Transforming Data with Java 8 Streams API

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Internal

Overview

The Stream API offers the possibility to intercept a stream and converts its elements into elements of another type, offered also as a stream. This operations is conventionally named mapping. The world mapping is used because it has a meaning similar to transforming, but with the nuance of "creating a new version" rather than "modifying".

Mapping Data

https://docs.oracle.com/javase/10/docs/api/java/util/stream/Stream.html#flat(java.util.function.Function)

The Stream API exposes the map() method, which converts the stream's elements into elements of another type, offered also as a stream. The conversion if performed by a Function<T, R> presented as the argument of the map() method.

public interface Stream<T> {

    ...

    <R> Stream<R> map(Function<? super T, ? extends R> mappingFunction);

    ...

}

The above call performs autoboxing when the result of the lambda expression is a primitive type. In these cases, it is advisable to use a specialized mapping function, to avoid unnecessary autoboxing:

public interface Stream<T> {

    ...

    IntStream mapToInt(ToIntFunction<? super T> mapper);
    LongStream mapToLong(ToLongFunction<? super T> mapper);
    DoubleStream mapToDouble(ToDoubleFunction<? super T> mapper);
   
    ...

}

Flat-Mapping Data

https://docs.oracle.com/javase/10/docs/api/java/util/stream/Stream.html#flatMap(java.util.function.Function)

There are situations when it is convenient to use a mapping function that produces a stream - in breaks down the elements of the original stream into sub-streams. If we used the map() function directly, the result would be a Stream<Stream<T>> which in most cases has no practical uses. It would be a lot more useful to produce a Stream containing the merged content of the sub-streams. This functionality is provided by the flatMap() function. According to the documentation, flatMap() returns a stream consisting of the results of replacing each element of this stream with the contents of a mapped stream produced by applying the provided mapping function to each element. Each mapped stream is closed after its contents have been placed into this stream. If a mapped stream is null an empty stream is used, instead.

<R> Stream<R> flatMap(Function<? super T,? extends Stream<? extends R>> mapper)

Example:

List<String> uniqueChars = words.
    stream().
    map(word -> word.split("")).
    flatMap(Arrays::stream).
    distinct().
    collect(toList());