org.apache.flume.sink.hbase.AsyncHBaseSink Maven / Gradle / Ivy
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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
*
* 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.flume.sink.hbase;
import java.util.Arrays;
import java.util.Collection;
import java.util.Comparator;
import java.util.List;
import java.util.Map;
import java.util.concurrent.CountDownLatch;
import java.util.concurrent.ExecutorService;
import java.util.concurrent.Executors;
import java.util.concurrent.atomic.AtomicBoolean;
import com.google.common.annotations.VisibleForTesting;
import com.google.common.collect.Maps;
import com.google.common.primitives.UnsignedBytes;
import com.google.common.util.concurrent.ThreadFactoryBuilder;
import org.apache.flume.Channel;
import org.apache.flume.Context;
import org.apache.flume.Event;
import org.apache.flume.EventDeliveryException;
import org.apache.flume.FlumeException;
import org.apache.flume.Transaction;
import org.apache.flume.conf.Configurable;
import org.apache.flume.sink.AbstractSink;
import org.apache.hadoop.conf.Configuration;
import org.apache.hadoop.hbase.HBaseConfiguration;
import org.apache.hadoop.hbase.HConstants;
import org.apache.hadoop.hbase.zookeeper.ZKConfig;
import org.hbase.async.AtomicIncrementRequest;
import org.hbase.async.HBaseClient;
import org.hbase.async.PutRequest;
import org.jboss.netty.channel.socket.nio
.NioClientSocketChannelFactory;
import org.slf4j.Logger;
import org.slf4j.LoggerFactory;
import com.google.common.base.Charsets;
import com.google.common.base.Preconditions;
import com.google.common.base.Throwables;
import com.stumbleupon.async.Callback;
import java.util.concurrent.TimeUnit;
import java.util.concurrent.atomic.AtomicInteger;
import java.util.concurrent.locks.Condition;
import java.util.concurrent.locks.Lock;
import java.util.concurrent.locks.ReentrantLock;
import org.apache.flume.ChannelException;
import org.apache.flume.instrumentation.SinkCounter;
/**
*
* A simple sink which reads events from a channel and writes them to HBase.
* This Sink uses an aysnchronous API internally and is likely to
* perform better.
* The Hbase configution is picked up from the first hbase-site.xml
* encountered in the classpath. This sink supports batch reading of
* events from the channel, and writing them to Hbase, to minimize the number
* of flushes on the hbase tables. To use this sink, it has to be configured
* with certain mandatory parameters:
*
* table: The name of the table in Hbase to write to.
* columnFamily: The column family in Hbase to write to.
* Other optional parameters are:
* serializer: A class implementing
* {@link AsyncHbaseEventSerializer}.
* An instance of
* this class will be used to serialize events which are written to hbase.
* serializer.*: Passed in the configure() method to
* serializer
* as an object of {@link org.apache.flume.Context}.
* batchSize: This is the batch size used by the client. This is the
* maximum number of events the sink will commit per transaction. The default
* batch size is 100 events.
*
* timeout: The length of time in milliseconds the sink waits for
* callbacks from hbase for all events in a transaction.
* If no timeout is specified, the sink will wait forever.
*
* Note: Hbase does not guarantee atomic commits on multiple
* rows. So if a subset of events in a batch are written to disk by Hbase and
* Hbase fails, the flume transaction is rolled back, causing flume to write
* all the events in the transaction all over again, which will cause
* duplicates. The serializer is expected to take care of the handling of
* duplicates etc. HBase also does not support batch increments, so if
* multiple increments are returned by the serializer, then HBase failure
* will cause them to be re-written, when HBase comes back up.
*/
public class AsyncHBaseSink extends AbstractSink implements Configurable {
private String tableName;
private byte[] columnFamily;
private long batchSize;
private static final Logger logger =
LoggerFactory.getLogger(AsyncHBaseSink.class);
private AsyncHbaseEventSerializer serializer;
private String eventSerializerType;
private Context serializerContext;
private HBaseClient client;
private Configuration conf;
private Transaction txn;
private volatile boolean open = false;
private SinkCounter sinkCounter;
private long timeout;
private String zkQuorum;
private String zkBaseDir;
private ExecutorService sinkCallbackPool;
private boolean isTimeoutTest;
private boolean isCoalesceTest;
private boolean enableWal = true;
private boolean batchIncrements = false;
private volatile int totalCallbacksReceived = 0;
private Map incrementBuffer;
// Does not need to be thread-safe. Always called only from the sink's
// process method.
private final Comparator COMPARATOR = UnsignedBytes
.lexicographicalComparator();
public AsyncHBaseSink(){
this(null);
}
public AsyncHBaseSink(Configuration conf) {
this(conf, false, false);
}
@VisibleForTesting
AsyncHBaseSink(Configuration conf, boolean isTimeoutTest,
boolean isCoalesceTest) {
this.conf = conf;
this.isTimeoutTest = isTimeoutTest;
this.isCoalesceTest = isCoalesceTest;
}
@Override
public Status process() throws EventDeliveryException {
/*
* Reference to the boolean representing failure of the current transaction.
* Since each txn gets a new boolean, failure of one txn will not affect
* the next even if errbacks for the current txn get called while
* the next one is being processed.
*
*/
if (!open) {
throw new EventDeliveryException("Sink was never opened. " +
"Please fix the configuration.");
}
AtomicBoolean txnFail = new AtomicBoolean(false);
AtomicInteger callbacksReceived = new AtomicInteger(0);
AtomicInteger callbacksExpected = new AtomicInteger(0);
final Lock lock = new ReentrantLock();
final Condition condition = lock.newCondition();
if (incrementBuffer != null) {
incrementBuffer.clear();
}
/*
* Callbacks can be reused per transaction, since they share the same
* locks and conditions.
*/
Callback putSuccessCallback =
new SuccessCallback(
lock, callbacksReceived, condition);
Callback putFailureCallback =
new FailureCallback(
lock, callbacksReceived, txnFail, condition);
Callback incrementSuccessCallback =
new SuccessCallback(
lock, callbacksReceived, condition);
Callback incrementFailureCallback =
new FailureCallback(
lock, callbacksReceived, txnFail, condition);
Status status = Status.READY;
Channel channel = getChannel();
int i = 0;
try {
txn = channel.getTransaction();
txn.begin();
for (; i < batchSize; i++) {
Event event = channel.take();
if (event == null) {
status = Status.BACKOFF;
if (i == 0) {
sinkCounter.incrementBatchEmptyCount();
} else {
sinkCounter.incrementBatchUnderflowCount();
}
break;
} else {
serializer.setEvent(event);
List actions = serializer.getActions();
List increments = serializer.getIncrements();
callbacksExpected.addAndGet(actions.size());
if (!batchIncrements) {
callbacksExpected.addAndGet(increments.size());
}
for (PutRequest action : actions) {
action.setDurable(enableWal);
client.put(action).addCallbacks(putSuccessCallback, putFailureCallback);
}
for (AtomicIncrementRequest increment : increments) {
if (batchIncrements) {
CellIdentifier identifier = new CellIdentifier(increment.key(),
increment.qualifier());
AtomicIncrementRequest request
= incrementBuffer.get(identifier);
if (request == null) {
incrementBuffer.put(identifier, increment);
} else {
request.setAmount(request.getAmount() + increment.getAmount());
}
} else {
client.atomicIncrement(increment).addCallbacks(
incrementSuccessCallback, incrementFailureCallback);
}
}
}
}
if (batchIncrements) {
Collection increments = incrementBuffer.values();
for (AtomicIncrementRequest increment : increments) {
client.atomicIncrement(increment).addCallbacks(
incrementSuccessCallback, incrementFailureCallback);
}
callbacksExpected.addAndGet(increments.size());
}
client.flush();
} catch (Throwable e) {
this.handleTransactionFailure(txn);
this.checkIfChannelExceptionAndThrow(e);
}
if (i == batchSize) {
sinkCounter.incrementBatchCompleteCount();
}
sinkCounter.addToEventDrainAttemptCount(i);
lock.lock();
long startTime = System.nanoTime();
long timeRemaining;
try {
while ((callbacksReceived.get() < callbacksExpected.get())
&& !txnFail.get()) {
timeRemaining = timeout - (System.nanoTime() - startTime);
timeRemaining = (timeRemaining >= 0) ? timeRemaining : 0;
try {
if (!condition.await(timeRemaining, TimeUnit.NANOSECONDS)) {
txnFail.set(true);
logger.warn("HBase callbacks timed out. "
+ "Transaction will be rolled back.");
}
} catch (Exception ex) {
logger.error("Exception while waiting for callbacks from HBase.");
this.handleTransactionFailure(txn);
Throwables.propagate(ex);
}
}
} finally {
lock.unlock();
}
if (isCoalesceTest) {
totalCallbacksReceived += callbacksReceived.get();
}
/*
* At this point, either the txn has failed
* or all callbacks received and txn is successful.
*
* This need not be in the monitor, since all callbacks for this txn
* have been received. So txnFail will not be modified any more(even if
* it is, it is set from true to true only - false happens only
* in the next process call).
*
*/
if (txnFail.get()) {
this.handleTransactionFailure(txn);
throw new EventDeliveryException("Could not write events to Hbase. " +
"Transaction failed, and rolled back.");
} else {
try {
txn.commit();
txn.close();
sinkCounter.addToEventDrainSuccessCount(i);
} catch (Throwable e) {
this.handleTransactionFailure(txn);
this.checkIfChannelExceptionAndThrow(e);
}
}
return status;
}
@Override
public void configure(Context context) {
tableName = context.getString(HBaseSinkConfigurationConstants.CONFIG_TABLE);
String cf = context.getString(
HBaseSinkConfigurationConstants.CONFIG_COLUMN_FAMILY);
batchSize = context.getLong(
HBaseSinkConfigurationConstants.CONFIG_BATCHSIZE, new Long(100));
serializerContext = new Context();
//If not specified, will use HBase defaults.
eventSerializerType = context.getString(
HBaseSinkConfigurationConstants.CONFIG_SERIALIZER);
Preconditions.checkNotNull(tableName,
"Table name cannot be empty, please specify in configuration file");
Preconditions.checkNotNull(cf,
"Column family cannot be empty, please specify in configuration file");
//Check foe event serializer, if null set event serializer type
if(eventSerializerType == null || eventSerializerType.isEmpty()) {
eventSerializerType =
"org.apache.flume.sink.hbase.SimpleAsyncHbaseEventSerializer";
logger.info("No serializer defined, Will use default");
}
serializerContext.putAll(context.getSubProperties(
HBaseSinkConfigurationConstants.CONFIG_SERIALIZER_PREFIX));
columnFamily = cf.getBytes(Charsets.UTF_8);
try {
@SuppressWarnings("unchecked")
Class clazz =
(Class)
Class.forName(eventSerializerType);
serializer = clazz.newInstance();
serializer.configure(serializerContext);
serializer.initialize(tableName.getBytes(Charsets.UTF_8), columnFamily);
} catch (Exception e) {
logger.error("Could not instantiate event serializer." , e);
Throwables.propagate(e);
}
if(sinkCounter == null) {
sinkCounter = new SinkCounter(this.getName());
}
timeout = context.getLong(HBaseSinkConfigurationConstants.CONFIG_TIMEOUT,
HBaseSinkConfigurationConstants.DEFAULT_TIMEOUT);
if(timeout <= 0){
logger.warn("Timeout should be positive for Hbase sink. "
+ "Sink will not timeout.");
timeout = HBaseSinkConfigurationConstants.DEFAULT_TIMEOUT;
}
//Convert to nanos.
timeout = TimeUnit.MILLISECONDS.toNanos(timeout);
zkQuorum = context.getString(
HBaseSinkConfigurationConstants.ZK_QUORUM, "").trim();
if(!zkQuorum.isEmpty()) {
zkBaseDir = context.getString(
HBaseSinkConfigurationConstants.ZK_ZNODE_PARENT,
HBaseSinkConfigurationConstants.DEFAULT_ZK_ZNODE_PARENT);
} else {
if (conf == null) { //In tests, we pass the conf in.
conf = HBaseConfiguration.create();
}
zkQuorum = ZKConfig.getZKQuorumServersString(conf);
zkBaseDir = conf.get(HConstants.ZOOKEEPER_ZNODE_PARENT,
HConstants.DEFAULT_ZOOKEEPER_ZNODE_PARENT);
}
Preconditions.checkState(zkQuorum != null && !zkQuorum.isEmpty(),
"The Zookeeper quorum cannot be null and should be specified.");
enableWal = context.getBoolean(HBaseSinkConfigurationConstants
.CONFIG_ENABLE_WAL, HBaseSinkConfigurationConstants.DEFAULT_ENABLE_WAL);
logger.info("The write to WAL option is set to: " + String.valueOf(enableWal));
if(!enableWal) {
logger.warn("AsyncHBaseSink's enableWal configuration is set to false. " +
"All writes to HBase will have WAL disabled, and any data in the " +
"memstore of this region in the Region Server could be lost!");
}
batchIncrements = context.getBoolean(
HBaseSinkConfigurationConstants.CONFIG_COALESCE_INCREMENTS,
HBaseSinkConfigurationConstants.DEFAULT_COALESCE_INCREMENTS);
if(batchIncrements) {
incrementBuffer = Maps.newHashMap();
logger.info("Increment coalescing is enabled. Increments will be " +
"buffered.");
}
}
@VisibleForTesting
int getTotalCallbacksReceived() {
return totalCallbacksReceived;
}
@VisibleForTesting
boolean isConfNull() {
return conf == null;
}
@Override
public void start(){
Preconditions.checkArgument(client == null, "Please call stop "
+ "before calling start on an old instance.");
sinkCounter.start();
sinkCounter.incrementConnectionCreatedCount();
sinkCallbackPool = Executors.newCachedThreadPool(new ThreadFactoryBuilder()
.setNameFormat(this.getName() + " HBase Call Pool").build());
logger.info("Callback pool created");
if(!isTimeoutTest) {
client = new HBaseClient(zkQuorum, zkBaseDir, sinkCallbackPool);
} else {
client = new HBaseClient(zkQuorum, zkBaseDir,
new NioClientSocketChannelFactory(Executors
.newSingleThreadExecutor(),
Executors.newSingleThreadExecutor()));
}
final CountDownLatch latch = new CountDownLatch(1);
final AtomicBoolean fail = new AtomicBoolean(false);
client.ensureTableFamilyExists(
tableName.getBytes(Charsets.UTF_8), columnFamily).addCallbacks(
new Callback() {
@Override
public Object call(Object arg) throws Exception {
latch.countDown();
logger.info("table found");
return null;
}
},
new Callback() {
@Override
public Object call(Object arg) throws Exception {
fail.set(true);
latch.countDown();
return null;
}
});
try {
logger.info("waiting on callback");
latch.await();
logger.info("callback received");
} catch (InterruptedException e) {
sinkCounter.incrementConnectionFailedCount();
throw new FlumeException(
"Interrupted while waiting for Hbase Callbacks", e);
}
if(fail.get()){
sinkCounter.incrementConnectionFailedCount();
client.shutdown();
client = null;
throw new FlumeException(
"Could not start sink. " +
"Table or column family does not exist in Hbase.");
} else {
open = true;
}
client.setFlushInterval((short) 0);
super.start();
}
@Override
public void stop(){
serializer.cleanUp();
if (client != null) {
client.shutdown();
}
sinkCounter.incrementConnectionClosedCount();
sinkCounter.stop();
try {
if (sinkCallbackPool != null) {
sinkCallbackPool.shutdown();
if (!sinkCallbackPool.awaitTermination(5, TimeUnit.SECONDS)) {
sinkCallbackPool.shutdownNow();
}
}
} catch (InterruptedException e) {
logger.error("Interrupted while waiting for asynchbase sink pool to " +
"die", e);
if (sinkCallbackPool != null) {
sinkCallbackPool.shutdownNow();
}
}
sinkCallbackPool = null;
client = null;
conf = null;
open = false;
super.stop();
}
private void handleTransactionFailure(Transaction txn)
throws EventDeliveryException {
try {
txn.rollback();
} catch (Throwable e) {
logger.error("Failed to commit transaction." +
"Transaction rolled back.", e);
if(e instanceof Error || e instanceof RuntimeException){
logger.error("Failed to commit transaction." +
"Transaction rolled back.", e);
Throwables.propagate(e);
} else {
logger.error("Failed to commit transaction." +
"Transaction rolled back.", e);
throw new EventDeliveryException("Failed to commit transaction." +
"Transaction rolled back.", e);
}
} finally {
txn.close();
}
}
private class SuccessCallback implements Callback {
private Lock lock;
private AtomicInteger callbacksReceived;
private Condition condition;
private final boolean isTimeoutTesting;
public SuccessCallback(Lock lck, AtomicInteger callbacksReceived,
Condition condition) {
lock = lck;
this.callbacksReceived = callbacksReceived;
this.condition = condition;
isTimeoutTesting = isTimeoutTest;
}
@Override
public R call(T arg) throws Exception {
if (isTimeoutTesting) {
try {
//tests set timeout to 10 seconds, so sleep for 4 seconds
TimeUnit.NANOSECONDS.sleep(TimeUnit.SECONDS.toNanos(4));
} catch (InterruptedException e) {
//ignore
}
}
doCall();
return null;
}
private void doCall() throws Exception {
callbacksReceived.incrementAndGet();
lock.lock();
try{
condition.signal();
} finally {
lock.unlock();
}
}
}
private class FailureCallback implements Callback {
private Lock lock;
private AtomicInteger callbacksReceived;
private AtomicBoolean txnFail;
private Condition condition;
private final boolean isTimeoutTesting;
public FailureCallback(Lock lck, AtomicInteger callbacksReceived,
AtomicBoolean txnFail, Condition condition){
this.lock = lck;
this.callbacksReceived = callbacksReceived;
this.txnFail = txnFail;
this.condition = condition;
isTimeoutTesting = isTimeoutTest;
}
@Override
public R call(T arg) throws Exception {
if (isTimeoutTesting) {
//tests set timeout to 10 seconds, so sleep for 4 seconds
try {
TimeUnit.NANOSECONDS.sleep(TimeUnit.SECONDS.toNanos(4));
} catch (InterruptedException e) {
//ignore
}
}
doCall();
return null;
}
private void doCall() throws Exception {
callbacksReceived.incrementAndGet();
this.txnFail.set(true);
lock.lock();
try {
condition.signal();
} finally {
lock.unlock();
}
}
}
private void checkIfChannelExceptionAndThrow(Throwable e)
throws EventDeliveryException {
if (e instanceof ChannelException) {
throw new EventDeliveryException("Error in processing transaction.", e);
} else if (e instanceof Error || e instanceof RuntimeException) {
Throwables.propagate(e);
}
throw new EventDeliveryException("Error in processing transaction.", e);
}
private class CellIdentifier {
private final byte[] row;
private final byte[] column;
private final int hashCode;
// Since the sink operates only on one table and one cf,
// we use the data from the owning sink
public CellIdentifier(byte[] row, byte[] column) {
this.row = row;
this.column = column;
this.hashCode =
(Arrays.hashCode(row) * 31) * (Arrays.hashCode(column) * 31);
}
@Override
public int hashCode() {
return hashCode;
}
// Since we know that this class is used from only this class,
// skip the class comparison to save time
@Override
public boolean equals(Object other) {
CellIdentifier o = (CellIdentifier) other;
if (other == null) {
return false;
} else {
return (COMPARATOR.compare(row, o.row) == 0
&& COMPARATOR.compare(column, o.column) == 0);
}
}
}
}