jihoonson commented on a change in pull request #6431: Add Kinesis Indexing 
Service to core Druid
URL: https://github.com/apache/incubator-druid/pull/6431#discussion_r241901862
 
 

 ##########
 File path: 
indexing-service/src/main/java/org/apache/druid/indexing/seekablestream/SeekableStreamIndexTaskRunner.java
 ##########
 @@ -0,0 +1,1994 @@
+/*
+ * 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.druid.indexing.seekablestream;
+
+
+import com.fasterxml.jackson.annotation.JsonCreator;
+import com.fasterxml.jackson.annotation.JsonProperty;
+import com.fasterxml.jackson.core.JsonProcessingException;
+import com.fasterxml.jackson.core.type.TypeReference;
+import com.fasterxml.jackson.databind.ObjectMapper;
+import com.google.common.annotations.VisibleForTesting;
+import com.google.common.base.Function;
+import com.google.common.base.Joiner;
+import com.google.common.base.Optional;
+import com.google.common.base.Preconditions;
+import com.google.common.base.Supplier;
+import com.google.common.base.Throwables;
+import com.google.common.collect.ImmutableMap;
+import com.google.common.collect.Sets;
+import com.google.common.util.concurrent.FutureCallback;
+import com.google.common.util.concurrent.Futures;
+import com.google.common.util.concurrent.ListenableFuture;
+import com.google.common.util.concurrent.SettableFuture;
+import org.apache.druid.data.input.Committer;
+import org.apache.druid.data.input.InputRow;
+import org.apache.druid.data.input.impl.InputRowParser;
+import org.apache.druid.discovery.DiscoveryDruidNode;
+import org.apache.druid.discovery.LookupNodeService;
+import org.apache.druid.discovery.NodeType;
+import org.apache.druid.indexer.IngestionState;
+import org.apache.druid.indexer.TaskStatus;
+import org.apache.druid.indexing.common.IngestionStatsAndErrorsTaskReport;
+import org.apache.druid.indexing.common.IngestionStatsAndErrorsTaskReportData;
+import org.apache.druid.indexing.common.TaskRealtimeMetricsMonitorBuilder;
+import org.apache.druid.indexing.common.TaskReport;
+import org.apache.druid.indexing.common.TaskToolbox;
+import 
org.apache.druid.indexing.common.actions.CheckPointDataSourceMetadataAction;
+import org.apache.druid.indexing.common.actions.ResetDataSourceMetadataAction;
+import 
org.apache.druid.indexing.common.actions.SegmentTransactionalInsertAction;
+import org.apache.druid.indexing.common.stats.RowIngestionMeters;
+import org.apache.druid.indexing.common.stats.RowIngestionMetersFactory;
+import org.apache.druid.indexing.common.task.IndexTaskUtils;
+import org.apache.druid.indexing.common.task.RealtimeIndexTask;
+import 
org.apache.druid.indexing.seekablestream.common.OrderedPartitionableRecord;
+import org.apache.druid.indexing.seekablestream.common.OrderedSequenceNumber;
+import org.apache.druid.indexing.seekablestream.common.RecordSupplier;
+import org.apache.druid.indexing.seekablestream.common.StreamPartition;
+import org.apache.druid.java.util.common.DateTimes;
+import org.apache.druid.java.util.common.ISE;
+import org.apache.druid.java.util.common.StringUtils;
+import org.apache.druid.java.util.common.collect.Utils;
+import org.apache.druid.java.util.common.parsers.ParseException;
+import org.apache.druid.java.util.emitter.EmittingLogger;
+import org.apache.druid.segment.indexing.RealtimeIOConfig;
+import org.apache.druid.segment.realtime.FireDepartment;
+import org.apache.druid.segment.realtime.FireDepartmentMetrics;
+import org.apache.druid.segment.realtime.appenderator.Appenderator;
+import 
org.apache.druid.segment.realtime.appenderator.AppenderatorDriverAddResult;
+import org.apache.druid.segment.realtime.appenderator.SegmentsAndMetadata;
+import org.apache.druid.segment.realtime.appenderator.StreamAppenderatorDriver;
+import 
org.apache.druid.segment.realtime.appenderator.TransactionalSegmentPublisher;
+import org.apache.druid.segment.realtime.firehose.ChatHandler;
+import org.apache.druid.segment.realtime.firehose.ChatHandlerProvider;
+import org.apache.druid.server.security.Access;
+import org.apache.druid.server.security.Action;
+import org.apache.druid.server.security.AuthorizerMapper;
+import org.apache.druid.timeline.DataSegment;
+import org.apache.druid.utils.CircularBuffer;
+import org.joda.time.DateTime;
+
+import javax.annotation.Nullable;
+import javax.annotation.ParametersAreNonnullByDefault;
+import javax.servlet.http.HttpServletRequest;
+import javax.validation.constraints.NotNull;
+import javax.ws.rs.Consumes;
+import javax.ws.rs.DefaultValue;
+import javax.ws.rs.GET;
+import javax.ws.rs.POST;
+import javax.ws.rs.Path;
+import javax.ws.rs.Produces;
+import javax.ws.rs.QueryParam;
+import javax.ws.rs.core.Context;
+import javax.ws.rs.core.MediaType;
+import javax.ws.rs.core.Response;
+import java.io.File;
+import java.io.IOException;
+import java.nio.ByteBuffer;
+import java.util.ArrayList;
+import java.util.Collections;
+import java.util.HashMap;
+import java.util.HashSet;
+import java.util.Iterator;
+import java.util.List;
+import java.util.Map;
+import java.util.Set;
+import java.util.TreeMap;
+import java.util.concurrent.ConcurrentHashMap;
+import java.util.concurrent.CopyOnWriteArrayList;
+import java.util.concurrent.ExecutionException;
+import java.util.concurrent.Future;
+import java.util.concurrent.RejectedExecutionException;
+import java.util.concurrent.TimeUnit;
+import java.util.concurrent.TimeoutException;
+import java.util.concurrent.atomic.AtomicBoolean;
+import java.util.concurrent.locks.Condition;
+import java.util.concurrent.locks.Lock;
+import java.util.concurrent.locks.ReentrantLock;
+import java.util.stream.Collectors;
+
+/**
+ * Interface for abstracting the indexing task run logic.
+ *
+ * @param <PartitionType> Partition Number Type
+ * @param <SequenceType>  Sequence Number Type
+ */
+public abstract class SeekableStreamIndexTaskRunner<PartitionType, 
SequenceType> implements ChatHandler
+{
+  public enum Status
+  {
+    NOT_STARTED,
+    STARTING,
+    READING,
+    PAUSED,
+    PUBLISHING
+  }
+
+  protected enum Type
+  {
+    KAFKA,
+    KINESIS
+  }
+
+
+  private final EmittingLogger log = new EmittingLogger(this.getClass());
+  private static final String METADATA_NEXT_PARTITIONS = "nextPartitions";
+  private static final String METADATA_PUBLISH_PARTITIONS = 
"publishPartitions";
+
+  private final Map<PartitionType, SequenceType> endOffsets;
+  private final Map<PartitionType, SequenceType> currOffsets = new 
ConcurrentHashMap<>();
+  private final Map<PartitionType, SequenceType> lastPersistedOffsets = new 
ConcurrentHashMap<>();
+
+  // The pause lock and associated conditions are to support coordination 
between the Jetty threads and the main
+  // ingestion loop. The goal is to provide callers of the API a guarantee 
that if pause() returns successfully
+  // the ingestion loop has been stopped at the returned sequences and will 
not ingest any more data until resumed. The
+  // fields are used as follows (every step requires acquiring [pauseLock]):
+  //   Pausing:
+  //   - In pause(), [pauseRequested] is set to true and then execution waits 
for [status] to change to PAUSED, with the
+  //     condition checked when [hasPaused] is signalled.
+  //   - In possiblyPause() called from the main loop, if [pauseRequested] is 
true, [status] is set to PAUSED,
+  //     [hasPaused] is signalled, and execution pauses until [pauseRequested] 
becomes false, either by being set or by
+  //     the [pauseMillis] timeout elapsing. [pauseRequested] is checked when 
[shouldResume] is signalled.
+  //   Resuming:
+  //   - In resume(), [pauseRequested] is set to false, [shouldResume] is 
signalled, and execution waits for [status] to
+  //     change to something other than PAUSED, with the condition checked 
when [shouldResume] is signalled.
+  //   - In possiblyPause(), when [shouldResume] is signalled, if 
[pauseRequested] has become false the pause loop ends,
+  //     [status] is changed to STARTING and [shouldResume] is signalled.
+  private final Lock pauseLock = new ReentrantLock();
+  private final Condition hasPaused = pauseLock.newCondition();
+  private final Condition shouldResume = pauseLock.newCondition();
+
+  public final AtomicBoolean stopRequested = new AtomicBoolean(false);
+  private final AtomicBoolean publishOnStop = new AtomicBoolean(false);
+
+  // [statusLock] is used to synchronize the Jetty thread calling 
stopGracefully() with the main run thread. It prevents
+  // the main run thread from switching into a publishing state while the 
stopGracefully() thread thinks it's still in
+  // a pre-publishing state. This is important because stopGracefully() will 
try to use the [stopRequested] flag to stop
+  // the main thread where possible, but this flag is not honored once 
publishing has begun so in this case we must
+  // interrupt the thread. The lock ensures that if the run thread is about to 
transition into publishing state, it
+  // blocks until after stopGracefully() has set [stopRequested] and then does 
a final check on [stopRequested] before
+  // transitioning to publishing state.
+  private final Object statusLock = new Object();
+
+  protected final Lock pollRetryLock = new ReentrantLock();
+  protected final Condition isAwaitingRetry = pollRetryLock.newCondition();
+
+  private final SeekableStreamIndexTask<PartitionType, SequenceType> task;
+  private final SeekableStreamIOConfig<PartitionType, SequenceType> ioConfig;
+  private final SeekableStreamTuningConfig tuningConfig;
+  private final InputRowParser<ByteBuffer> parser;
+  private final AuthorizerMapper authorizerMapper;
+  private final Optional<ChatHandlerProvider> chatHandlerProvider;
+  private final CircularBuffer<Throwable> savedParseExceptions;
+  private final String stream;
+  private final RowIngestionMeters rowIngestionMeters;
+
+  private final Set<String> publishingSequences = Sets.newConcurrentHashSet();
+  private final List<ListenableFuture<SegmentsAndMetadata>> publishWaitList = 
new ArrayList<>();
+  private final List<ListenableFuture<SegmentsAndMetadata>> handOffWaitList = 
new ArrayList<>();
+  private final Map<PartitionType, SequenceType> initialOffsetsSnapshot = new 
HashMap<>();
+  private final Set<PartitionType> exclusiveStartingPartitions = new 
HashSet<>();
+
+  private volatile DateTime startTime;
+  private volatile Status status = Status.NOT_STARTED; // this is only ever 
set by the task runner thread (runThread)
+  private volatile TaskToolbox toolbox;
+  private volatile Thread runThread;
+  private volatile Appenderator appenderator;
+  private volatile StreamAppenderatorDriver driver;
+  private volatile IngestionState ingestionState;
+
+  protected volatile boolean pauseRequested = false;
+  private volatile long nextCheckpointTime;
+
+  private volatile CopyOnWriteArrayList<SequenceMetadata> sequences;
+  private volatile Throwable backgroundThreadException;
+
+  public SeekableStreamIndexTaskRunner(
+      final SeekableStreamIndexTask<PartitionType, SequenceType> task,
+      final InputRowParser<ByteBuffer> parser,
+      final AuthorizerMapper authorizerMapper,
+      final Optional<ChatHandlerProvider> chatHandlerProvider,
+      final CircularBuffer<Throwable> savedParseExceptions,
+      final RowIngestionMetersFactory rowIngestionMetersFactory
+  )
+  {
+    Preconditions.checkNotNull(task);
+    this.task = task;
+    this.ioConfig = task.getIOConfig();
+    this.tuningConfig = task.getTuningConfig();
+    this.parser = parser;
+    this.authorizerMapper = authorizerMapper;
+    this.chatHandlerProvider = chatHandlerProvider;
+    this.savedParseExceptions = savedParseExceptions;
+    this.stream = ioConfig.getStartPartitions().getStream();
+    this.rowIngestionMeters = 
rowIngestionMetersFactory.createRowIngestionMeters();
+    this.endOffsets = new 
ConcurrentHashMap<>(ioConfig.getEndPartitions().getPartitionSequenceNumberMap());
+    this.sequences = new CopyOnWriteArrayList<>();
+    this.ingestionState = IngestionState.NOT_STARTED;
+
+    resetNextCheckpointTime();
+  }
+
+
+  public TaskStatus run(TaskToolbox toolbox)
+  {
+    try {
+      return runInternal(toolbox);
+    }
+    catch (Exception e) {
+      log.error(e, "Encountered exception while running task.");
+      final String errorMsg = Throwables.getStackTraceAsString(e);
+      
toolbox.getTaskReportFileWriter().write(getTaskCompletionReports(errorMsg));
+      return TaskStatus.failure(
+          task.getId(),
+          errorMsg
+      );
+    }
+  }
+
+  private TaskStatus runInternal(TaskToolbox toolbox) throws Exception
+  {
+    log.info("SeekableStream indexing task starting up!");
+    startTime = DateTimes.nowUtc();
+    status = Status.STARTING;
+    this.toolbox = toolbox;
+
+
+    if (!restoreSequences()) {
+      final TreeMap<Integer, Map<PartitionType, SequenceType>> checkpoints = 
getCheckPointsFromContext(toolbox, task);
+      if (checkpoints != null) {
+        boolean exclusive = false;
+        Iterator<Map.Entry<Integer, Map<PartitionType, SequenceType>>> 
sequenceOffsets = checkpoints.entrySet()
+                                                                               
                     .iterator();
+        Map.Entry<Integer, Map<PartitionType, SequenceType>> previous = 
sequenceOffsets.next();
+        while (sequenceOffsets.hasNext()) {
+          Map.Entry<Integer, Map<PartitionType, SequenceType>> current = 
sequenceOffsets.next();
+          sequences.add(new SequenceMetadata(
+              previous.getKey(),
+              StringUtils.format("%s_%s", ioConfig.getBaseSequenceName(), 
previous.getKey()),
+              previous.getValue(),
+              current.getValue(),
+              true,
+              exclusive ? previous.getValue().keySet() : null
+          ));
+          previous = current;
+          exclusive = true;
+        }
+        sequences.add(new SequenceMetadata(
+            previous.getKey(),
+            StringUtils.format("%s_%s", ioConfig.getBaseSequenceName(), 
previous.getKey()),
+            previous.getValue(),
+            endOffsets,
+            false,
+            exclusive ? previous.getValue().keySet() : null
+        ));
+      } else {
+        sequences.add(new SequenceMetadata(
+            0,
+            StringUtils.format("%s_%s", ioConfig.getBaseSequenceName(), 0),
+            ioConfig.getStartPartitions().getPartitionSequenceNumberMap(),
+            endOffsets,
+            false,
+            null
+        ));
+      }
+    }
+
+    log.info("Starting with sequences:  %s", sequences);
+
+    if (chatHandlerProvider.isPresent()) {
+      log.info("Found chat handler of class[%s]", 
chatHandlerProvider.get().getClass().getName());
+      chatHandlerProvider.get().register(task.getId(), this, false);
+    } else {
+      log.warn("No chat handler detected");
+    }
+
+    runThread = Thread.currentThread();
+
+    // Set up FireDepartmentMetrics
+    final FireDepartment fireDepartmentForMetrics = new FireDepartment(
+        task.getDataSchema(),
+        new RealtimeIOConfig(null, null, null),
+        null
+    );
+    FireDepartmentMetrics fireDepartmentMetrics = 
fireDepartmentForMetrics.getMetrics();
+    toolbox.getMonitorScheduler()
+           .addMonitor(TaskRealtimeMetricsMonitorBuilder.build(task, 
fireDepartmentForMetrics, rowIngestionMeters));
+
+    final String lookupTier = 
task.getContextValue(RealtimeIndexTask.CTX_KEY_LOOKUP_TIER);
+    final LookupNodeService lookupNodeService = lookupTier == null ?
+                                                toolbox.getLookupNodeService() 
:
+                                                new 
LookupNodeService(lookupTier);
+
+    final DiscoveryDruidNode discoveryDruidNode = new DiscoveryDruidNode(
+        toolbox.getDruidNode(),
+        NodeType.PEON,
+        ImmutableMap.of(
+            toolbox.getDataNodeService().getName(), 
toolbox.getDataNodeService(),
+            lookupNodeService.getName(), lookupNodeService
+        )
+    );
+
+    Throwable caughtExceptionOuter = null;
+    try (final RecordSupplier<PartitionType, SequenceType> recordSupplier = 
task.newTaskRecordSupplier()) {
+      toolbox.getDataSegmentServerAnnouncer().announce();
+      toolbox.getDruidNodeAnnouncer().announce(discoveryDruidNode);
+
+      appenderator = task.newAppenderator(fireDepartmentMetrics, toolbox);
+      driver = task.newDriver(appenderator, toolbox, fireDepartmentMetrics);
+
+      final String stream = ioConfig.getStartPartitions().getStream();
+
+      // Start up, set up initial sequences.
+      final Object restoredMetadata = driver.startJob();
+      if (restoredMetadata == null) {
+        // no persist has happened so far
+        // so either this is a brand new task or replacement of a failed task
+        
Preconditions.checkState(sequences.get(0).startOffsets.entrySet().stream().allMatch(
+            partitionOffsetEntry ->
+                
createSequenceNumber(partitionOffsetEntry.getValue()).compareTo(
+                    createSequenceNumber(ioConfig.getStartPartitions()
+                                                 
.getPartitionSequenceNumberMap()
+                                                 
.get(partitionOffsetEntry.getKey())
+                    )) >= 0
+        ), "Sequence sequences are not compatible with start sequences of 
task");
+        currOffsets.putAll(sequences.get(0).startOffsets);
+      } else {
+        @SuppressWarnings("unchecked")
+        final Map<String, Object> restoredMetadataMap = (Map) restoredMetadata;
+        final SeekableStreamPartitions<PartitionType, SequenceType> 
restoredNextPartitions = createSeekableStreamPartitions(
+            toolbox.getObjectMapper(),
+            restoredMetadataMap.get(METADATA_NEXT_PARTITIONS)
+        );
+
+        
currOffsets.putAll(restoredNextPartitions.getPartitionSequenceNumberMap());
+
+        // Sanity checks.
+        if 
(!restoredNextPartitions.getStream().equals(ioConfig.getStartPartitions().getStream()))
 {
+          throw new ISE(
+              "WTF?! Restored stream[%s] but expected stream[%s]",
+              restoredNextPartitions.getStream(),
+              ioConfig.getStartPartitions().getStream()
+          );
+        }
+
+        if 
(!currOffsets.keySet().equals(ioConfig.getStartPartitions().getPartitionSequenceNumberMap().keySet()))
 {
+          throw new ISE(
+              "WTF?! Restored partitions[%s] but expected partitions[%s]",
+              currOffsets.keySet(),
+              
ioConfig.getStartPartitions().getPartitionSequenceNumberMap().keySet()
+          );
+        }
+        // sequences size can be 0 only when all sequences got published and 
task stopped before it could finish
+        // which is super rare
+        if (sequences.size() == 0 || sequences.get(sequences.size() - 
1).isCheckpointed()) {
+          this.endOffsets.putAll(sequences.size() == 0
+                                 ? currOffsets
+                                 : sequences.get(sequences.size() - 
1).getEndOffsets());
+          log.info("End sequences changed to [%s]", endOffsets);
+        }
+      }
+
+      // Filter out partitions with END_OF_SHARD markers since these 
partitions have already been fully read. This
+      // should have been done by the supervisor already so this is defensive.
+      int numPreFilterPartitions = currOffsets.size();
+      if (currOffsets.entrySet().removeIf(x -> 
OrderedPartitionableRecord.END_OF_SHARD_MARKER.equals(x.getValue()))) {
+        log.info(
+            "Removed [%d] partitions from assignment which have already been 
closed",
+            numPreFilterPartitions - currOffsets.size()
+        );
+      }
+
+      // Set up committer.
+      final Supplier<Committer> committerSupplier = () -> {
+        final Map<PartitionType, SequenceType> snapshot = 
ImmutableMap.copyOf(currOffsets);
+        lastPersistedOffsets.clear();
+        lastPersistedOffsets.putAll(snapshot);
+
+        return new Committer()
+        {
+          @Override
+          public Object getMetadata()
+          {
+            return ImmutableMap.of(
+                METADATA_NEXT_PARTITIONS, new SeekableStreamPartitions<>(
+                    ioConfig.getStartPartitions().getStream(),
+                    snapshot
+                )
+            );
+          }
+
+          @Override
+          public void run()
+          {
+            // Do nothing.
+          }
+        };
+      };
+
+      // restart publishing of sequences (if any)
+      maybePersistAndPublishSequences(committerSupplier);
+
+      Set<StreamPartition<PartitionType>> assignment = 
assignPartitions(recordSupplier);
+      possiblyResetDataSourceMetadata(recordSupplier, assignment);
+      seekToStartingSequence(recordSupplier, assignment);
+
+      ingestionState = IngestionState.BUILD_SEGMENTS;
+
+      // Main loop.
+      // Could eventually support leader/follower mode (for keeping replicas 
more in sync)
+      boolean stillReading = !assignment.isEmpty();
+      status = Status.READING;
+      Throwable caughtExceptionInner = null;
+
+      initialOffsetsSnapshot.putAll(currOffsets);
+      
exclusiveStartingPartitions.addAll(ioConfig.getExclusiveStartSequenceNumberPartitions());
+
+      try {
+        while (stillReading) {
+          if (possiblyPause()) {
+            // The partition assignments may have changed while paused by a 
call to setEndOffsets() so reassign
+            // partitions upon resuming. This is safe even if the end 
sequences have not been modified.
+            assignment = assignPartitions(recordSupplier);
+            possiblyResetDataSourceMetadata(recordSupplier, assignment);
+            seekToStartingSequence(recordSupplier, assignment);
+
+            if (assignment.isEmpty()) {
+              log.info("All partitions have been fully read");
+              publishOnStop.set(true);
+              stopRequested.set(true);
+            }
+          }
+
+          // if stop is requested or task's end sequence is set by call to 
setEndOffsets method with finish set to true
+          if (stopRequested.get() || sequences.get(sequences.size() - 
1).isCheckpointed()) {
+            status = Status.PUBLISHING;
+          }
+
+          if (stopRequested.get()) {
+            break;
+          }
+
+          if (backgroundThreadException != null) {
+            throw new RuntimeException(backgroundThreadException);
+          }
+
+          checkPublishAndHandoffFailure();
+
+          maybePersistAndPublishSequences(committerSupplier);
+
+
+          // calling getRecord() ensures that exceptions specific to 
kafka/kinesis like OffsetOutOfRangeException
+          // are handled in the subclasses
+          List<OrderedPartitionableRecord<PartitionType, SequenceType>> 
records = getRecords(
+              recordSupplier,
+              toolbox
+          );
+
+          stillReading = !assignment.isEmpty();
+
+          SequenceMetadata sequenceToCheckpoint = null;
+          for (OrderedPartitionableRecord<PartitionType, SequenceType> record 
: records) {
+
+            // for Kafka, the end offsets are exclusive, so skip it
+            if (getRunnerType() == Type.KAFKA && 
createSequenceNumber(record.getSequenceNumber()).equals(
+                
createSequenceNumber(endOffsets.get(record.getPartitionId())))) {
+              continue;
+            }
+
+            // for the first message we receive, check that we were given a 
message with a sequenceNumber that matches our
+            // expected starting sequenceNumber
+            if (!verifyInitialRecordAndSkipExclusivePartition(record, 
initialOffsetsSnapshot)) {
+              continue;
+            }
+
+            if (log.isTraceEnabled()) {
+              log.trace(
+                  "Got stream[%s] partition[%s] sequence[%s].",
+                  record.getStream(),
+                  record.getPartitionId(),
+                  record.getSequenceNumber()
+              );
+            }
+
+            if 
(OrderedPartitionableRecord.END_OF_SHARD_MARKER.equals(record.getSequenceNumber()))
 {
+              // shard is closed
+              currOffsets.put(record.getPartitionId(), 
record.getSequenceNumber());
+            } else if 
(createSequenceNumber(record.getSequenceNumber()).compareTo(
+                createSequenceNumber(endOffsets.get(record.getPartitionId()))) 
<= 0) {
+
+
+              if 
(!record.getSequenceNumber().equals(currOffsets.get(record.getPartitionId()))
+                  && !ioConfig.isSkipOffsetGaps()) {
+                throw new ISE(
+                    "WTF?! Got sequence[%s] after sequence[%s] in 
partition[%s].",
+                    record.getSequenceNumber(),
+                    currOffsets.get(record.getPartitionId()),
+                    record.getPartitionId()
+                );
+              }
+
+              try {
+                final List<byte[]> valueBytess = record.getData();
+                final List<InputRow> rows;
+                if (valueBytess == null || valueBytess.isEmpty()) {
+                  rows = Utils.nullableListOf((InputRow) null);
+                } else {
+                  rows = new ArrayList<>();
+                  for (byte[] valueBytes : valueBytess) {
+                    
rows.addAll(parser.parseBatch(ByteBuffer.wrap(valueBytes)));
+                  }
+                }
+                boolean isPersistRequired = false;
+
+                final SequenceMetadata sequenceToUse = sequences
+                    .stream()
+                    .filter(sequenceMetadata -> 
sequenceMetadata.canHandle(record))
+                    .findFirst()
+                    .orElse(null);
+
+                if (sequenceToUse == null) {
+                  throw new ISE(
+                      "WTH?! cannot find any valid sequence for record with 
partition [%d] and sequence [%d]. Current sequences: %s",
+                      record.getPartitionId(),
+                      record.getSequenceNumber(),
+                      sequences
+                  );
+                }
+
+                for (InputRow row : rows) {
+                  if (row != null && task.withinMinMaxRecordTime(row)) {
+                    final AppenderatorDriverAddResult addResult = driver.add(
+                        row,
+                        sequenceToUse.getSequenceName(),
+                        committerSupplier,
+                        true,
+                        // do not allow incremental persists to happen until 
all the rows from this batch
+                        // of rows are indexed
+                        false
+                    );
+
+                    if (addResult.isOk()) {
+                      // If the number of rows in the segment exceeds the 
threshold after adding a row,
+                      // move the segment out from the active segments of 
BaseAppenderatorDriver to make a new segment.
+                      if (addResult.isPushRequired(tuningConfig) && 
!sequenceToUse.isCheckpointed()) {
+                        sequenceToCheckpoint = sequenceToUse;
+                      }
+                      isPersistRequired |= addResult.isPersistRequired();
+                    } else {
+                      // Failure to allocate segment puts determinism at risk, 
bail out to be safe.
+                      // May want configurable behavior here at some point.
+                      // If we allow continuing, then consider blacklisting 
the interval for a while to avoid constant checks.
+                      throw new ISE("Could not allocate segment for row with 
timestamp[%s]", row.getTimestamp());
+                    }
+
+                    if (addResult.getParseException() != null) {
+                      handleParseException(addResult.getParseException(), 
record);
+                    } else {
+                      rowIngestionMeters.incrementProcessed();
+                    }
+                  } else {
+                    rowIngestionMeters.incrementThrownAway();
+                  }
+                }
+                if (isPersistRequired) {
+                  Futures.addCallback(
+                      driver.persistAsync(committerSupplier.get()),
+                      new FutureCallback<Object>()
+                      {
+                        @Override
+                        public void onSuccess(@Nullable Object result)
+                        {
+                          log.info("Persist completed with metadata [%s]", 
result);
+                        }
+
+                        @Override
+                        public void onFailure(@ParametersAreNonnullByDefault 
Throwable t)
+                        {
+                          log.error("Persist failed, dying");
+                          backgroundThreadException = t;
+                        }
+                      }
+                  );
+                }
+              }
+              catch (ParseException e) {
+                handleParseException(e, record);
+              }
+
+              // in kafka, we can easily get the next offset by adding 1, but 
for kinesis, there's no way
+              // to get the next sequence number without having to make an 
expensive api call. So the behavior
+              // here for kafka is to +1 while for kinesis we simply save the 
current sequence number
+              currOffsets.put(record.getPartitionId(), 
getSequenceNumberToStoreAfterRead(record.getSequenceNumber()));
+            }
+
+            if 
((currOffsets.get(record.getPartitionId()).equals(endOffsets.get(record.getPartitionId()))
+                 || 
currOffsets.get(record.getPartitionId()).equals(OrderedPartitionableRecord.END_OF_SHARD_MARKER))
+                && assignment.remove(record.getStreamPartition())) {
+              log.info("Finished reading stream[%s], partition[%s].", 
record.getStream(), record.getPartitionId());
+              recordSupplier.assign(assignment);
+              stillReading = !assignment.isEmpty();
+            }
+          }
+
+          if (System.currentTimeMillis() > nextCheckpointTime) {
+            sequenceToCheckpoint = sequences.get(sequences.size() - 1);
+          }
+
+          if (sequenceToCheckpoint != null && stillReading) {
+            Preconditions.checkArgument(
+                sequences.get(sequences.size() - 1)
+                         .getSequenceName()
+                         .equals(sequenceToCheckpoint.getSequenceName()),
+                "Cannot checkpoint a sequence [%s] which is not the latest 
one, sequences %s",
+                sequenceToCheckpoint,
+                sequences
+            );
+            requestPause();
+            final CheckPointDataSourceMetadataAction checkpointAction = new 
CheckPointDataSourceMetadataAction(
+                task.getDataSource(),
+                ioConfig.getTaskGroupId(),
+                task.getIOConfig().getBaseSequenceName(),
+                createDataSourceMetadata(new SeekableStreamPartitions<>(
+                    stream,
+                    sequenceToCheckpoint.getStartOffsets()
+                )),
+                createDataSourceMetadata(new 
SeekableStreamPartitions<>(stream, currOffsets))
+            );
+            if (!toolbox.getTaskActionClient().submit(checkpointAction)) {
+              throw new ISE("Checkpoint request with sequences [%s] failed, 
dying", currOffsets);
+            }
+          }
+        }
+        ingestionState = IngestionState.COMPLETED;
+      }
+      catch (Exception e) {
+        // (1) catch all exceptions while reading from kafka
+        caughtExceptionInner = e;
+        log.error(e, "Encountered exception in run() before persisting.");
+        throw e;
+      }
+      finally {
+        log.info("Persisting all pending data");
+        try {
+          driver.persist(committerSupplier.get()); // persist pending data
+        }
+        catch (Exception e) {
+          if (caughtExceptionInner != null) {
+            caughtExceptionInner.addSuppressed(e);
+          } else {
+            throw e;
+          }
+        }
+      }
+
+      synchronized (statusLock) {
+        if (stopRequested.get() && !publishOnStop.get()) {
+          throw new InterruptedException("Stopping without publishing");
+        }
+
+        status = Status.PUBLISHING;
+      }
+
+      for (SequenceMetadata sequenceMetadata : sequences) {
+        if (!publishingSequences.contains(sequenceMetadata.getSequenceName())) 
{
+          // this is done to prevent checks in sequence specific commit 
supplier from failing
+          sequenceMetadata.setEndOffsets(currOffsets);
+          sequenceMetadata.updateAssignments(currOffsets);
+          publishingSequences.add(sequenceMetadata.getSequenceName());
+          // persist already done in finally, so directly add to publishQueue
+          publishAndRegisterHandoff(sequenceMetadata);
+        }
+      }
+
+      if (backgroundThreadException != null) {
+        throw new RuntimeException(backgroundThreadException);
+      }
+
+      // Wait for publish futures to complete.
+      Futures.allAsList(publishWaitList).get();
+
+      // Wait for handoff futures to complete.
+      // Note that every publishing task (created by calling 
AppenderatorDriver.publish()) has a corresponding
+      // handoffFuture. handoffFuture can throw an exception if 1) the 
corresponding publishFuture failed or 2) it
+      // failed to persist sequences. It might also return null if handoff 
failed, but was recoverable.
+      // See publishAndRegisterHandoff() for details.
+      List<SegmentsAndMetadata> handedOffList = Collections.emptyList();
+      if (tuningConfig.getHandoffConditionTimeout() == 0) {
+        handedOffList = Futures.allAsList(handOffWaitList).get();
+      } else {
+        try {
+          handedOffList = Futures.allAsList(handOffWaitList)
+                                 
.get(tuningConfig.getHandoffConditionTimeout(), TimeUnit.MILLISECONDS);
+        }
+        catch (TimeoutException e) {
+          // Handoff timeout is not an indexing failure, but coordination 
failure. We simply ignore timeout exception
+          // here.
+          log.makeAlert("Timed out after [%d] millis waiting for handoffs", 
tuningConfig.getHandoffConditionTimeout())
+             .addData("TaskId", task.getId())
+             .emit();
+        }
+      }
+
+      for (SegmentsAndMetadata handedOff : handedOffList) {
+        log.info(
+            "Handoff completed for segments[%s] with metadata[%s].",
+            Joiner.on(", ").join(
+                
handedOff.getSegments().stream().map(DataSegment::getIdentifier).collect(Collectors.toList())
+            ),
+            Preconditions.checkNotNull(handedOff.getCommitMetadata(), 
"commitMetadata")
+        );
+      }
+
+      appenderator.close();
+    }
+    catch (InterruptedException | RejectedExecutionException e) {
+      // (2) catch InterruptedException and RejectedExecutionException thrown 
for the whole ingestion steps including
+      // the final publishing.
+      caughtExceptionOuter = e;
+      try {
+        Futures.allAsList(publishWaitList).cancel(true);
+        Futures.allAsList(handOffWaitList).cancel(true);
+        if (appenderator != null) {
+          appenderator.closeNow();
+        }
+      }
+      catch (Exception e2) {
+        e.addSuppressed(e2);
+      }
+
+      // handle the InterruptedException that gets wrapped in a 
RejectedExecutionException
+      if (e instanceof RejectedExecutionException
+          && (e.getCause() == null || !(e.getCause() instanceof 
InterruptedException))) {
+        throw e;
+      }
+
+      // if we were interrupted because we were asked to stop, handle the 
exception and return success, else rethrow
+      if (!stopRequested.get()) {
+        Thread.currentThread().interrupt();
+        throw e;
+      }
+
+      log.info("The task was asked to stop before completing");
+    }
+    catch (Exception e) {
+      // (3) catch all other exceptions thrown for the whole ingestion steps 
including the final publishing.
+      caughtExceptionOuter = e;
+      try {
+        Futures.allAsList(publishWaitList).cancel(true);
+        Futures.allAsList(handOffWaitList).cancel(true);
+        if (appenderator != null) {
+          appenderator.closeNow();
+        }
+      }
+      catch (Exception e2) {
+        e.addSuppressed(e2);
+      }
+      throw e;
+    }
+    finally {
+      try {
+
+        if (driver != null) {
+          driver.close();
+        }
+        if (chatHandlerProvider.isPresent()) {
+          chatHandlerProvider.get().unregister(task.getId());
+        }
+
+        toolbox.getDruidNodeAnnouncer().unannounce(discoveryDruidNode);
+        toolbox.getDataSegmentServerAnnouncer().unannounce();
+      }
+      catch (Exception e) {
+        if (caughtExceptionOuter != null) {
+          caughtExceptionOuter.addSuppressed(e);
+        } else {
+          throw e;
+        }
+      }
+    }
+
+    toolbox.getTaskReportFileWriter().write(getTaskCompletionReports(null));
+    return TaskStatus.success(task.getId());
+  }
+
+  private void checkPublishAndHandoffFailure() throws ExecutionException, 
InterruptedException
+  {
+    // Check if any publishFuture failed.
+    final List<ListenableFuture<SegmentsAndMetadata>> publishFinished = 
publishWaitList
+        .stream()
+        .filter(Future::isDone)
+        .collect(Collectors.toList());
+
+    for (ListenableFuture<SegmentsAndMetadata> publishFuture : 
publishFinished) {
+      // If publishFuture failed, the below line will throw an exception and 
catched by (1), and then (2) or (3).
+      publishFuture.get();
+    }
+
+    publishWaitList.removeAll(publishFinished);
+
+    // Check if any handoffFuture failed.
+    final List<ListenableFuture<SegmentsAndMetadata>> handoffFinished = 
handOffWaitList
+        .stream()
+        .filter(Future::isDone)
+        .collect(Collectors.toList());
+
+    for (ListenableFuture<SegmentsAndMetadata> handoffFuture : 
handoffFinished) {
+      // If handoffFuture failed, the below line will throw an exception and 
catched by (1), and then (2) or (3).
+      handoffFuture.get();
+    }
+
+    handOffWaitList.removeAll(handoffFinished);
+  }
+
+  private void publishAndRegisterHandoff(SequenceMetadata sequenceMetadata)
+  {
+    log.info("Publishing segments for sequence [%s]", sequenceMetadata);
+
+    final ListenableFuture<SegmentsAndMetadata> publishFuture = 
Futures.transform(
+        driver.publish(
+            sequenceMetadata.createPublisher(toolbox, 
ioConfig.isUseTransaction()),
+            sequenceMetadata.getCommitterSupplier(stream, 
lastPersistedOffsets).get(),
+            Collections.singletonList(sequenceMetadata.getSequenceName())
+        ),
+        (Function<SegmentsAndMetadata, SegmentsAndMetadata>) 
publishedSegmentsAndMetadata -> {
+          if (publishedSegmentsAndMetadata == null) {
+            throw new ISE(
+                "Transaction failure publishing segments for sequence [%s]",
+                sequenceMetadata
+            );
+          } else {
+            return publishedSegmentsAndMetadata;
+          }
+        }
+    );
+    publishWaitList.add(publishFuture);
+
+    // Create a handoffFuture for every publishFuture. The created 
handoffFuture must fail if publishFuture fails.
+    final SettableFuture<SegmentsAndMetadata> handoffFuture = 
SettableFuture.create();
+    handOffWaitList.add(handoffFuture);
+
+    Futures.addCallback(
+        publishFuture,
+        new FutureCallback<SegmentsAndMetadata>()
+        {
+          @Override
+          public void onSuccess(SegmentsAndMetadata 
publishedSegmentsAndMetadata)
+          {
+            log.info(
+                "Published segments[%s] with metadata[%s].",
+                publishedSegmentsAndMetadata.getSegments()
+                                            .stream()
+                                            .map(DataSegment::getIdentifier)
+                                            .collect(Collectors.toList()),
+                
Preconditions.checkNotNull(publishedSegmentsAndMetadata.getCommitMetadata(), 
"commitMetadata")
+            );
+
+            sequences.remove(sequenceMetadata);
+            publishingSequences.remove(sequenceMetadata.getSequenceName());
+            try {
+              persistSequences();
+            }
+            catch (IOException e) {
+              log.error(e, "Unable to persist state, dying");
+              handoffFuture.setException(e);
+              throw new RuntimeException(e);
+            }
+
+            Futures.transform(
+                driver.registerHandoff(publishedSegmentsAndMetadata),
+                new Function<SegmentsAndMetadata, Void>()
+                {
+                  @Nullable
+                  @Override
+                  public Void apply(@Nullable SegmentsAndMetadata 
handoffSegmentsAndMetadata)
+                  {
+                    if (handoffSegmentsAndMetadata == null) {
+                      log.warn(
+                          "Failed to handoff segments[%s]",
+                          publishedSegmentsAndMetadata.getSegments()
+                                                      .stream()
+                                                      
.map(DataSegment::getIdentifier)
+                                                      
.collect(Collectors.toList())
+                      );
+                    }
+                    handoffFuture.set(handoffSegmentsAndMetadata);
+                    return null;
+                  }
+                }
+            );
+          }
+
+          @Override
+          public void onFailure(@ParametersAreNonnullByDefault Throwable t)
+          {
+            log.error(t, "Error while publishing segments for sequence[%s]", 
sequenceMetadata);
+            handoffFuture.setException(t);
+          }
+        }
+    );
+  }
+
+  private static File getSequencesPersistFile(TaskToolbox toolbox)
+  {
+    return new File(toolbox.getPersistDir(), "sequences.json");
+  }
+
+  private boolean restoreSequences() throws IOException
+  {
+    final File sequencesPersistFile = getSequencesPersistFile(toolbox);
+    if (sequencesPersistFile.exists()) {
+      sequences = new CopyOnWriteArrayList<>(
+          toolbox.getObjectMapper().<List<SequenceMetadata>>readValue(
+              sequencesPersistFile,
+              new TypeReference<List<SequenceMetadata>>()
+              {
+              }
+          )
+      );
+      return true;
+    } else {
+      return false;
+    }
+  }
+
+  private synchronized void persistSequences() throws IOException
+  {
+    log.info("Persisting Sequences Metadata [%s]", sequences);
+    toolbox.getObjectMapper().writerWithType(
+        new TypeReference<List<SequenceMetadata>>()
+        {
+        }
+    ).writeValue(getSequencesPersistFile(toolbox), sequences);
+  }
+
+  private Map<String, TaskReport> getTaskCompletionReports(@Nullable String 
errorMsg)
+  {
+    return TaskReport.buildTaskReports(
+        new IngestionStatsAndErrorsTaskReport(
+            task.getId(),
+            new IngestionStatsAndErrorsTaskReportData(
+                ingestionState,
+                getTaskCompletionUnparseableEvents(),
+                getTaskCompletionRowStats(),
+                errorMsg
+            )
+        )
+    );
+  }
+
+  private Map<String, Object> getTaskCompletionUnparseableEvents()
+  {
+    Map<String, Object> unparseableEventsMap = new HashMap<>();
+    List<String> buildSegmentsParseExceptionMessages = 
IndexTaskUtils.getMessagesFromSavedParseExceptions(
+        savedParseExceptions
+    );
+    if (buildSegmentsParseExceptionMessages != null) {
+      unparseableEventsMap.put(RowIngestionMeters.BUILD_SEGMENTS, 
buildSegmentsParseExceptionMessages);
+    }
+    return unparseableEventsMap;
+  }
+
+  private Map<String, Object> getTaskCompletionRowStats()
+  {
+    Map<String, Object> metrics = new HashMap<>();
+    metrics.put(
+        RowIngestionMeters.BUILD_SEGMENTS,
+        rowIngestionMeters.getTotals()
+    );
+    return metrics;
+  }
+
+
+  private void maybePersistAndPublishSequences(Supplier<Committer> 
committerSupplier)
+      throws InterruptedException
+  {
+    for (SequenceMetadata sequenceMetadata : sequences) {
+      sequenceMetadata.updateAssignments(currOffsets);
+      if (!sequenceMetadata.isOpen() && 
!publishingSequences.contains(sequenceMetadata.getSequenceName())) {
+        publishingSequences.add(sequenceMetadata.getSequenceName());
+        try {
+          Object result = driver.persist(committerSupplier.get());
+          log.info(
+              "Persist completed with results: [%s], adding sequence [%s] to 
publish queue",
+              result,
+              sequenceMetadata
+          );
+          publishAndRegisterHandoff(sequenceMetadata);
+        }
+        catch (InterruptedException e) {
+          log.warn("Interrupted while persisting sequence [%s]", 
sequenceMetadata);
+          throw e;
+        }
+      }
+    }
+  }
+
+  private Set<StreamPartition<PartitionType>> assignPartitions(
+      RecordSupplier<PartitionType, SequenceType> recordSupplier
+  )
+  {
+    final Set<StreamPartition<PartitionType>> assignment = new HashSet<>();
+    for (Map.Entry<PartitionType, SequenceType> entry : 
currOffsets.entrySet()) {
+      final SequenceType endOffset = endOffsets.get(entry.getKey());
+      if (OrderedPartitionableRecord.END_OF_SHARD_MARKER.equals(endOffset)
+          || SeekableStreamPartitions.NO_END_SEQUENCE_NUMBER.equals(endOffset)
+          || 
createSequenceNumber(entry.getValue()).compareTo(createSequenceNumber(endOffset))
 < 0) {
+        assignment.add(StreamPartition.of(stream, entry.getKey()));
+      } else if (entry.getValue().equals(endOffset)) {
+        log.info("Finished reading partition[%s].", entry.getKey());
+      } else {
+        throw new ISE(
+            "WTF?! Cannot start from sequence[%,d] > endOffset[%,d]",
+            entry.getValue(),
+            endOffset
+        );
+      }
+    }
+
+    recordSupplier.assign(assignment);
+
+    return assignment;
+  }
+
+
+  private void seekToStartingSequence(
+      RecordSupplier<PartitionType, SequenceType> recordSupplier, 
Set<StreamPartition<PartitionType>> partitions
+  )
+  {
+    for (final StreamPartition<PartitionType> partition : partitions) {
+      final SequenceType sequence = 
currOffsets.get(partition.getPartitionId());
+      log.info("Seeking partition[%s] to sequence[%s].", 
partition.getPartitionId(), sequence);
+      recordSupplier.seek(partition, sequence);
+    }
+  }
+
+  /**
+   * Checks if the pauseRequested flag was set and if so blocks:
+   * a) if pauseMillis == PAUSE_FOREVER, until pauseRequested is cleared
+   * b) if pauseMillis != PAUSE_FOREVER, until pauseMillis elapses -or- 
pauseRequested is cleared
+   * <p>
+   * If pauseMillis is changed while paused, the new pause timeout will be 
applied. This allows adjustment of the
+   * pause timeout (making a timed pause into an indefinite pause and vice 
versa is valid) without having to resume
+   * and ensures that the loop continues to stay paused without ingesting any 
new events. You will need to signal
+   * shouldResume after adjusting pauseMillis for the new value to take effect.
+   * <p>
+   * Sets paused = true and signals paused so callers can be notified when the 
pause command has been accepted.
+   * <p>
+   * Additionally, pauses if all partitions assignments have been read and 
pauseAfterRead flag is set.
+   *
+   * @return true if a pause request was handled, false otherwise
+   */
+  private boolean possiblyPause() throws InterruptedException
+  {
+    pauseLock.lockInterruptibly();
+    try {
+      if (pauseRequested) {
+        status = Status.PAUSED;
+        hasPaused.signalAll();
+
+        while (pauseRequested) {
+          log.info("Pausing ingestion until resumed");
+          shouldResume.await();
+        }
+
+        status = Status.READING;
+        shouldResume.signalAll();
+        log.info("Ingestion loop resumed");
+        return true;
+      }
+    }
+    finally {
+      pauseLock.unlock();
+    }
+
+    return false;
+  }
+
+  private void possiblyResetDataSourceMetadata(
+      RecordSupplier<PartitionType, SequenceType> recordSupplier,
+      Set<StreamPartition<PartitionType>> assignment
+  )
+  {
+    for (final StreamPartition<PartitionType> streamPartition : assignment) {
+      SequenceType sequence = 
currOffsets.get(streamPartition.getPartitionId());
+      if (!tuningConfig.isSkipSequenceNumberAvailabilityCheck()) {
+        SequenceType earliestSequenceNumber = 
recordSupplier.getEarliestSequenceNumber(streamPartition);
+        /*
+        if (earliestSequenceNumber == null) {
 
 Review comment:
   Please remove this.

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