Collector Rosetta Stone
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The interface Collector<T,A,R> serves the standard Java streams framework for MapReduce-like tasks with added in-memory processing capability a la Apache Spark.
You will use interface AccumulatorCombinerReducer<V,A,R> for our MapReduce assignments which is almost a one-to-one match with interface Collector<T,A,R> but de-ultra-uber-hyper-mega-super-lambdafied.
One To One
CSE 231s: AccumulatorCombinerReducer<V, A, R> | Java Streams: Collector<T, A, R> | |
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public interface AccumulatorCombinerReducer<V, A, R> {
A createMutableContainer();
void accumulate(A container, V item);
void combine(A containerA, A containerB);
R reduce(A container);
}
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==methods==
=== createMutableContainer a.k.a. supplier get===
We use createMutableContainer() to create a new mutable container. For classic map reduce this would be a [https://docs.oracle.com/javase/8/docs/api/java/util/List.html List<V>].
rosetta stone: <code>container = collector.supplier().get()</code> <math>\leftrightarrow</math> <code>container = reducer.createMutableContainer()</code>
=== accumulate a.k.a. accumulator accept===
We use accumulate(container,item) to accumulate a value. For classic map reduce this would add an item to a list.
rosetta stone: <code>collector.accumulator().accept(container,item);</code> <math>\leftrightarrow</math> <code>reducer.accumulate(container,item)</code>
=== combine a.k.a. combiner apply===
We use combine(containerA,containerB) to combine two accumulators. You may combine containerB into containerA or containerA into containerB. Just return whichever is the combined result.
rosetta stone: <code>collector.combiner().apply(containerA,containerB)</code> <math>\leftrightarrow</math> <code>reducer.combine(containerA,containerB)</code>
=== reduce a.k.a. finisher apply===
We use reduce(container) to reduce an accumulator.
rosetta stone: <code>collector.finisher().apply(container)</code> <math>\leftrightarrow</math> <code>r = reducer.reduce(container)</code>
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public interface Collector<T, A, R> {
Supplier<A> supplier();
BiConsumer<A, T> accumulator();
BinaryOperator<A> combiner();
Function<A, R> finisher();
}
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Converting Back And Forth
public class StreamUtils {
public static <V, A, R> Collector<V, A, R> toCollector(
AccumulatorCombinerReducer<V, A, R> accumulatorCombinerReducer) {
return new Collector<V, A, R>() {
@Override
public Supplier<A> supplier() {
return () -> accumulatorCombinerReducer.createMutableContainer();
}
@Override
public BiConsumer<A, V> accumulator() {
return (container, item) -> accumulatorCombinerReducer.accumulate(container, item);
}
@Override
public BinaryOperator<A> combiner() {
return (a, b) -> {
accumulatorCombinerReducer.combine(a, b);
return a;
};
}
@Override
public Function<A, R> finisher() {
return (container) -> accumulatorCombinerReducer.reduce(container);
}
@Override
public Set<Characteristics> characteristics() {
return accumulatorCombinerReducer.collectorCharacteristics();
}
};
}
public static <V, A, R> AccumulatorCombinerReducer<V, A, R> toAccumulatorCombinerReducer(
Collector<V, A, R> collector) {
return new AccumulatorCombinerReducer<V, A, R>() {
@Override
public A createMutableContainer() {
return collector.supplier().get();
}
@Override
public void accumulate(A container, V item) {
collector.accumulator().accept(container, item);
}
@Override
public void combine(A containerA, A containerB) {
A result = collector.combiner().apply(containerA, containerB);
if (result != containerA) {
throw new RuntimeException("collector must combine b into a and return a.");
}
}
@Override
public R reduce(A container) {
return collector.finisher().apply(container);
}
@Override
public Set<Characteristics> collectorCharacteristics() {
return collector.characteristics();
}
};
}
public static AccumulatorCombinerReducer<Integer, ?, Integer> summingIntAccumulatorCombinerReducer() {
return toAccumulatorCombinerReducer(Collectors.summingInt(Integer::intValue));
}
}