Converting Consumers to Functions - java

Many lambdas for the Function interface take the form
t -> {
// do something to t
return t;
}
I do this so often that I have written a method for it like this.
static <T> Function<T, T> consumeThenReturn(Consumer<T> consumer) {
return t -> {
consumer.accept(t);
return t;
};
}
This enables me to do really nice things like this:
IntStream.rangeClosed('A', 'Z')
.mapToObj(a -> (char) a)
.collect(Collectors.collectingAndThen(Collectors.toList(), consumeThenReturn(Collections::shuffle)))
.forEach(System.out::print);
Is there another way to do conversions like this without relying on my own method? Is there anything in the new APIs I have missed that makes my method redundant?

There are many potentially useful methods that could be added to the Function, Consumer and Supplier interfaces. You give a good example (converting a Consumer to a Function) but there are many other potential conversions or utilities that could be added. For example, using a Function as Consumer (by ignoring the return value) or as a Supplier (by providing an input value). Or converting a BiFunction to a Function by supplying either value. All of these can, of course, be done manually in code or provided via utility functions as you've shown but it would arguably be valuable to have standardised mechanisms in the API, as exist in many other languages.
It is speculation on my part, but I would guess this reflects the language designers' desire to leave the API as clean as possible. However I'm intrigued by the contrast (as an example) to the very rich set of Comparator utilities provided by the language to reverse orders, compare by several criteria, deal with null values etc. These also could easily have been left to the user but have been supplied by the API. I'd be interested to hear from one of the language designers why the approaches to these interfaces seems so inconsistent.

Apache commons collections 4.x has what you're looking for, I think. Its equivalents for Function and Consumer are Transformer and Closure, respectively, and it provides a way to compose them using ClosureTransformer
It is trivial to convert between equivalent functional types by invoking the SAM of one and assigning it to the other. Putting it all together, you can end up with a Java 8 Function in this manner:
Consumer<String> c = System.out::println;
Function<String,String> f = ClosureTransformer.closureTransformer(c::accept)::transform;
c::accept converts the Java 8 Consumer to an equivalent Apache Commons 4 Closure, and the final ::transform converts the Apache Commons 4 Transformer to an equivalent Java 8 Function.

Related

Do lambda expressions have any use other than saving lines of code?

Do lambda expressions have any use other than saving lines of code?
Are there any special features provided by lambdas which solved problems which weren't easy to solve? The typical usage I've seen is that instead of writing this:
Comparator<Developer> byName = new Comparator<Developer>() {
#Override
public int compare(Developer o1, Developer o2) {
return o1.getName().compareTo(o2.getName());
}
};
We can use a lambda expression to shorten the code:
Comparator<Developer> byName =
(Developer o1, Developer o2) -> o1.getName().compareTo(o2.getName());
Lambda expressions do not change the set of problems you can solve with Java in general, but definitely make solving certain problems easier, just for the same reason we’re not programming in assembly language anymore. Removing redundant tasks from the programmer’s work makes life easier and allows to do things you wouldn’t even touch otherwise, just for the amount of code you would have to produce (manually).
But lambda expressions are not just saving lines of code. Lambda expressions allow you to define functions, something for which you could use anonymous inner classes as a workaround before, that’s why you can replace anonymous inner classes in these cases, but not in general.
Most notably, lambda expressions are defined independently to the functional interface they will be converted to, so there are no inherited members they could access, further, they can not access the instance of the type implementing the functional interface. Within a lambda expression, this and super have the same meaning as in the surrounding context, see also this answer. Also, you can not create new local variables shadowing local variables of the surrounding context. For the intended task of defining a function, this removes a lot of error sources, but it also implies that for other use cases, there might be anonymous inner classes which can not be converted to a lambda expression, even if implementing a functional interface.
Further, the construct new Type() { … } guarantees to produce a new distinct instance (as new always does). Anonymous inner class instances always keep a reference to their outer instance if created in a non-static context¹. In contrast, lambda expressions only capture a reference to this when needed, i.e. if they access this or a non-static member. And they produce instances of an intentionally unspecified identity, which allows the implementation to decide at runtime whether to reuse existing instances (see also “Does a lambda expression create an object on the heap every time it's executed?”).
These differences apply to your example. Your anonymous inner class construct will always produce a new instance, also it may capture a reference to the outer instance, whereas your (Developer o1, Developer o2) -> o1.getName().compareTo(o2.getName()) is a non-capturing lambda expression that will evaluate to a singleton in typical implementations. Further, it doesn’t produce a .class file on your hard drive.
Given the differences regarding both, semantic and performance, lambda expressions may change the way programmers will solve certain problems in the future, of course, also due to the new APIs embracing ideas of functional programming utilizing the new language features. See also Java 8 lambda expression and first-class values.
¹ From JDK 1.1 to JDK 17. Starting with JDK 18, inner classes may not retain a reference to the outer instance if it is not used. For compatibility reasons, this requires the inner class not be serializable. This only applies if you (re)compile the inner class under JDK 18 or newer with target JDK 18 or newer. See also JDK-8271717
Programming languages are not for machines to execute.
They are for programmers to think in.
Languages are a conversation with a compiler to turn our thoughts into something a machine can execute. One of the chief complaints about Java from people who come to it from other languages (or leave it for other languages) used to be that it forces a certain mental model on the programmer (i.e. everything is a class).
I'm not going to weigh in on whether that's good or bad: everything is trade-offs. But Java 8 lambdas allow programmers to think in terms of functions, which is something you previously could not do in Java.
It's the same thing as a procedural programmer learning to think in terms of classes when they come to Java: you see them gradually move from classes that are glorified structs and have 'helper' classes with a bunch of static methods and move on to something that more closely resembles a rational OO design (mea culpa).
If you just think of them as a shorter way to express anonymous inner classes then you are probably not going to find them very impressive in the same way that the procedural programmer above probably didn't think classes were any great improvement.
Saving lines of code can be viewed as a new feature, if it enables you to write a substantial chunk of logic in a shorter and clearer manner, which takes less time for others to read and understand.
Without lambda expressions (and/or method references) Stream pipelines would have been much less readable.
Think, for example, how the following Stream pipeline would have looked like if you replaced each lambda expression with an anonymous class instance.
List<String> names =
people.stream()
.filter(p -> p.getAge() > 21)
.map(p -> p.getName())
.sorted((n1,n2) -> n1.compareToIgnoreCase(n2))
.collect(Collectors.toList());
It would be:
List<String> names =
people.stream()
.filter(new Predicate<Person>() {
#Override
public boolean test(Person p) {
return p.getAge() > 21;
}
})
.map(new Function<Person,String>() {
#Override
public String apply(Person p) {
return p.getName();
}
})
.sorted(new Comparator<String>() {
#Override
public int compare(String n1, String n2) {
return n1.compareToIgnoreCase(n2);
}
})
.collect(Collectors.toList());
This is much harder to write than the version with lambda expressions, and it's much more error prone. It's also harder to understand.
And this is a relatively short pipeline.
To make this readable without lambda expressions and method references, you would have had to define variables that hold the various functional interface instances being used here, which would have split the logic of the pipeline, making it harder to understand.
Internal iteration
When iterating Java Collections, most developers tend to get an element and then process it. This is, take that item out and then use it, or reinsert it, etc. With pre-8 versions of Java, you can implement an inner class and do something like:
numbers.forEach(new Consumer<Integer>() {
public void accept(Integer value) {
System.out.println(value);
}
});
Now with Java 8 you can do better and less verbose with:
numbers.forEach((Integer value) -> System.out.println(value));
or better
numbers.forEach(System.out::println);
Behaviors as arguments
Guess the following case:
public int sumAllEven(List<Integer> numbers) {
int total = 0;
for (int number : numbers) {
if (number % 2 == 0) {
total += number;
}
}
return total;
}
With Java 8 Predicate interface you can do better like so:
public int sumAll(List<Integer> numbers, Predicate<Integer> p) {
int total = 0;
for (int number : numbers) {
if (p.test(number)) {
total += number;
}
}
return total;
}
Calling it like:
sumAll(numbers, n -> n % 2 == 0);
Source: DZone - Why We Need Lambda Expressions in Java
There are many benefits of using lambdas instead of inner class following as below:
Make the code more compactly and expressive without introducing more language syntax semantics. you already gave an example in your question.
By using lambdas you are happy to programming with functional-style operations on streams of elements, such as map-reduce transformations on collections. see java.util.function & java.util.stream packages documentation.
There is no physical classes file generated for lambdas by compiler. Thus, it makes your delivered applications smaller. How Memory assigns to lambda?
The compiler will optimize lambda creation if the lambda doesn't access variables out of its scope, which means the lambda instance only create once by the JVM. for more details you can see #Holger's answer of the question Is method reference caching a good idea in Java 8?
.
Lambdas can implements multi marker interfaces besides the functional interface, but the anonymous inner classes can't implements more interfaces, for example:
// v--- create the lambda locally.
Consumer<Integer> action = (Consumer<Integer> & Serializable) it -> {/*TODO*/};
Lambdas are just syntactic sugar for anonymous classes.
Before lambdas, anonymous classes can be used to achieve the same thing. Every lambda expression can be converted to an anonymous class.
If you are using IntelliJ IDEA, it can do the conversion for you:
Put the cursor in the lambda
Press alt/option + enter
To answer your question, the matter of fact is lambdas don’t let you do anything that you couldn’t do prior to java-8, rather it enables you to write more concise code. The benefits of this, is that your code will be clearer and more flexible.
One thing I don't see mentioned yet is that a lambda lets you define functionality where it's used.
So if you have some simple selection function you don't need to put it in a separate place with a bunch of boilerplate, you just write a lambda that's concise and locally relevant.
Yes many advantages are there.
No need to define whole class we can pass implementation of function it self as reference.
Internally creation of class will create .class file while if you use lambda then class creation is avoided by compiler because in lambda you are passing function implementation instead of class.
Code re-usability is higher then before
And as you said code is shorter then normal implementation.
Function composition and higher order functions.
Lambda functions can be used as building blocks towards building "higher order functions" or performing "function composition". Lambda functions can be seen as reusable building blocks in this sense.
Example of Higher Order Function via lambda:
Function<IntUnaryOperator, IntUnaryOperator> twice = f -> f.andThen(f);
IntUnaryOperator plusThree = i -> i + 3;
var g = twice.apply(plusThree);
System.out.println(g.applyAsInt(7))
Example Function Composition
Predicate<String> startsWithA = (text) -> text.startsWith("A");
Predicate<String> endsWithX = (text) -> text.endsWith("x");
Predicate<String> startsWithAAndEndsWithX =
(text) -> startsWithA.test(text) && endsWithX.test(text);
String input = "A hardworking person must relax";
boolean result = startsWithAAndEndsWithX.test(input);
System.out.println(result);
One benefit not yet mentioned is my favorite: lambdas make deferred execution really easy to write.
Log4j2 uses this for example, where instead of passing a value to conditionally log (a value that may have been expensive to calculate), you can now pass a lambda to calculate that expensive value. The difference being that before, that value was being calculated every time whether it got used or not, whereas now with lambdas if your log level decides not to log that statement, then the lambda never gets called, and that expensive calculation never takes place -- a performance boost!
Could that be done without lambdas? Yes, by surrounding each log statement with if() checks, or using verbose anonymous class syntax, but at the cost of horrible code noise.
Similar examples abound. Lambdas are like having your cake and eating it too: all the efficiency of gnarly multi-line optimized code squeezed down into the visual elegance of one-liners.
Edit: As requested by commenter, an example:
Old way, where expensiveCalculation() always gets called regardless of whether this log statement will actually use it:
logger.trace("expensive value was {}", expensiveCalculation());
New lambda efficient way, where expensiveCalculation() call won't happen unless trace log level is enabled:
logger.trace("expensive value was {}", () -> expensiveCalculation());

Java lambdas: replace -> operator with :: for stream filter

There is an event class:
public class Event {
private int index;
public int getIndex() {return index;}
}
Also there is a method - it selects an event sublist with certain values of "index" property. Extremely simple, but such functionality is widely used.
public List<Event> select(List<Event> scenario, List<Integer> indexesToInclude) {
Predicate<Event> indexMatcher = e -> indexesToInclude.contains(e.getIndex());
return scenario.stream().filter(indexMatcher).collect(Collectors.toList());
}
The task is to avoid usage of -> operator in favor of :: operator. Why? Because e -> ... looks like a workaround for such common task.
Is it possible to do?
I expect syntax like (this won't compile of course):
Predicate<Event> indexMatcher = { indexesToInclude.contains(Event::getIndex) };
however it can be a chain of methods or other solution without writing loops or creating new classes/methods.
Is it possible to do?
No. Lambda expressions (the so-called "workaround") are the way to do this. That's what they were added to the language for.
(Actually ... you could do this the old-school way by defining an anonymous inner class. But it won't be a one-liner.)
Why? Because e -> ... looks like a workaround for such common task.
I guess, it depends on your perspective. For instance, a syntax purist might consider s1 + i as a "workaround" for s1.concat(Integer.toString(i)).
In fact, these things are generally called "syntactic sugar" ... and they are added to a language to make it easier to write concise and readable code.
Obviously, to be able to read the code you first need to understand the syntax, then you need to get used to it.
Unfortunately, it seems that the real problem here seems to be that you don't like the Java lambda syntax. Sorry, but you will just need to get used to it. Fighting it is not going to work.

Predicates vs if statements

I have seen in some projects that people use Predicates instead of pure if statements, as illustrated with a simple example below:
int i = 5;
// Option 1
if (i == 5) {
// Do something
System.out.println("if statement");
}
// Option 2
Predicate<Integer> predicate = integer -> integer == 5;
if (predicate.test(i)) {
// Do something
System.out.println("predicate");
}
What's the point of preferring Predicates over if statements?
Using a predicate makes your code more flexible.
Instead of writing a condition that always checks if i == 5, you can write a condition that evaluates a Predicate, which allows you to pass different Predicates implementing different conditions.
For example, the Predicate can be passed as an argument to a method :
public void someMethod (Predicate<Integer> predicate) {
if(predicate.test(i)) {
// do something
System.out.println("predicate");
}
...
}
This is how the filter method of Stream works.
For the exact example that you provided, using a Predicate is a big over-kill. The compiler and then the runtime will create:
a method (de-sugared predicate)
a .class that will implement java.util.Predicate
an instance of the class created at 2
all this versus a simple if statement.
And all this for a stateless Predicate. If your predicate is statefull, like:
Predicate<Integer> p = (Integer j) -> this.isJGood(j); // you are capturing "this"
then every time you will use this Predicate, a new instance will be created (at least under the current JVM).
The only viable option IMO to create such a Predicate is, of course, to re-use it in multiple places (like passing as arguments to methods).
Using if statements is the best (read: most performant) way to check binary conditions.
The switch statement may be faster for more complex situations.
A Predicate are a special form of Function. In fact the java language architect work on a way to allow generic primitive types. This will make Predicate<T> roughly equivalent to Function<T, boolean> (modulo the test vs apply method name).
If a function (resp. method) takes one or more functions as argument(s), we call it higher-order function. We say that we are passing behaviour to a function. This allows us to create powerful APIs.
String result = Match(arg).of(
Case(isIn("-h", "--help"), help()),
Case(isIn("-v", "--version"), version()),
Case($(), cmd -> "unknown command: " + cmd)
);
This example is taken from Javaslang, a library for object-functional programming in Java 8+.
Disclaimer: I'm the creator of Javaslang.
Thi is an old question, but I'll give it a try, since I am battling with it myself...
In my attempt to excuse my own usage of predicates I have made a self-rule.
I believe Predicates are useful where the "logic point" - is NOT the: leaf | corner | the end - of a: graph | tree | straight line, which would make the logic point effectively a "logic joint".
By it being a joint (aka node) it has a state, a re-usable and mutable state, that serves as a means towards an end.
In a stream, where the data is supposed to traverse a path, predicates are useful since they grant a degree of access while keeping the integrity of the stream, this is why the best predicates IMO are only method references minimizing side effects.
Even though the most common form of Predicate is newObject.equal(old), which is in itself a BiPredicate, but CAN be used with a single Predicate with side effect lambda -> lambda.equal(localCache) (so this may be an exception to the Only Method References rule).
IF, the logic serves as the output/exit point towards a different architectural design, or component, or a code that is not written by you, or even if it is written by you, one that differs on its functionality, then an if-else is my way to go.
Another benefit of predicates in the case of reactive programming is that multiple subscribers can make use of the same defined logic gate.
But if the end point of a publisher will be a single lone subscriber (which would be a case similar to your example if I'm reaching), then the logic is better done with an if-else.

Inverse of Supplier<T> in Guava

I'm looking for the inverse of Supplier<T> in Guava. I hoped it would be called Consumer – nope – or Sink – exists, but is for primitive values.
Is it hidden somewhere and I'm missing it?
I'd like to see it for the same kinds of reasons that Supplier is useful. Admittedly, uses are less common, but many of the static methods of Suppliers, for example, would apply in an analogous way, and it would be useful to express in one line things like "send this supplier every value in this iterable".
In the meantime, Predicate and Function<T,Void> are ugly workarounds.
Your alternatives are:
Java 8 introduces a Consumer interface which you can compose.
Xtend's standard library contains Procedures.
Scala has Function*; if a function's return type is Unit, it is considered a side effect.
In all of these languages, you can use functional interfaces conveniently, so you could also use e.g. Functional Java's Effect.
Otherwise, you better rely on existing language constructs for performing side effects, e.g. the built-in for loop. Java < 8 inflicts tremendous syntactic overhead when using lambdas. See this question and this discussion.
You can use a Function and set the second Argument to java.lang.Void this Function can only return null.
You have already found the answer. If you just want to visit, you can use filter with a predicate that always returns true; if you are super defensive you can use any predicate and use an or function with an alwaysTrue in the filter itself; just add the or at the end to avoid shortcircuiting.
The problem is that even though I agree that conceptually Predicate and Consumer are different since a Predicate should be as stateless as possible and not have side effects while a consumer is only about the side effects, in practice the only syntactic difference is that one returns a boolean (that can be ignored) and the other void. If Guava had a Consumer, it would need to either duplicate several of the methods that take a Predicate to also take a Consumer or have Consumer inherit from Predicate.

How can I write a higher order function like map, or reduce in java?

I read an article on Joel On Software about the idea of using higher order functions to greatly simplify code through the use of map and reduce. He mentioned that this was difficult to do in Java. The article: http://www.joelonsoftware.com/items/2006/08/01.html
The example from the article below, loops through an array, and uses the function fn that was passed as an argument on each element in the array:
function map(fn, a)
{
for (i = 0; i < a.length; i++)
{
a[i] = fn(a[i]);
}
}
This would be invoked similar to the below in practice:
map( function(x){return x*2;}, a );
map( alert, a );
Ideally I'd like to write a map function to work on arrays, or Collections of any type if possible.
I have been looking around on the Internet, and I am having a difficult time finding resources on the subject. Firstly, are anonymous functions possible in java? Is this possible to do in another way? Will it be available in a future version of java? If possible, how can I do it?
I imagine that if this is not possible in Java there is some kind of 'pattern'/technique that people use to achieve the same effect, as I imagine anonymous functions are a very powerful tool in the software world. the only similar question I was able to find was this: Java generics - implementing higher order functions like map and it makes absolutely no sense to me.
Guava provides map (but it's called transform instead, and is in utility classes like Lists and Collections2). It doesn't provide fold/reduce, however.
In any case, the syntax for using transform feels really clunky compared to using map in Scheme. It's a bit like trying to write with your left hand, if you're right-handed. But, this is Java; what do you expect. :-P
Looks like this one?
How can I write an anonymous function in Java?
P.S: try Functional Java. Maybe it could give you hints.
Single method anonymous classes provide a similar, but much more verbose, way of writing an anonymous function in Java.
For example, you could have:
Iterable<Source> foos = ...;
Iterable<Destination> mappedFoos = foos.map(new Function<Source, Destination>()
{
public Destination apply(Source item) { return ... }
});
For an example of a Java library with a functional style, see Guava
interface Func<V,A> {
V call (A a);
}
static <V,A> List<V> map (Func<V,A> func, List<A> as) {
List<V> vs = new ArrayList<V>(as.size());
for (A a : as) {
Vs.add(func.call(a));
}
return vs;
}
Paguro has an open-source implementation of higher order functions. Initial test show it to be 98% as fast as the native Java forEach loop. The operations it supports are applied lazily without modifying the underlying collection. It outputs to type-safe versions of the immutable (and sometimes mutable) Clojure collections. Transformable is built into Paguro's unmodifiable and immutable collections and interfaces. To use a raw java.util collection as input, just wrap it with the xform() function.

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