Created
April 8, 2014 00:12
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Dynamic filtering using Java 8 streams.
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import java.util.*; | |
import java.util.function.*; | |
import java.util.stream.*; | |
import static java.util.stream.Collectors.*; | |
import static java.util.Comparator.*; | |
/** | |
* http://stackoverflow.com/questions/22845574/how-to-dynamically-do-filtering-in-java-8 | |
* | |
* Examples of how to construct stream pipelines dynamically using predicates | |
* and context-sensitive filtering criteria. Instances of functional interfaces | |
* are stored in data structures and are composed using reduce() and are then | |
* applied to the stream. This allows an arbitrary number of predicates or | |
* filtering criteria to be applied in one pipeline stage. | |
* | |
* @author smarks | |
*/ | |
public class DynamicFiltering { | |
public static void main(String[] args) { | |
DynamicFiltering df = new DynamicFiltering(); | |
df.composeCriteria(); | |
df.composePredicates(); | |
} | |
/** | |
* Composes several predicates into a single predicate, and then | |
* applies the composite predicate to a stream. | |
*/ | |
void composePredicates() { | |
System.out.println(); | |
System.out.println("Composed predicates:"); | |
System.out.println(); | |
List<Predicate<Widget>> allPredicates = Arrays.asList( | |
w -> w.length() >= 10, | |
w -> w.weight() > 40.0, | |
w -> w.name().compareTo("c") > 0 | |
); | |
Predicate<Widget> compositePredicate = | |
allPredicates.stream() | |
.reduce(w -> true, Predicate::and); | |
widgetList.stream() | |
.filter(compositePredicate) | |
.forEach(System.out::println); | |
} | |
/** | |
* Composes several criteria into a single criterion, and then | |
* applies the composite criterion to a stream. | |
*/ | |
void composeCriteria() { | |
System.out.println(); | |
System.out.println("Composed criteria:"); | |
System.out.println(); | |
List<Criterion> allCriteria = Arrays.asList( | |
fromPredicate(w -> w.length() > 10), | |
topN(comparing(Widget::length).reversed(), 4L), | |
topPercent(comparing(Widget::weight), 0.50) | |
); | |
Criterion compositeCriteria = | |
allCriteria.stream() | |
.reduce(c -> c, (c1, c2) -> (s -> c2.apply(c1.apply(s)))); | |
compositeCriteria.apply(widgetList.stream()) | |
.forEach(System.out::println); | |
} | |
/** | |
* Creates a Criterion from a Predicate. | |
*/ | |
Criterion fromPredicate(Predicate<Widget> pred) { | |
return stream -> stream.filter(pred); | |
} | |
/** | |
* Creates a Criterion that sorts the stream using a Comparator {@code cmp} | |
* and then returns a stream of the first {@code n} elements of the result. | |
*/ | |
Criterion topN(Comparator<Widget> cmp, long n) { | |
return stream -> stream.sorted(cmp).limit(n); | |
} | |
/** | |
* Creates a Criterion that sorts the stream using a Comparator {@code cmp} | |
* and then returns a stream of the first {@code pct} portion of the | |
* elements. The {@code pct} value should be between 0.0 and 1.0. | |
*/ | |
Criterion topPercent(Comparator<Widget> cmp, double pct) { | |
return stream -> { | |
List<Widget> temp = | |
stream.sorted(cmp).collect(toList()); | |
return temp.stream() | |
.limit((long)(temp.size() * pct)); | |
}; | |
} | |
/** | |
* Creates a Criterion that sorts the stream using a Comparator {@code cmp} | |
* and then returns a stream of the percentile range from {@code from} to | |
* {@code to} expressed as fractions between 0.0 and 1.0. | |
* | |
* See this followup question: | |
* http://stackoverflow.com/questions/22917270/how-to-get-a-range-of-items-from-stream-using-java-8-lambda | |
*/ | |
Criterion topPercentFromRange(Comparator<Widget> cmp, double from, double to) { | |
return stream -> { | |
List<Widget> temp = | |
stream.sorted(cmp).collect(toList()); | |
return temp.stream() | |
.skip((long)(temp.size() * from)) | |
.limit((long)(temp.size() * (to - from))); | |
}; | |
} | |
List<Widget> widgetList; | |
/** | |
* Populates widgetList with some sample data. | |
*/ | |
DynamicFiltering() { | |
widgetList = Arrays.asList( | |
new Widget("a", 20, 22.5), | |
new Widget("b", 10, 15.2), | |
new Widget("c", 30, 95.7), | |
new Widget("d", 25, 7.5), | |
new Widget("e", 17, 62.7), | |
new Widget("f", 28, 44.1), | |
new Widget("g", 9, 13.2), | |
new Widget("h", 13, 33.5), | |
new Widget("i", 42, 14.0), | |
new Widget("j", 37, 59.3) | |
); | |
} | |
} | |
/** | |
* A function that takes a Stream<Widget> and returns a Stream<Widget>. | |
* This is essentially a UnaryOperator<Stream<Widget>> but it's defined using | |
* specific types so that there are fewer generics. Simple intermediate | |
* operations like filter() take a Stream<T> and return Stream<T>, so chaining | |
* Criterion objects together is like adding a variable number of intermediate | |
* operations to a pipeline. A Criterion may be "context-sensitive" in that | |
* it may use information about the size of the stream. In order to compute | |
* this, the stream elements must first be collected into a list, so that the | |
* number of elements can be determined before filtering a subset of the | |
* elements based on their number. | |
*/ | |
@FunctionalInterface | |
interface Criterion { | |
Stream<Widget> apply(Stream<Widget> s); | |
} | |
/** | |
* A POJO that has name, length, and weight attributes. | |
*/ | |
class Widget { | |
final String name; | |
final int length; | |
final double weight; | |
public Widget(String name, int length, double weight) { | |
this.name = name; | |
this.length = length; | |
this.weight = weight; | |
} | |
public String name() { return name; } | |
public int length() { return length; } | |
public double weight() { return weight; } | |
@Override | |
public String toString() { | |
return String.format("[%s, %2d, %4.1f]", name, length, weight); | |
} | |
} |
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