Created
September 4, 2016 09:55
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Spark try-map functionality for Java
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package it.test; | |
import java.io.Serializable; | |
import java.util.HashSet; | |
import java.util.LinkedList; | |
import java.util.List; | |
import java.util.stream.Collectors; | |
import java.util.stream.IntStream; | |
import org.apache.spark.Accumulator; | |
import org.apache.spark.AccumulatorParam; | |
import org.apache.spark.SparkConf; | |
import org.apache.spark.api.java.JavaSparkContext; | |
import org.apache.spark.api.java.function.FlatMapFunction; | |
import org.apache.spark.api.java.function.Function; | |
/** | |
* | |
*/ | |
public class TryMapJava { | |
public static void main(String[] args) { | |
SparkConf conf = new SparkConf().setMaster("local").setAppName("Test Exceptions"); | |
JavaSparkContext sc = new JavaSparkContext(conf); | |
Accumulator<HashSet<Throwable>> exceptions = sc.accumulator(new HashSet<>(), new HashSetAccumulatorParam<>()); | |
// // Original | |
// long result = sc.parallelize(IntStream.range(1, 100).boxed().collect(Collectors.toList())) | |
// .map(TryMapJava::myConversion) | |
// .count(); | |
// With try | |
long result = sc.parallelize(IntStream.range(1, 100).boxed().collect(Collectors.toList())) | |
.flatMap(TryWrapper.of(exceptions, TryMapJava::myConversion)) | |
.count(); | |
// Printing the result | |
System.out.println(result); | |
int i = 1; | |
for (Throwable t : exceptions.value()) { | |
System.out.println("Exception " + (i++) + ": " + t.getMessage()); | |
} | |
} | |
public static String myConversion(int num) { | |
if (num % 5 == 0) { | |
throw new RuntimeException("A forced exception..."); | |
} | |
return ">> " + num; | |
} | |
// Classes used to implement the functionality | |
public static class TryWrapper<S, R> implements FlatMapFunction<S, R>, Serializable { | |
private Accumulator<HashSet<Throwable>> exceptions; | |
private Function<S, R> function; | |
private TryWrapper(Accumulator<HashSet<Throwable>> exceptions, Function<S, R> function) { | |
this.exceptions = exceptions; | |
this.function = function; | |
} | |
public static <S, R> TryWrapper<S, R> of(Accumulator<HashSet<Throwable>> exceptions, Function<S, R> function) { | |
return new TryWrapper<S, R>(exceptions, function); | |
} | |
@Override | |
public Iterable<R> call(S s) throws Exception { | |
List<R> resultIterable = new LinkedList<>(); | |
try { | |
R result = function.call(s); | |
resultIterable.add(result); | |
} catch (Throwable t) { | |
HashSet exc = new HashSet(); | |
exc.add(t); | |
exceptions.add(exc); | |
} | |
return resultIterable; | |
} | |
} | |
public static class HashSetAccumulatorParam<T> implements AccumulatorParam<HashSet<T>> { | |
@Override | |
public HashSet<T> addAccumulator(HashSet<T> t1, HashSet<T> t2) { | |
t1.addAll(t2); | |
return t1; | |
} | |
@Override | |
public HashSet<T> addInPlace(HashSet<T> r1, HashSet<T> r2) { | |
return addAccumulator(r1, r2); | |
} | |
@Override | |
public HashSet<T> zero(HashSet<T> initialValue) { | |
return new HashSet<>(); | |
} | |
} | |
} | |
package it.test;
import java.io.Serializable;
import java.util.HashSet;
import java.util.Iterator;
import java.util.LinkedList;
import java.util.List;
import java.util.stream.Collectors;
import java.util.stream.IntStream;
import org.apache.spark.AccumulatorParam;
import org.apache.spark.SparkConf;
import org.apache.spark.api.java.JavaSparkContext;
import org.apache.spark.api.java.function.FlatMapFunction;
import org.apache.spark.api.java.function.Function;
import org.apache.spark.util.AccumulatorV2;
import org.apache.spark.util.CollectionAccumulator;
public class TryMapJava {
public static void main(String[] args) {
SparkConf conf = new SparkConf().setMaster("local").setAppName("Test Exceptions");
JavaSparkContext sc = new JavaSparkContext(conf);
CollectionAccumulator<Throwable> exceptions = sc.sc().collectionAccumulator();
// // Original
// long result = sc.parallelize(IntStream.range(1, 100).boxed().collect(Collectors.toList()))
// .map(TryMapJava::myConversion)
// .count();
// With try
long result = sc.parallelize(IntStream.range(1, 100).boxed().collect(Collectors.toList()))
.flatMap(TryWrapper.of(exceptions, TryMapJava::myConversion))
.count();
// Printing the result
System.out.println(result);
int i = 1;
for (Throwable t : exceptions.value()) {
System.out.println("Exception " + (i++) + ": " + t.getMessage());
}
}
public static String myConversion(int num) {
if (num % 5 == 0) {
throw new RuntimeException("A forced exception...");
}
return ">> " + num;
}
public static class TryWrapper<S, R> implements FlatMapFunction<S, R>, Serializable {
private CollectionAccumulator<Throwable> exceptions;
private Function<S, R> function;
private TryWrapper(CollectionAccumulator<Throwable> exceptions, Function<S, R> function) {
this.exceptions = exceptions;
this.function = function;
}
public static <S, R> TryWrapper<S, R> of(CollectionAccumulator<Throwable> exceptions, Function<S, R> function) {
return new TryWrapper<>(exceptions, function);
}
@Override
public Iterator<R> call(S s) throws Exception {
List<R> resultIterable = new LinkedList<>();
try {
R result = function.call(s);
resultIterable.add(result);
} catch (Throwable t) {
exceptions.add(t);
}
return resultIterable.iterator();
}
}
}
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when i imported the above code getting below error.
'call(S)' in 'TryMapJava.TryWrapper' clashes with 'call(T)' in 'org.apache.spark.api.java.function.FlatMapFunction'; attempting to use incompatible return type