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/**
* 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
* <p/>
* http://www.apache.org/licenses/LICENSE-2.0
* <p/>
* 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.storm.trident.windowing;
import java.util.ArrayList;
import java.util.List;
import java.util.Queue;
import java.util.concurrent.ConcurrentLinkedQueue;
import java.util.concurrent.atomic.AtomicInteger;
import org.apache.storm.coordination.BatchOutputCollector;
import org.apache.storm.shade.com.google.common.collect.Lists;
import org.apache.storm.trident.operation.Aggregator;
import org.apache.storm.trident.operation.TridentCollector;
import org.apache.storm.trident.tuple.TridentTuple;
import org.apache.storm.trident.windowing.config.WindowConfig;
import org.apache.storm.trident.windowing.strategy.WindowStrategy;
import org.apache.storm.windowing.EvictionPolicy;
import org.apache.storm.windowing.TriggerPolicy;
import org.apache.storm.windowing.WindowLifecycleListener;
import org.apache.storm.windowing.WindowManager;
import org.slf4j.Logger;
import org.slf4j.LoggerFactory;
/**
* Basic functionality to manage trident tuple events using {@code WindowManager} and {@code WindowsStore} for storing tuples and triggers
* related information.
*/
public abstract class AbstractTridentWindowManager<T> implements ITridentWindowManager {
private static final Logger LOG = LoggerFactory.getLogger(AbstractTridentWindowManager.class);
protected final WindowManager<T> windowManager;
protected final Aggregator aggregator;
protected final BatchOutputCollector delegateCollector;
protected final String windowTaskId;
protected final WindowsStore windowStore;
protected final Queue<TriggerResult> pendingTriggers = new ConcurrentLinkedQueue<>();
protected final AtomicInteger triggerId = new AtomicInteger();
private final String windowTriggerCountId;
private final TriggerPolicy<T, ?> triggerPolicy;
public AbstractTridentWindowManager(WindowConfig windowConfig, String windowTaskId, WindowsStore windowStore,
Aggregator aggregator, BatchOutputCollector delegateCollector) {
this.windowTaskId = windowTaskId;
this.windowStore = windowStore;
this.aggregator = aggregator;
this.delegateCollector = delegateCollector;
windowTriggerCountId = WindowTridentProcessor.TRIGGER_COUNT_PREFIX + windowTaskId;
windowManager = new WindowManager<>(new TridentWindowLifeCycleListener());
WindowStrategy<T> windowStrategy = windowConfig.getWindowStrategy();
EvictionPolicy<T, ?> evictionPolicy = windowStrategy.getEvictionPolicy();
windowManager.setEvictionPolicy(evictionPolicy);
triggerPolicy = windowStrategy.getTriggerPolicy(windowManager, evictionPolicy);
windowManager.setTriggerPolicy(triggerPolicy);
}
@Override
public void prepare() {
preInitialize();
initialize();
postInitialize();
}
private void preInitialize() {
LOG.debug("Getting current trigger count for this component/task");
// get trigger count value from store
Object result = windowStore.get(windowTriggerCountId);
Integer currentCount = 0;
if (result == null) {
LOG.info("No current trigger count in windows store.");
} else {
currentCount = (Integer) result + 1;
}
windowStore.put(windowTriggerCountId, currentCount);
triggerId.set(currentCount);
}
private void postInitialize() {
// start trigger once the initialization is done.
triggerPolicy.start();
}
/**
* Load and initialize any resources into window manager before windowing for component/task is activated.
*/
protected abstract void initialize();
/**
* Handle expired tuple events which can be removing from cache or store.
*/
protected abstract void onTuplesExpired(List<T> expiredEvents);
private void execAggregatorAndStoreResult(int currentTriggerId, List<T> tupleEvents) {
List<TridentTuple> resultTuples = getTridentTuples(tupleEvents);
// run aggregator to compute the result
AccumulatedTuplesCollector collector = new AccumulatedTuplesCollector(delegateCollector);
Object state = aggregator.init(currentTriggerId, collector);
for (TridentTuple resultTuple : resultTuples) {
aggregator.aggregate(state, resultTuple, collector);
}
aggregator.complete(state, collector);
List<List<Object>> resultantAggregatedValue = collector.values;
ArrayList<WindowsStore.Entry> entries = Lists.newArrayList(new WindowsStore.Entry(windowTriggerCountId, currentTriggerId + 1),
new WindowsStore.Entry(WindowTridentProcessor
.generateWindowTriggerKey(windowTaskId,
currentTriggerId),
resultantAggregatedValue));
windowStore.putAll(entries);
pendingTriggers.add(new TriggerResult(currentTriggerId, resultantAggregatedValue));
}
/**
* Return {@code TridentTuple}s from given {@code tupleEvents}.
*/
protected abstract List<TridentTuple> getTridentTuples(List<T> tupleEvents);
@Override
public Queue<TriggerResult> getPendingTriggers() {
return pendingTriggers;
}
@Override
public void shutdown() {
try {
LOG.info("window manager [{}] is being shutdown", windowManager);
windowManager.shutdown();
} finally {
LOG.info("window store [{}] is being shutdown", windowStore);
windowStore.shutdown();
}
}
/**
* This {@code TridentCollector} accumulates all the values emitted.
*/
static class AccumulatedTuplesCollector implements TridentCollector {
final List<List<Object>> values = new ArrayList<>();
private final BatchOutputCollector delegateCollector;
public AccumulatedTuplesCollector(BatchOutputCollector delegateCollector) {
this.delegateCollector = delegateCollector;
}
@Override
public void emit(List<Object> values) {
this.values.add(values);
}
@Override
public void flush() {
// NO-OP
}
@Override
public void reportError(Throwable t) {
delegateCollector.reportError(t);
}
}
static class TriggerResult {
final int id;
final List<List<Object>> result;
public TriggerResult(int id, List<List<Object>> result) {
this.id = id;
this.result = result;
}
@Override
public boolean equals(Object o) {
if (this == o) {
return true;
}
if (!(o instanceof TriggerResult)) {
return false;
}
TriggerResult that = (TriggerResult) o;
return id == that.id;
}
@Override
public int hashCode() {
return id;
}
@Override
public String toString() {
return "TriggerResult{"
+ "id=" + id
+ ", result=" + result
+ '}';
}
}
/**
* Listener to reeive any activation/expiry of windowing events and take further action on them.
*/
class TridentWindowLifeCycleListener implements WindowLifecycleListener<T> {
@Override
public void onExpiry(List<T> expiredEvents) {
LOG.debug("onExpiry is invoked");
onTuplesExpired(expiredEvents);
}
@Override
public void onActivation(List<T> events, List<T> newEvents, List<T> expired, Long timestamp) {
LOG.debug("onActivation is invoked with events size: [{}]", events.size());
// trigger occurred, create an aggregation and keep them in store
int currentTriggerId = triggerId.incrementAndGet();
execAggregatorAndStoreResult(currentTriggerId, events);
}
}
}