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[FLINK-7251] [types] Remove the flink-java8 module and improve lambda…
… type extraction This commit removes the flink-java8 module and merges some tests into flink-core/flink-runtime. It ensures to have the possibility for passing explicit type information in DataStream API as a fallback. Since the tycho compiler approach was very hacky and seems not to work anymore, this commit also removes all references in the docs and quickstarts. This closes apache#6120.
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--- | ||
title: "Java Lambda Expressions" | ||
nav-parent_id: api-concepts | ||
nav-pos: 20 | ||
--- | ||
<!-- | ||
Licensed to the Apache Software Foundation (ASF) under one | ||
or more contributor license agreements. See the NOTICE file | ||
distributed with this work for additional information | ||
regarding copyright ownership. The ASF licenses this file | ||
to you under the Apache License, Version 2.0 (the | ||
"License"); you may not use this file except in compliance | ||
with the License. You may obtain a copy of the License at | ||
http://www.apache.org/licenses/LICENSE-2.0 | ||
Unless required by applicable law or agreed to in writing, | ||
software distributed under the License is distributed on an | ||
"AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY | ||
KIND, either express or implied. See the License for the | ||
specific language governing permissions and limitations | ||
under the License. | ||
--> | ||
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Java 8 introduced several new language features designed for faster and clearer coding. With the most important feature, | ||
the so-called "Lambda Expressions", it opened the door to functional programming. Lambda expressions allow for implementing and | ||
passing functions in a straightforward way without having to declare additional (anonymous) classes. | ||
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<span class="label label-danger">Attention</span> Flink supports the usage of lambda expressions for all operators of the Java API, however, whenever a lambda expression uses Java generics you need to declare type information *explicitly*. | ||
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This document shows how to use lambda expressions and describes current limitations. For a general introduction to the | ||
Flink API, please refer to the [Programming Guide]({{ site.baseurl }}/dev/api_concepts.html) | ||
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### Examples and Limitations | ||
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The following example illustrates how to implement a simple, inline `map()` function that squares its input using a lambda expression. | ||
The types of input `i` and output parameters of the `map()` function need not to be declared as they are inferred by the Java compiler. | ||
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{% highlight java %} | ||
env.fromElements(1, 2, 3) | ||
// returns the squared i | ||
.map(i -> i*i) | ||
.print(); | ||
{% endhighlight %} | ||
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Flink can automatically extract the result type information from the implementation of the method signature `OUT map(IN value)` because `OUT` is not generic but `Integer`. | ||
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Unfortunately, functions such as `flatMap()` with a signature `void flatMap(IN value, Collector<OUT> out)` are compiled into `void flatMap(IN value, Collector out)` by the Java compiler. This makes it impossible for Flink to infer the type information for the output type automatically. | ||
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Flink will most likely throw an exception similar to the following: | ||
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{% highlight plain%} | ||
org.apache.flink.api.common.functions.InvalidTypesException: The generic type parameters of 'Collector' are missing. | ||
In many cases lambda methods don't provide enough information for automatic type extraction when Java generics are involved. | ||
An easy workaround is to use an (anonymous) class instead that implements the 'org.apache.flink.api.common.functions.FlatMapFunction' interface. | ||
Otherwise the type has to be specified explicitly using type information. | ||
{% endhighlight %} | ||
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In this case, the type information needs to be *specified explicitly*, otherwise the output will be treated as type `Object` which leads to unefficient serialization. | ||
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{% highlight java %} | ||
import org.apache.flink.api.common.typeinfo.Types; | ||
import org.apache.flink.api.java.DataSet; | ||
import org.apache.flink.util.Collector; | ||
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DataSet<Integer> input = env.fromElements(1, 2, 3); | ||
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// collector type must be declared | ||
input.flatMap((Integer number, Collector<String> out) -> { | ||
StringBuilder builder = new StringBuilder(); | ||
for(int i = 0; i < number; i++) { | ||
builder.append("a"); | ||
out.collect(builder.toString()); | ||
} | ||
}) | ||
// provide type information explicitly | ||
.returns(Types.STRING) | ||
// prints "a", "a", "aa", "a", "aa", "aaa" | ||
.print(); | ||
{% endhighlight %} | ||
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Similar problems occur when using a `map()` function with a generic return type. A method signature `Tuple2<Integer, Integer> map(Integer value)` is erasured to `Tuple2 map(Integer value)` in the example below. | ||
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{% highlight java %} | ||
import org.apache.flink.api.common.functions.MapFunction; | ||
import org.apache.flink.api.java.tuple.Tuple2; | ||
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env.fromElements(1, 2, 3) | ||
.map(i -> Tuple2.of(i, i)) // no information about fields of Tuple2 | ||
.print(); | ||
{% endhighlight %} | ||
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In general, those problems can be solved in multiple ways: | ||
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{% highlight java %} | ||
import org.apache.flink.api.common.typeinfo.Types; | ||
import org.apache.flink.api.java.tuple.Tuple2; | ||
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// use the explicit ".returns(...)" | ||
env.fromElements(1, 2, 3) | ||
.map(i -> Tuple2.of(i, i)) | ||
.returns(Types.TUPLE(Types.INT, Types.INT)) | ||
.print(); | ||
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// use a class instead | ||
env.fromElements(1, 2, 3) | ||
.map(new MyTuple2Mapper()) | ||
.print(); | ||
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public static class MyTuple2Mapper extends MapFunction<Integer, Integer> { | ||
@Override | ||
public Tuple2<Integer, Integer> map(Integer i) { | ||
return Tuple2.of(i, i); | ||
} | ||
} | ||
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// use an anonymous class instead | ||
env.fromElements(1, 2, 3) | ||
.map(new MapFunction<Integer, Tuple2<Integer, Integer>> { | ||
@Override | ||
public Tuple2<Integer, Integer> map(Integer i) { | ||
return Tuple2.of(i, i); | ||
} | ||
}) | ||
.print(); | ||
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// or in this example use a tuple subclass instead | ||
env.fromElements(1, 2, 3) | ||
.map(i -> new DoubleTuple(i, i)) | ||
.print(); | ||
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public static class DoubleTuple extends Tuple2<Integer, Integer> { | ||
public DoubleTuple(int f0, int f1) { | ||
this.f0 = f0; | ||
this.f1 = f1; | ||
} | ||
} | ||
{% endhighlight %} |
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