提交 f828657d 编写于 作者: A Aljoscha Krettek

[FLINK-4460] Add side outputs for ProcessFunction

上级 d4069159
/*
* Licensed to the Apache Software Foundation (ASF) under one or more
* contributor license agreements. See the NOTICE file distributed with
* this work for additional information regarding copyright ownership.
* The ASF licenses this file to You under the Apache License, Version 2.0
* (the "License"); you may not use this file except in compliance with
* the License. You may obtain a copy of the License at
*
* http://www.apache.org/licenses/LICENSE-2.0
*
* Unless required by applicable law or agreed to in writing, software
* distributed under the License is distributed on an "AS IS" BASIS,
* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
* See the License for the specific language governing permissions and
* limitations under the License.
*/
package org.apache.flink.streaming.examples.sideoutput;
import org.apache.flink.api.common.functions.MapFunction;
import org.apache.flink.api.java.functions.KeySelector;
import org.apache.flink.streaming.api.TimeCharacteristic;
import org.apache.flink.streaming.api.datastream.SingleOutputStreamOperator;
import org.apache.flink.streaming.api.functions.ProcessFunction;
import org.apache.flink.streaming.api.windowing.assigners.TumblingEventTimeWindows;
import org.apache.flink.streaming.api.windowing.time.Time;
import org.apache.flink.util.OutputTag;
import org.apache.flink.api.java.tuple.Tuple2;
import org.apache.flink.api.java.utils.ParameterTool;
import org.apache.flink.examples.java.wordcount.util.WordCountData;
import org.apache.flink.streaming.api.datastream.DataStream;
import org.apache.flink.streaming.api.environment.StreamExecutionEnvironment;
import org.apache.flink.util.Collector;
/**
* An example that illustrates the use of side outputs.
*
* <p>This is a modified version of {@link org.apache.flink.streaming.examples.windowing.WindowWordCount}
* that has a filter in the tokenizer and only emits some words for counting
* while emitting the other words to a side output.
*/
public class SideOutputExample {
/**
* We need to create an {@link OutputTag} so that we can reference it when emitting
* data to a side output and also to retrieve the side output stream from an operation.
*/
static final OutputTag<String> rejectedWordsTag = new OutputTag<String>("rejected") {};
public static void main(String[] args) throws Exception {
// Checking input parameters
final ParameterTool params = ParameterTool.fromArgs(args);
// set up the execution environment
final StreamExecutionEnvironment env = StreamExecutionEnvironment.getExecutionEnvironment();
env.setStreamTimeCharacteristic(TimeCharacteristic.IngestionTime);
// make parameters available in the web interface
env.getConfig().setGlobalJobParameters(params);
// get input data
DataStream<String> text;
if (params.has("input")) {
// read the text file from given input path
text = env.readTextFile(params.get("input"));
} else {
System.out.println("Executing WordCount example with default input data set.");
System.out.println("Use --input to specify file input.");
// get default test text data
text = env.fromElements(WordCountData.WORDS);
}
SingleOutputStreamOperator<Tuple2<String, Integer>> tokenized = text
.keyBy(new KeySelector<String, Integer>() {
private static final long serialVersionUID = 1L;
@Override
public Integer getKey(String value) throws Exception {
return 0;
}
})
.process(new Tokenizer());
DataStream<String> rejectedWords = tokenized
.getSideOutput(rejectedWordsTag)
.map(new MapFunction<String, String>() {
private static final long serialVersionUID = 1L;
@Override
public String map(String value) throws Exception {
return "rejected: " + value;
}
});
DataStream<Tuple2<String, Integer>> counts = tokenized
.keyBy(0)
.window(TumblingEventTimeWindows.of(Time.seconds(5)))
// group by the tuple field "0" and sum up tuple field "1"
.sum(1);
// emit result
if (params.has("output")) {
counts.writeAsText(params.get("output"));
rejectedWords.writeAsText(params.get("rejected-words-output"));
} else {
System.out.println("Printing result to stdout. Use --output to specify output path.");
counts.print();
rejectedWords.print();
}
// execute program
env.execute("Streaming WordCount SideOutput");
}
// *************************************************************************
// USER FUNCTIONS
// *************************************************************************
/**
* Implements the string tokenizer that splits sentences into words as a
* user-defined FlatMapFunction. The function takes a line (String) and
* splits it into multiple pairs in the form of "(word,1)" ({@code Tuple2<String,
* Integer>}).
*
* <p>This rejects words that are longer than 5 characters long.
*/
public static final class Tokenizer extends ProcessFunction<String, Tuple2<String, Integer>> {
private static final long serialVersionUID = 1L;
@Override
public void processElement(
String value,
Context ctx,
Collector<Tuple2<String, Integer>> out) throws Exception {
// normalize and split the line
String[] tokens = value.toLowerCase().split("\\W+");
// emit the pairs
for (String token : tokens) {
if (token.length() > 5) {
ctx.output(rejectedWordsTag, token);
} else if (token.length() > 0) {
out.collect(new Tuple2<>(token, 1));
}
}
}
}
}
......@@ -23,6 +23,7 @@ import org.apache.flink.api.common.functions.AbstractRichFunction;
import org.apache.flink.streaming.api.TimeDomain;
import org.apache.flink.streaming.api.TimerService;
import org.apache.flink.util.Collector;
import org.apache.flink.util.OutputTag;
/**
* A function that processes elements of a stream.
......@@ -101,6 +102,14 @@ public abstract class ProcessFunction<I, O> extends AbstractRichFunction {
* A {@link TimerService} for querying time and registering timers.
*/
public abstract TimerService timerService();
/**
* Emits a record to the side output identified by the {@link OutputTag}.
*
* @param outputTag the {@code OutputTag} that identifies the side output to emit to.
* @param value The record to emit.
*/
public abstract <X> void output(OutputTag<X> outputTag, X value);
}
/**
......
......@@ -25,6 +25,7 @@ import org.apache.flink.streaming.api.TimeDomain;
import org.apache.flink.streaming.api.TimerService;
import org.apache.flink.streaming.api.functions.ProcessFunction;
import org.apache.flink.streaming.runtime.streamrecord.StreamRecord;
import org.apache.flink.util.OutputTag;
import static org.apache.flink.util.Preconditions.checkNotNull;
import static org.apache.flink.util.Preconditions.checkState;
......@@ -38,9 +39,9 @@ public class KeyedProcessOperator<K, IN, OUT>
private transient TimestampedCollector<OUT> collector;
private transient ContextImpl<IN, OUT> context;
private transient ContextImpl context;
private transient OnTimerContextImpl<IN, OUT> onTimerContext;
private transient OnTimerContextImpl onTimerContext;
public KeyedProcessOperator(ProcessFunction<IN, OUT> function) {
super(function);
......@@ -58,8 +59,8 @@ public class KeyedProcessOperator<K, IN, OUT>
TimerService timerService = new SimpleTimerService(internalTimerService);
context = new ContextImpl<>(userFunction, timerService);
onTimerContext = new OnTimerContextImpl<>(userFunction, timerService);
context = new ContextImpl(userFunction, timerService);
onTimerContext = new OnTimerContextImpl(userFunction, timerService);
}
@Override
......@@ -90,7 +91,7 @@ public class KeyedProcessOperator<K, IN, OUT>
context.element = null;
}
private static class ContextImpl<IN, OUT> extends ProcessFunction<IN, OUT>.Context {
private class ContextImpl extends ProcessFunction<IN, OUT>.Context {
private final TimerService timerService;
......@@ -112,13 +113,18 @@ public class KeyedProcessOperator<K, IN, OUT>
}
}
@Override
public <X> void output(OutputTag<X> outputTag, X value) {
output.collect(outputTag, new StreamRecord<>(value, element.getTimestamp()));
}
@Override
public TimerService timerService() {
return timerService;
}
}
private static class OnTimerContextImpl<IN, OUT> extends ProcessFunction<IN, OUT>.OnTimerContext{
private class OnTimerContextImpl extends ProcessFunction<IN, OUT>.OnTimerContext{
private final TimerService timerService;
......@@ -143,6 +149,11 @@ public class KeyedProcessOperator<K, IN, OUT>
return timer.getTimestamp();
}
@Override
public <X> void output(OutputTag<X> outputTag, X value) {
output.collect(outputTag, new StreamRecord<>(value, timer.getTimestamp()));
}
@Override
public TimerService timerService() {
return timerService;
......
......@@ -23,6 +23,7 @@ import org.apache.flink.streaming.api.functions.ProcessFunction;
import org.apache.flink.streaming.api.watermark.Watermark;
import org.apache.flink.streaming.runtime.streamrecord.StreamRecord;
import org.apache.flink.streaming.runtime.tasks.ProcessingTimeService;
import org.apache.flink.util.OutputTag;
import static org.apache.flink.util.Preconditions.checkState;
......@@ -92,6 +93,11 @@ public class ProcessOperator<IN, OUT>
}
}
@Override
public <X> void output(OutputTag<X> outputTag, X value) {
output.collect(outputTag, new StreamRecord<>(value, element.getTimestamp()));
}
@Override
public long currentProcessingTime() {
return processingTimeService.getCurrentProcessingTime();
......
......@@ -18,6 +18,7 @@
package org.apache.flink.test.streaming.runtime;
import org.apache.flink.api.common.functions.FlatMapFunction;
import org.apache.flink.streaming.api.functions.ProcessFunction;
import org.apache.flink.util.OutputTag;
import org.apache.flink.api.java.functions.KeySelector;
import org.apache.flink.streaming.api.TimeCharacteristic;
......@@ -57,6 +58,151 @@ public class SideOutputITCase extends StreamingMultipleProgramsTestBase {
elements.add(4);
}
private final static OutputTag<String> sideOutputTag = new OutputTag<String>("side"){};
private final static OutputTag<String> otherSideOutputTag = new OutputTag<String>("other-side"){};
/**
* Test ProcessFunction side output.
*/
@Test
public void testProcessFunctionSideOutput() throws Exception {
TestListResultSink<String> sideOutputResultSink = new TestListResultSink<>();
TestListResultSink<Integer> resultSink = new TestListResultSink<>();
StreamExecutionEnvironment see = StreamExecutionEnvironment.getExecutionEnvironment();
see.setParallelism(3);
DataStream<Integer> dataStream = see.fromCollection(elements);
SingleOutputStreamOperator<Integer> passThroughtStream = dataStream
.process(new ProcessFunction<Integer, Integer>() {
private static final long serialVersionUID = 1L;
@Override
public void processElement(
Integer value, Context ctx, Collector<Integer> out) throws Exception {
out.collect(value);
ctx.output(sideOutputTag, "sideout-" + String.valueOf(value));
}
});
passThroughtStream.getSideOutput(sideOutputTag).addSink(sideOutputResultSink);
passThroughtStream.addSink(resultSink);
see.execute();
assertEquals(Arrays.asList("sideout-1", "sideout-2", "sideout-3", "sideout-4", "sideout-5"), sideOutputResultSink.getSortedResult());
assertEquals(Arrays.asList(1, 2, 3, 4, 5), resultSink.getSortedResult());
}
/**
* Test keyed ProcessFunction side output.
*/
@Test
public void testKeyedProcessFunctionSideOutput() throws Exception {
TestListResultSink<String> sideOutputResultSink = new TestListResultSink<>();
TestListResultSink<Integer> resultSink = new TestListResultSink<>();
StreamExecutionEnvironment see = StreamExecutionEnvironment.getExecutionEnvironment();
see.setParallelism(3);
DataStream<Integer> dataStream = see.fromCollection(elements);
SingleOutputStreamOperator<Integer> passThroughtStream = dataStream
.keyBy(new KeySelector<Integer, Integer>() {
private static final long serialVersionUID = 1L;
@Override
public Integer getKey(Integer value) throws Exception {
return value;
}
})
.process(new ProcessFunction<Integer, Integer>() {
private static final long serialVersionUID = 1L;
@Override
public void processElement(
Integer value, Context ctx, Collector<Integer> out) throws Exception {
out.collect(value);
ctx.output(sideOutputTag, "sideout-" + String.valueOf(value));
}
});
passThroughtStream.getSideOutput(sideOutputTag).addSink(sideOutputResultSink);
passThroughtStream.addSink(resultSink);
see.execute();
assertEquals(Arrays.asList("sideout-1", "sideout-2", "sideout-3", "sideout-4", "sideout-5"), sideOutputResultSink.getSortedResult());
assertEquals(Arrays.asList(1, 2, 3, 4, 5), resultSink.getSortedResult());
}
/**
* Test ProcessFunction side outputs with wrong {@code OutputTag}.
*/
@Test
public void testProcessFunctionSideOutputWithWrongTag() throws Exception {
TestListResultSink<String> sideOutputResultSink = new TestListResultSink<>();
StreamExecutionEnvironment see = StreamExecutionEnvironment.getExecutionEnvironment();
see.setParallelism(3);
DataStream<Integer> dataStream = see.fromCollection(elements);
dataStream
.process(new ProcessFunction<Integer, Integer>() {
private static final long serialVersionUID = 1L;
@Override
public void processElement(
Integer value, Context ctx, Collector<Integer> out) throws Exception {
out.collect(value);
ctx.output(otherSideOutputTag, "sideout-" + String.valueOf(value));
}
}).getSideOutput(sideOutputTag).addSink(sideOutputResultSink);
see.execute();
assertEquals(Arrays.asList(), sideOutputResultSink.getSortedResult());
}
/**
* Test keyed ProcessFunction side outputs with wrong {@code OutputTag}.
*/
@Test
public void testKeyedProcessFunctionSideOutputWithWrongTag() throws Exception {
TestListResultSink<String> sideOutputResultSink = new TestListResultSink<>();
StreamExecutionEnvironment see = StreamExecutionEnvironment.getExecutionEnvironment();
see.setParallelism(3);
DataStream<Integer> dataStream = see.fromCollection(elements);
dataStream
.keyBy(new KeySelector<Integer, Integer>() {
private static final long serialVersionUID = 1L;
@Override
public Integer getKey(Integer value) throws Exception {
return value;
}
})
.process(new ProcessFunction<Integer, Integer>() {
private static final long serialVersionUID = 1L;
@Override
public void processElement(
Integer value, Context ctx, Collector<Integer> out) throws Exception {
out.collect(value);
ctx.output(otherSideOutputTag, "sideout-" + String.valueOf(value));
}
}).getSideOutput(sideOutputTag).addSink(sideOutputResultSink);
see.execute();
assertEquals(Arrays.asList(), sideOutputResultSink.getSortedResult());
}
private static class TestWatermarkAssigner implements AssignerWithPunctuatedWatermarks<Integer> {
private static final long serialVersionUID = 1L;
......
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