • objenesis - enables mocking classes without default constructor
To add them to the project put these lines in <dependencies> section of pom.xml:
<dependency>
<groupid>cglib</groupId>
<artifactid>cglib-nodep</artifactId>
<version>3.0</version>
<scope>test</scope>
</dependency>
<dependency>
<groupid>org.objenesis</groupId>
<artifactid>objenesis</artifactId>
<version>1.3</version>
<scope>test</scope>
</dependency>

And that's all for dependencies section. Now we will focus on plugins necessary to compile Groovy classes. We need to add gmaven-plugin with gmaven-runtime-2.0 dependency in plugins section:
<plugin>
<groupid>org.codehaus.gmaven</groupId>
<artifactid>gmaven-plugin</artifactId>
<version>${gmaven-plugin.version}</version>
<configuration>
<providerselection>2.0</providerSelection>
</configuration>
<executions>
<execution>
<goals>
<goal>compile</goal>
<goal>testCompile</goal>
</goals>
</execution>
</executions>
<dependencies>
<dependency>
<groupid>org.codehaus.gmaven.runtime</groupId>
<artifactid>gmaven-runtime-2.0</artifactId>
<version>${gmaven-plugin.version}</version>
<exclusions>
<exclusion>
<groupid>org.codehaus.groovy</groupId>
<artifactid>groovy-all</artifactId>
</exclusion>
</exclusions>
</dependency>
<dependency>
<groupid>org.codehaus.groovy</groupId>
<artifactid>groovy-all</artifactId>
<version>${groovy.version}</version>
</dependency>
</dependencies>
</plugin>

With these configuration we can use spock and write our first specifications. But there is one issue: default settings for maven-surefire plugin demand that test classes must end with "..Test" postfix, which is ok when we want to use such naming scheme for our spock tests. But if we want to name them like CommentSpec.groovy or whatever with "..Spec" ending (what in my opinion is much more readable) we need to make little change in surefire plugin configuration:
<plugin>
<groupid>org.apache.maven.plugins</groupId>
<artifactid>maven-surefire-plugin</artifactId>
<version>2.15</version>
<configuration>
<includes>
<include>**/*Test.java</include>
<include>**/*Spec.java</include>
</includes>
</configuration>
</plugin>

As you can see there is a little trick ;) We add include directive for standard Java JUnit test ending with "..Test" postfix, but there is also an entry for spock test ending with "..Spec". And there is a trick: we must write "**/*Spec.java", not "**/*Spec.groovy", otherwise Maven will not run spock tests (which is strange and I've spent some time to figure out why Maven can't run my specs).

Little update: instead of "*.java" postfix for both types of tests we can write "*.class" what is in my opinion more readable and clean:
<include>**/*Test.class</include>
<include>**/*Spec.class</include>
(thanks to Tomek Pęksa for pointing this out!)

With such configuration, we can write either traditional JUnit test and put them in src/test/java directory or groovy spock specifications and place them in src/test/groovy. And both will work together just fine :) In one of my next posts I'll write something about using spock and its mocking abilities in practice, so stay in tune.