Run across this very interesting but one year old presentation by Brian Goetz - in the slide linked he presents an aggregateBy()
method supposedly in the Stream
The aggregate operation can be done using the Collectors class. So in the video, the example would be equivalent to :
Map<String, Integer> map =
documents.stream().collect(Collectors.groupingBy(Document::getAuthor, Collectors.summingInt(Document::getPageCount)));
The groupingBy
method will give you a Map<String, List<Document>>
. Now you have to use a downstream collector to sum all the page count for each document in the List
associated with each key.
This is done by providing a downstream collector to groupingBy
, which is summingInt
, resulting in a Map<String, Integer>
.
I think that they removed this operation and created the Collectors
class instead to have a useful class that contains a lot of reductions that you will use commonly.
This particular Javadoc entry is about the closest thing I could find on this piece of aggregation in Java 8. Even though it's a third party API, the signatures seem to line up pretty well - you provide some function to get values from, some terminal function for values (zero, in this case), and some function to combine the function and the values together.
It feels a lot like a Collector, which would offer us the ability to do this.
Map<String, Integer> strIntMap =
intList.stream()
.collect(Collectors
.groupingBy(Document::getAuthor,
Collectors.summingInt(Document::getPageCount)));
The idea then is that we group on the author's name for each entry in our list, and add up the total page numbers that the author has into a Map<String, Integer>
.
Let's say we have a list of employees with their department and salary and we want the total salary paid by each department.
There are several ways to do it and you could for example use a toMap
collector to aggregate the data per department:
Example:
import static java.util.stream.Collectors.*;
public static void main(String[] args) {
List<Person> persons = Arrays.asList(new Person("John", "Sales", 10000),
new Person("Helena", "Sales", 10000),
new Person("Somebody", "Marketing", 15000));
Map<String, Double> salaryByDepartment = persons.stream()
.collect(toMap(Person::department, Person::salary, (s1, s2) -> s1 + s2));
System.out.println("salary by department = " + salaryByDepartment);
}
As often with streams, there are several ways to get the desired result, for example:
import static java.util.stream.Collectors.*;
Map<String, Double> salaryByDepartment = persons.stream()
.collect(groupingBy(Person::department, summingDouble(Person::salary)));
For reference, the Person class:
static class Person {
private final String name, department;
private final double salary;
public Person(String name, String department, double salary) {
this.name = name;
this.department = department;
this.salary = salary;
}
public String name() { return name; }
public String department() { return department; }
public double salary() { return salary; }
}