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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.druid.indexing.seekablestream.supervisor;
import com.fasterxml.jackson.core.JsonProcessingException;
import com.fasterxml.jackson.databind.MapperFeature;
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.collect.ImmutableList;
import com.google.common.collect.ImmutableMap;
import com.google.common.collect.ImmutableSet;
import com.google.common.collect.Sets;
import com.google.common.util.concurrent.Futures;
import com.google.common.util.concurrent.ListenableFuture;
import com.google.common.util.concurrent.ListeningExecutorService;
import com.google.common.util.concurrent.MoreExecutors;
import it.unimi.dsi.fastutil.ints.Int2ObjectLinkedOpenHashMap;
import it.unimi.dsi.fastutil.ints.Int2ObjectMap;
import org.apache.commons.codec.digest.DigestUtils;
import org.apache.commons.collections4.MapUtils;
import org.apache.druid.common.guava.FutureUtils;
import org.apache.druid.data.input.impl.ByteEntity;
import org.apache.druid.error.DruidException;
import org.apache.druid.error.InvalidInput;
import org.apache.druid.indexer.TaskLocation;
import org.apache.druid.indexer.TaskState;
import org.apache.druid.indexer.TaskStatus;
import org.apache.druid.indexing.common.TaskInfoProvider;
import org.apache.druid.indexing.common.task.Task;
import org.apache.druid.indexing.overlord.DataSourceMetadata;
import org.apache.druid.indexing.overlord.IndexerMetadataStorageCoordinator;
import org.apache.druid.indexing.overlord.TaskMaster;
import org.apache.druid.indexing.overlord.TaskQueue;
import org.apache.druid.indexing.overlord.TaskRunner;
import org.apache.druid.indexing.overlord.TaskRunnerListener;
import org.apache.druid.indexing.overlord.TaskRunnerWorkItem;
import org.apache.druid.indexing.overlord.TaskStorage;
import org.apache.druid.indexing.overlord.supervisor.Supervisor;
import org.apache.druid.indexing.overlord.supervisor.SupervisorManager;
import org.apache.druid.indexing.overlord.supervisor.SupervisorReport;
import org.apache.druid.indexing.overlord.supervisor.SupervisorStateManager;
import org.apache.druid.indexing.overlord.supervisor.autoscaler.LagStats;
import org.apache.druid.indexing.seekablestream.SeekableStreamDataSourceMetadata;
import org.apache.druid.indexing.seekablestream.SeekableStreamEndSequenceNumbers;
import org.apache.druid.indexing.seekablestream.SeekableStreamIndexTask;
import org.apache.druid.indexing.seekablestream.SeekableStreamIndexTaskClient;
import org.apache.druid.indexing.seekablestream.SeekableStreamIndexTaskClientAsyncImpl;
import org.apache.druid.indexing.seekablestream.SeekableStreamIndexTaskClientFactory;
import org.apache.druid.indexing.seekablestream.SeekableStreamIndexTaskIOConfig;
import org.apache.druid.indexing.seekablestream.SeekableStreamIndexTaskRunner;
import org.apache.druid.indexing.seekablestream.SeekableStreamIndexTaskTuningConfig;
import org.apache.druid.indexing.seekablestream.SeekableStreamSequenceNumbers;
import org.apache.druid.indexing.seekablestream.SeekableStreamStartSequenceNumbers;
import org.apache.druid.indexing.seekablestream.common.OrderedSequenceNumber;
import org.apache.druid.indexing.seekablestream.common.RecordSupplier;
import org.apache.druid.indexing.seekablestream.common.StreamException;
import org.apache.druid.indexing.seekablestream.common.StreamPartition;
import org.apache.druid.indexing.seekablestream.supervisor.autoscaler.AutoScalerConfig;
import org.apache.druid.java.util.common.DateTimes;
import org.apache.druid.java.util.common.Either;
import org.apache.druid.java.util.common.IAE;
import org.apache.druid.java.util.common.ISE;
import org.apache.druid.java.util.common.Pair;
import org.apache.druid.java.util.common.RetryUtils;
import org.apache.druid.java.util.common.StringUtils;
import org.apache.druid.java.util.common.concurrent.Execs;
import org.apache.druid.java.util.emitter.EmittingLogger;
import org.apache.druid.java.util.emitter.service.ServiceEmitter;
import org.apache.druid.java.util.emitter.service.ServiceMetricEvent;
import org.apache.druid.metadata.MetadataSupervisorManager;
import org.apache.druid.query.DruidMetrics;
import org.apache.druid.query.ordering.StringComparators;
import org.apache.druid.segment.incremental.ParseExceptionReport;
import org.apache.druid.segment.incremental.RowIngestionMetersFactory;
import org.apache.druid.segment.indexing.DataSchema;
import org.apache.druid.segment.realtime.appenderator.SegmentIdWithShardSpec;
import org.joda.time.DateTime;
import javax.annotation.Nonnull;
import javax.annotation.Nullable;
import javax.validation.constraints.NotNull;
import java.io.IOException;
import java.time.Duration;
import java.time.Instant;
import java.util.ArrayList;
import java.util.Collection;
import java.util.Collections;
import java.util.Comparator;
import java.util.HashMap;
import java.util.HashSet;
import java.util.Iterator;
import java.util.List;
import java.util.Map;
import java.util.Map.Entry;
import java.util.Set;
import java.util.SortedMap;
import java.util.TreeMap;
import java.util.TreeSet;
import java.util.concurrent.Callable;
import java.util.concurrent.ConcurrentHashMap;
import java.util.concurrent.CopyOnWriteArrayList;
import java.util.concurrent.ExecutionException;
import java.util.concurrent.ExecutorService;
import java.util.concurrent.ScheduledExecutorService;
import java.util.concurrent.TimeUnit;
import java.util.concurrent.atomic.AtomicInteger;
import java.util.concurrent.locks.ReentrantLock;
import java.util.function.BiConsumer;
import java.util.stream.Collectors;
import java.util.stream.Stream;
/**
* this class is the parent class of both the Kafka and Kinesis supervisor. All the main run loop
* logic are similar enough so they're grouped together into this class.
* <p>
* Supervisor responsible for managing the SeekableStreamIndexTasks (Kafka/Kinesis) for a single dataSource. At a high level, the class accepts a
* {@link SeekableStreamSupervisorSpec} which includes the stream name (topic / stream) and configuration as well as an ingestion spec which will
* be used to generate the indexing tasks. The run loop periodically refreshes its view of the stream's partitions
* and the list of running indexing tasks and ensures that all partitions are being read from and that there are enough
* tasks to satisfy the desired number of replicas. As tasks complete, new tasks are queued to process the next range of
* stream sequences.
* <p>
*
* @param <PartitionIdType> the type of the partition id, for example, partitions in Kafka are int type while partitions in Kinesis are String type
* @param <SequenceOffsetType> the type of the sequence number or offsets, for example, Kafka uses long offsets while Kinesis uses String sequence numbers
*/
public abstract class SeekableStreamSupervisor<PartitionIdType, SequenceOffsetType, RecordType extends ByteEntity>
implements Supervisor
{
public static final String CHECKPOINTS_CTX_KEY = "checkpoints";
public static final String AUTOSCALER_SKIP_REASON_DIMENSION = "scalingSkipReason";
public static final String AUTOSCALER_REQUIRED_TASKS_METRIC = "task/autoScaler/requiredCount";
private static final long MINIMUM_GET_OFFSET_PERIOD_MILLIS = 5000;
private static final long INITIAL_GET_OFFSET_DELAY_MILLIS = 15000;
private static final long INITIAL_EMIT_LAG_METRIC_DELAY_MILLIS = 25000;
private static final long MAX_RUN_FREQUENCY_MILLIS = 1000;
private static final long MINIMUM_FUTURE_TIMEOUT_IN_SECONDS = 120;
private static final int MAX_INITIALIZATION_RETRIES = 20;
private static final EmittingLogger log = new EmittingLogger(SeekableStreamSupervisor.class);
private static final Comparator<ParseExceptionReport> PARSE_EXCEPTION_REPORT_COMPARATOR
= Comparator.comparingLong(ParseExceptionReport::getTimeOfExceptionMillis)
.thenComparing(ParseExceptionReport::getErrorType, StringComparators.LEXICOGRAPHIC)
.thenComparing(ParseExceptionReport::getInput, StringComparators.LEXICOGRAPHIC);
// Internal data structures
// --------------------------------------------------------
/**
* A TaskGroup is the main data structure used by SeekableStreamSupervisor to organize and monitor stream partitions and
* indexing tasks. All the tasks in a TaskGroup should always be doing the same thing (reading the same partitions and
* starting from the same sequences) and if [replicas] is configured to be 1, a TaskGroup will contain a single task (the
* exception being if the supervisor started up and discovered and adopted some already running tasks). At any given
* time, there should only be up to a maximum of [taskCount] actively-reading task groups (tracked in the [activelyReadingTaskGroups]
* map) + zero or more pending-completion task groups (tracked in [pendingCompletionTaskGroups]).
*/
private class TaskGroup
{
final int groupId;
// This specifies the partitions and starting sequences for this task group. It is set on group creation from the data
// in [partitionGroups] and never changes during the lifetime of this task group, which will live until a task in
// this task group has completed successfully, at which point this will be destroyed and a new task group will be
// created with new starting sequences. This allows us to create replacement tasks for failed tasks that process the
// same sequences, even if the values in [partitionGroups] has been changed.
final ImmutableMap<PartitionIdType, SequenceOffsetType> startingSequences;
// We don't include closed partitions in the starting offsets. However, we keep the full unfiltered map of
// partitions, only used for generating the sequence name, to avoid ambiguity in sequence names if mulitple
// task groups have nothing but closed partitions in their assignments.
final ImmutableMap<PartitionIdType, SequenceOffsetType> unfilteredStartingSequencesForSequenceName;
final ConcurrentHashMap<String, TaskData> tasks = new ConcurrentHashMap<>();
final Optional<DateTime> minimumMessageTime;
final Optional<DateTime> maximumMessageTime;
final Set<PartitionIdType> exclusiveStartSequenceNumberPartitions;
final TreeMap<Integer, Map<PartitionIdType, SequenceOffsetType>> checkpointSequences = new TreeMap<>();
final String baseSequenceName;
DateTime completionTimeout; // is set after signalTasksToFinish(); if not done by timeout, take corrective action
TaskGroup(
int groupId,
ImmutableMap<PartitionIdType, SequenceOffsetType> startingSequences,
@Nullable ImmutableMap<PartitionIdType, SequenceOffsetType> unfilteredStartingSequencesForSequenceName,
Optional<DateTime> minimumMessageTime,
Optional<DateTime> maximumMessageTime,
@Nullable Set<PartitionIdType> exclusiveStartSequenceNumberPartitions
)
{
this(
groupId,
startingSequences,
unfilteredStartingSequencesForSequenceName,
minimumMessageTime,
maximumMessageTime,
exclusiveStartSequenceNumberPartitions,
generateSequenceName(
unfilteredStartingSequencesForSequenceName == null
? startingSequences
: unfilteredStartingSequencesForSequenceName,
minimumMessageTime,
maximumMessageTime,
spec.getDataSchema(),
taskTuningConfig
)
);
}
TaskGroup(
int groupId,
ImmutableMap<PartitionIdType, SequenceOffsetType> startingSequences,
@Nullable ImmutableMap<PartitionIdType, SequenceOffsetType> unfilteredStartingSequencesForSequenceName,
Optional<DateTime> minimumMessageTime,
Optional<DateTime> maximumMessageTime,
Set<PartitionIdType> exclusiveStartSequenceNumberPartitions,
String baseSequenceName
)
{
this.groupId = groupId;
this.startingSequences = startingSequences;
this.unfilteredStartingSequencesForSequenceName = unfilteredStartingSequencesForSequenceName == null
? startingSequences
: unfilteredStartingSequencesForSequenceName;
this.minimumMessageTime = minimumMessageTime;
this.maximumMessageTime = maximumMessageTime;
this.checkpointSequences.put(0, startingSequences);
this.exclusiveStartSequenceNumberPartitions = exclusiveStartSequenceNumberPartitions != null
? exclusiveStartSequenceNumberPartitions
: Collections.emptySet();
this.baseSequenceName = baseSequenceName;
}
int addNewCheckpoint(Map<PartitionIdType, SequenceOffsetType> checkpoint)
{
checkpointSequences.put(checkpointSequences.lastKey() + 1, checkpoint);
return checkpointSequences.lastKey();
}
Set<String> taskIds()
{
return tasks.keySet();
}
}
private class TaskData
{
volatile TaskStatus status;
volatile DateTime startTime;
volatile Map<PartitionIdType, SequenceOffsetType> currentSequences = new HashMap<>();
@Override
public String toString()
{
return "TaskData{" +
"status=" + status +
", startTime=" + startTime +
", checkpointSequences=" + currentSequences +
'}';
}
}
/**
* Notice is used to queue tasks that are internal to the supervisor
*/
private interface Notice
{
/**
* Returns a descriptive label for this notice type. Used for metrics emission and logging.
*
* @return task type label
*/
String getType();
void handle() throws ExecutionException, InterruptedException;
}
private static class StatsFromTaskResult
{
private final String groupId;
private final String taskId;
private final Map<String, Object> stats;
public StatsFromTaskResult(
int groupId,
String taskId,
Map<String, Object> stats
)
{
this.groupId = String.valueOf(groupId);
this.taskId = taskId;
this.stats = stats;
}
public String getGroupId()
{
return groupId;
}
public String getTaskId()
{
return taskId;
}
public Map<String, Object> getStats()
{
return stats;
}
}
private static class ErrorsFromTaskResult
{
private final String groupId;
private final String taskId;
private final List<ParseExceptionReport> errors;
public ErrorsFromTaskResult(
int groupId,
String taskId,
List<ParseExceptionReport> errors
)
{
this.groupId = String.valueOf(groupId);
this.taskId = taskId;
this.errors = errors;
}
public String getGroupId()
{
return groupId;
}
public String getTaskId()
{
return taskId;
}
public List<ParseExceptionReport> getErrors()
{
return errors;
}
}
private final class RunNotice implements Notice
{
private static final String TYPE = "run_notice";
@Override
public void handle()
{
long nowTime = System.currentTimeMillis();
if (nowTime - lastRunTime < MAX_RUN_FREQUENCY_MILLIS) {
return;
}
lastRunTime = nowTime;
runInternal();
}
@Override
public String getType()
{
return TYPE;
}
@Override
public int hashCode()
{
return 0;
}
@Override
public boolean equals(Object obj)
{
// All RunNotices are the same. They are de-duplicated on insertion into the NoticesQueue "notices".
return obj != null && obj.getClass().equals(RunNotice.class);
}
}
// change taskCount without resubmitting.
private class DynamicAllocationTasksNotice implements Notice
{
Callable<Integer> scaleAction;
ServiceEmitter emitter;
private static final String TYPE = "dynamic_allocation_tasks_notice";
DynamicAllocationTasksNotice(Callable<Integer> scaleAction, ServiceEmitter emitter)
{
this.scaleAction = scaleAction;
this.emitter = emitter;
}
/**
* This method will do lag points collection and check dynamic scale action is necessary or not.
*/
@Override
public void handle()
{
if (autoScalerConfig == null) {
log.warn("autoScalerConfig is null but dynamic allocation notice is submitted, how can it be ?");
} else {
try {
long nowTime = System.currentTimeMillis();
if (spec.isSuspended()) {
log.info(
"Skipping DynamicAllocationTasksNotice execution because [%s] supervisor is suspended",
dataSource
);
return;
}
if (SupervisorStateManager.BasicState.IDLE == getState()) {
log.info(
"Skipping DynamicAllocationTasksNotice execution because [%s] supervisor is idle",
dataSource
);
return;
}
log.debug("PendingCompletionTaskGroups is [%s] for dataSource [%s]", pendingCompletionTaskGroups,
dataSource
);
for (CopyOnWriteArrayList<TaskGroup> list : pendingCompletionTaskGroups.values()) {
if (!list.isEmpty()) {
log.info(
"Skipping DynamicAllocationTasksNotice execution for datasource [%s] because following tasks are pending [%s]",
dataSource,
pendingCompletionTaskGroups
);
return;
}
}
final Integer desiredTaskCount = scaleAction.call();
ServiceMetricEvent.Builder event = ServiceMetricEvent.builder()
.setDimension(DruidMetrics.DATASOURCE, dataSource)
.setDimension(DruidMetrics.STREAM, getIoConfig().getStream());
if (nowTime - dynamicTriggerLastRunTime < autoScalerConfig.getMinTriggerScaleActionFrequencyMillis()) {
log.info(
"DynamicAllocationTasksNotice submitted again in [%d] millis, minTriggerDynamicFrequency is [%s] for dataSource [%s], skipping it! desired task count is [%s], active task count is [%s]",
nowTime - dynamicTriggerLastRunTime,
autoScalerConfig.getMinTriggerScaleActionFrequencyMillis(),
dataSource,
desiredTaskCount,
getActiveTaskGroupsCount()
);
if (desiredTaskCount > 0) {
emitter.emit(event.setDimension(
AUTOSCALER_SKIP_REASON_DIMENSION,
"minTriggerScaleActionFrequencyMillis not elapsed yet"
)
.setMetric(AUTOSCALER_REQUIRED_TASKS_METRIC, desiredTaskCount));
}
return;
}
if (desiredTaskCount > 0) {
emitter.emit(event.setMetric(AUTOSCALER_REQUIRED_TASKS_METRIC, desiredTaskCount));
}
boolean allocationSuccess = changeTaskCount(desiredTaskCount);
if (allocationSuccess) {
dynamicTriggerLastRunTime = nowTime;
}
}
catch (Exception ex) {
log.warn(ex, "Error parsing DynamicAllocationTasksNotice");
}
}
}
@Override
public String getType()
{
return TYPE;
}
}
/**
* This method determines how to do scale actions based on collected lag points.
* If scale action is triggered :
* First of all, call gracefulShutdownInternal() which will change the state of current datasource ingest tasks from reading to publishing.
* Secondly, clear all the stateful data structures: activelyReadingTaskGroups, partitionGroups, partitionOffsets, pendingCompletionTaskGroups, partitionIds. These structures will be rebuiled in the next 'RunNotice'.
* Finally, change the taskCount in SeekableStreamSupervisorIOConfig and sync it to MetadataStorage.
* After the taskCount is changed in SeekableStreamSupervisorIOConfig, next RunNotice will create scaled number of ingest tasks without resubmitting the supervisor.
*
* @param desiredActiveTaskCount desired taskCount computed from AutoScaler
* @return Boolean flag indicating if scale action was executed or not. If true, it will wait at least 'minTriggerScaleActionFrequencyMillis' before next 'changeTaskCount'.
* If false, it will do 'changeTaskCount' again after 'scaleActionPeriodMillis' millis.
* @throws InterruptedException
* @throws ExecutionException
*/
private boolean changeTaskCount(int desiredActiveTaskCount)
throws InterruptedException, ExecutionException
{
int currentActiveTaskCount;
Collection<TaskGroup> activeTaskGroups = activelyReadingTaskGroups.values();
currentActiveTaskCount = activeTaskGroups.size();
if (desiredActiveTaskCount < 0 || desiredActiveTaskCount == currentActiveTaskCount) {
return false;
} else {
log.info(
"Starting scale action, current active task count is [%d] and desired task count is [%d] for dataSource [%s].",
currentActiveTaskCount,
desiredActiveTaskCount,
dataSource
);
gracefulShutdownInternal();
changeTaskCountInIOConfig(desiredActiveTaskCount);
clearAllocationInfo();
log.info("Changed taskCount to [%s] for dataSource [%s].", desiredActiveTaskCount, dataSource);
return true;
}
}
private void changeTaskCountInIOConfig(int desiredActiveTaskCount)
{
ioConfig.setTaskCount(desiredActiveTaskCount);
try {
Optional<SupervisorManager> supervisorManager = taskMaster.getSupervisorManager();
if (supervisorManager.isPresent()) {
MetadataSupervisorManager metadataSupervisorManager = supervisorManager.get().getMetadataSupervisorManager();
metadataSupervisorManager.insert(dataSource, spec);
} else {
log.error("supervisorManager is null in taskMaster, skipping scale action for dataSource [%s].", dataSource);
}
}
catch (Exception e) {
log.error(e, "Failed to sync taskCount to MetaStorage for dataSource [%s].", dataSource);
}
}
private void clearAllocationInfo()
{
activelyReadingTaskGroups.clear();
partitionGroups.clear();
partitionOffsets.clear();
pendingCompletionTaskGroups.clear();
partitionIds.clear();
}
private class GracefulShutdownNotice extends ShutdownNotice
{
private static final String TYPE = "graceful_shutdown_notice";
@Override
public void handle() throws InterruptedException, ExecutionException
{
gracefulShutdownInternal();
super.handle();
}
@Override
public String getType()
{
return TYPE;
}
}
private class ShutdownNotice implements Notice
{
private static final String TYPE = "shutdown_notice";
@Override
public void handle() throws InterruptedException, ExecutionException
{
recordSupplier.close();
synchronized (stopLock) {
stopped = true;
stopLock.notifyAll();
}
}
@Override
public String getType()
{
return TYPE;
}
}
private class ResetNotice implements Notice
{
final DataSourceMetadata dataSourceMetadata;
private static final String TYPE = "reset_notice";
ResetNotice(DataSourceMetadata dataSourceMetadata)
{
this.dataSourceMetadata = dataSourceMetadata;
}
@Override
public void handle()
{
resetInternal(dataSourceMetadata);
}
@Override
public String getType()
{
return TYPE;
}
}
private class ResetOffsetsNotice implements Notice
{
final DataSourceMetadata dataSourceMetadata;
private static final String TYPE = "reset_offsets_notice";
ResetOffsetsNotice(
final DataSourceMetadata dataSourceMetadata
)
{
this.dataSourceMetadata = dataSourceMetadata;
}
@Override
public void handle()
{
resetOffsetsInternal(dataSourceMetadata);
}
@Override
public String getType()
{
return TYPE;
}
}
protected class CheckpointNotice implements Notice
{
private final int taskGroupId;
private final SeekableStreamDataSourceMetadata<PartitionIdType, SequenceOffsetType> checkpointMetadata;
private static final String TYPE = "checkpoint_notice";
CheckpointNotice(
int taskGroupId,
SeekableStreamDataSourceMetadata<PartitionIdType, SequenceOffsetType> checkpointMetadata
)
{
this.taskGroupId = taskGroupId;
this.checkpointMetadata = checkpointMetadata;
}
@Override
public void handle() throws ExecutionException, InterruptedException
{
// check for consistency
// if already received request for this sequenceName and dataSourceMetadata combination then return
final TaskGroup taskGroup = activelyReadingTaskGroups.get(taskGroupId);
if (isValidTaskGroup(taskGroupId, taskGroup)) {
final TreeMap<Integer, Map<PartitionIdType, SequenceOffsetType>> checkpoints = taskGroup.checkpointSequences;
// check validity of previousCheckpoint
int index = checkpoints.size();
for (int sequenceId : checkpoints.descendingKeySet()) {
Map<PartitionIdType, SequenceOffsetType> checkpoint = checkpoints.get(sequenceId);
// We have already verified the stream of the current checkpoint is same with that in ioConfig.
// See checkpoint().
if (checkpoint.equals(checkpointMetadata.getSeekableStreamSequenceNumbers()
.getPartitionSequenceNumberMap()
)) {
break;
}
index--;
}
if (index == 0) {
throw new ISE("No such previous checkpoint [%s] found", checkpointMetadata);
} else if (index < checkpoints.size()) {
// if the found checkpoint is not the latest one then already checkpointed by a replica
Preconditions.checkState(index == checkpoints.size() - 1, "checkpoint consistency failure");
log.info("Already checkpointed with sequences [%s]", checkpoints.lastEntry().getValue());
return;
}
final Map<PartitionIdType, SequenceOffsetType> newCheckpoint = checkpointTaskGroup(taskGroup, false).get();
if (MapUtils.isNotEmpty(newCheckpoint)) {
taskGroup.addNewCheckpoint(newCheckpoint);
log.info("Handled checkpoint notice, new checkpoint is [%s] for taskGroup [%s]", newCheckpoint, taskGroupId);
} else {
log.warn("New checkpoint is null for taskGroup [%s]", taskGroupId);
}
}
}
boolean isValidTaskGroup(int taskGroupId, @Nullable TaskGroup taskGroup)
{
if (taskGroup == null) {
// taskGroup might be in pendingCompletionTaskGroups or partitionGroups
if (pendingCompletionTaskGroups.containsKey(taskGroupId)) {
log.warn(
"Ignoring checkpoint request because taskGroup[%d] has already stopped indexing and is waiting for "
+ "publishing segments",
taskGroupId
);
return false;
} else if (partitionGroups.containsKey(taskGroupId)) {
log.warn("Ignoring checkpoint request because taskGroup[%d] is inactive", taskGroupId);
return false;
} else {
throw new ISE("Cannot find taskGroup [%s] among all activelyReadingTaskGroups [%s]", taskGroupId,
activelyReadingTaskGroups
);
}
}
return true;
}
@Override
public String getType()
{
return TYPE;
}
}
// Map<{group id}, {actively reading task group}>; see documentation for TaskGroup class
private final ConcurrentHashMap<Integer, TaskGroup> activelyReadingTaskGroups = new ConcurrentHashMap<>();
// After telling a taskGroup to stop reading and begin publishing a segment, it is moved from [activelyReadingTaskGroups] to here so
// we can monitor its status while we queue new tasks to read the next range of sequences. This is a list since we could
// have multiple sets of tasks publishing at once if time-to-publish > taskDuration.
// Map<{group id}, List<{pending completion task groups}>>
private final ConcurrentHashMap<Integer, CopyOnWriteArrayList<TaskGroup>> pendingCompletionTaskGroups = new ConcurrentHashMap<>();
// We keep two separate maps for tracking the current state of partition->task group mappings [partitionGroups] and partition->offset
// mappings [partitionOffsets]. The starting offset for a new partition in [partitionOffsets] is initially set to getNotSetMarker(). When a new task group
// is created and is assigned partitions, if the offset for an assigned partition in [partitionOffsets] is getNotSetMarker() it will take the starting
// offset value from the metadata store, and if it can't find it there, from stream. Once a task begins
// publishing, the offset in [partitionOffsets] will be updated to the ending offset of the publishing-but-not-yet-
// completed task, which will cause the next set of tasks to begin reading from where the previous task left
// off. If that previous task now fails, we will set the offset in [partitionOffsets] back to getNotSetMarker() which will
// cause successive tasks to again grab their starting offset from metadata store. This mechanism allows us to
// start up successive tasks without waiting for the previous tasks to succeed and still be able to handle task
// failures during publishing.
protected final ConcurrentHashMap<PartitionIdType, SequenceOffsetType> partitionOffsets = new ConcurrentHashMap<>();
protected final ConcurrentHashMap<Integer, Set<PartitionIdType>> partitionGroups = new ConcurrentHashMap<>();
protected final ObjectMapper sortingMapper;
protected final List<PartitionIdType> partitionIds = new CopyOnWriteArrayList<>();
protected final SeekableStreamSupervisorStateManager stateManager;
protected volatile DateTime sequenceLastUpdated;
private final IndexerMetadataStorageCoordinator indexerMetadataStorageCoordinator;
protected final String dataSource;
private final Set<PartitionIdType> subsequentlyDiscoveredPartitions = new HashSet<>();
private final TaskStorage taskStorage;
private final TaskMaster taskMaster;
private final SeekableStreamIndexTaskClient<PartitionIdType, SequenceOffsetType> taskClient;
private final SeekableStreamSupervisorSpec spec;
private final SeekableStreamSupervisorIOConfig ioConfig;
private final AutoScalerConfig autoScalerConfig;
private final SeekableStreamSupervisorTuningConfig tuningConfig;
private final SeekableStreamIndexTaskTuningConfig taskTuningConfig;
private final String supervisorId;
private final TaskInfoProvider taskInfoProvider;
private final long futureTimeoutInSeconds; // how long to wait for async operations to complete
private final RowIngestionMetersFactory rowIngestionMetersFactory;
private final ExecutorService exec;
private final ScheduledExecutorService scheduledExec;
private final ScheduledExecutorService reportingExec;
private final ListeningExecutorService workerExec;
private final NoticesQueue<Notice> notices = new NoticesQueue<>();
private final Object stopLock = new Object();
private final Object stateChangeLock = new Object();
private final ReentrantLock recordSupplierLock = new ReentrantLock();
private List<ParseExceptionReport> lastKnownParseErrors = new ArrayList<>();
private final boolean useExclusiveStartingSequence;
private boolean listenerRegistered = false;
private long lastRunTime;
private long dynamicTriggerLastRunTime;
private int initRetryCounter = 0;
private volatile DateTime firstRunTime;
private volatile DateTime earlyStopTime = null;
protected volatile RecordSupplier<PartitionIdType, SequenceOffsetType, RecordType> recordSupplier;
private volatile boolean started = false;
private volatile boolean stopped = false;
private volatile boolean lifecycleStarted = false;
private final ServiceEmitter emitter;
// snapshots latest sequences from stream to be verified in next run cycle of inactive stream check
private final Map<PartitionIdType, SequenceOffsetType> previousSequencesFromStream = new HashMap<>();
private long lastActiveTimeMillis;
private final IdleConfig idleConfig;
public SeekableStreamSupervisor(
final String supervisorId,
final TaskStorage taskStorage,
final TaskMaster taskMaster,
final IndexerMetadataStorageCoordinator indexerMetadataStorageCoordinator,
final SeekableStreamIndexTaskClientFactory<PartitionIdType, SequenceOffsetType> taskClientFactory,
final ObjectMapper mapper,
final SeekableStreamSupervisorSpec spec,
final RowIngestionMetersFactory rowIngestionMetersFactory,
final boolean useExclusiveStartingSequence
)
{
this.taskStorage = taskStorage;
this.taskMaster = taskMaster;
this.indexerMetadataStorageCoordinator = indexerMetadataStorageCoordinator;
this.sortingMapper = mapper.copy().configure(MapperFeature.SORT_PROPERTIES_ALPHABETICALLY, true);
this.spec = spec;
this.emitter = spec.getEmitter();
this.rowIngestionMetersFactory = rowIngestionMetersFactory;
this.useExclusiveStartingSequence = useExclusiveStartingSequence;
this.dataSource = spec.getDataSchema().getDataSource();
this.ioConfig = spec.getIoConfig();
this.autoScalerConfig = ioConfig.getAutoScalerConfig();
this.tuningConfig = spec.getTuningConfig();
this.taskTuningConfig = this.tuningConfig.convertToTaskTuningConfig();
this.supervisorId = supervisorId;
this.exec = Execs.singleThreaded(StringUtils.encodeForFormat(supervisorId));
this.scheduledExec = Execs.scheduledSingleThreaded(StringUtils.encodeForFormat(supervisorId) + "-Scheduler-%d");
this.reportingExec = Execs.scheduledSingleThreaded(StringUtils.encodeForFormat(supervisorId) + "-Reporting-%d");
this.stateManager = new SeekableStreamSupervisorStateManager(
spec.getSupervisorStateManagerConfig(),
spec.isSuspended()
);
int workerThreads;
int maxNumTasks;
if (autoScalerConfig != null && autoScalerConfig.getEnableTaskAutoScaler()) {
log.info("Running Task autoscaler for datasource [%s]", dataSource);
workerThreads = (this.tuningConfig.getWorkerThreads() != null
? this.tuningConfig.getWorkerThreads()
: Math.min(10, autoScalerConfig.getTaskCountMax()));
maxNumTasks = autoScalerConfig.getTaskCountMax() * this.ioConfig.getReplicas();
} else {
workerThreads = (this.tuningConfig.getWorkerThreads() != null
? this.tuningConfig.getWorkerThreads()
: Math.min(10, this.ioConfig.getTaskCount()));
maxNumTasks = this.ioConfig.getTaskCount() * this.ioConfig.getReplicas();
}
IdleConfig specIdleConfig = spec.getIoConfig().getIdleConfig();
if (specIdleConfig != null) {
if (specIdleConfig.getInactiveAfterMillis() != null) {
idleConfig = specIdleConfig;
} else {
idleConfig = new IdleConfig(
specIdleConfig.isEnabled(),
spec.getSupervisorStateManagerConfig().getInactiveAfterMillis()
);
}
} else {
idleConfig = new IdleConfig(
spec.getSupervisorStateManagerConfig().isIdleConfigEnabled(),
spec.getSupervisorStateManagerConfig().getInactiveAfterMillis()
);
}
this.workerExec = MoreExecutors.listeningDecorator(
Execs.multiThreaded(
workerThreads,
StringUtils.encodeForFormat(supervisorId) + "-Worker-%d"
)
);
log.info("Created worker pool with [%d] threads for dataSource [%s]", workerThreads, this.dataSource);
this.taskInfoProvider = new TaskInfoProvider()
{
@Override
public TaskLocation getTaskLocation(final String id)
{
Preconditions.checkNotNull(id, "id");
Optional<TaskRunner> taskRunner = taskMaster.getTaskRunner();
if (taskRunner.isPresent()) {
return taskRunner.get().getTaskLocation(id);
} else {
log.error("Failed to get task runner because I'm not the leader!");
}
return TaskLocation.unknown();
}
@Override
public Optional<TaskStatus> getTaskStatus(String id)
{
final Optional<TaskQueue> taskQueue = taskMaster.getTaskQueue();
if (taskQueue.isPresent()) {
return taskQueue.get().getTaskStatus(id);
} else {
return taskStorage.getStatus(id);
}
}
};
this.futureTimeoutInSeconds = Math.max(
MINIMUM_FUTURE_TIMEOUT_IN_SECONDS,
tuningConfig.getChatRetries() * (tuningConfig.getHttpTimeout().getStandardSeconds()
+ SeekableStreamIndexTaskClientAsyncImpl.MAX_RETRY_WAIT_SECONDS)
);
this.taskClient = taskClientFactory.build(dataSource, taskInfoProvider, maxNumTasks, this.tuningConfig);
}
@Override
public int getActiveTaskGroupsCount()
{
return activelyReadingTaskGroups.values().size();
}
@Override
public void start()
{
synchronized (stateChangeLock) {
Preconditions.checkState(!lifecycleStarted, "already started");
Preconditions.checkState(!exec.isShutdown(), "already stopped");
// Try normal initialization first, if that fails then schedule periodic initialization retries
try {
tryInit();
}
catch (Exception e) {
if (!started) {
log.warn(
"First initialization attempt failed for SeekableStreamSupervisor[%s], starting retries...",
dataSource
);
exec.submit(
() -> {
try {
RetryUtils.retry(
() -> {
tryInit();
return 0;
},
(throwable) -> !started,
0,
MAX_INITIALIZATION_RETRIES,
null,
null
);
}
catch (Exception e2) {
log.makeAlert(
"Failed to initialize after %s retries, aborting. Please resubmit the supervisor spec to restart this supervisor [%s]",
MAX_INITIALIZATION_RETRIES,
supervisorId
).emit();
throw new RuntimeException(e2);
}
}
);
}
}
lifecycleStarted = true;
}
}
@Override
public void stop(boolean stopGracefully)
{
synchronized (stateChangeLock) {
Preconditions.checkState(lifecycleStarted, "lifecycle not started");
log.info("Beginning shutdown of [%s]", supervisorId);
stateManager.maybeSetState(SupervisorStateManager.BasicState.STOPPING);
try {
scheduledExec.shutdownNow(); // stop recurring executions
reportingExec.shutdownNow();
if (started) {
Optional<TaskRunner> taskRunner = taskMaster.getTaskRunner();
if (taskRunner.isPresent()) {
taskRunner.get().unregisterListener(supervisorId);
}
// Stopping gracefully will synchronize the end sequences of the tasks and signal them to publish, and will block
// until the tasks have acknowledged or timed out. We want this behavior when we're explicitly shut down through
// the API, but if we shut down for other reasons (e.g. we lose leadership) we want to just stop and leave the
// tasks as they are.
synchronized (stopLock) {
if (stopGracefully) {
log.info("Posting GracefulShutdownNotice, signalling managed tasks to complete and publish");
addNotice(new GracefulShutdownNotice());
} else {
log.info("Posting ShutdownNotice");
addNotice(new ShutdownNotice());
}
long shutdownTimeoutMillis = tuningConfig.getShutdownTimeout().getMillis();
long endTime = System.currentTimeMillis() + shutdownTimeoutMillis;
while (!stopped) {
long sleepTime = endTime - System.currentTimeMillis();
if (sleepTime <= 0) {
log.info("Timed out while waiting for shutdown (timeout [%,dms])", shutdownTimeoutMillis);
stopped = true;
break;
}
stopLock.wait(sleepTime);
}
}
log.info("Shutdown notice handled");
}
taskClient.close();
workerExec.shutdownNow();
exec.shutdownNow();
started = false;
log.info("[%s] has stopped", supervisorId);
}
catch (Exception e) {
stateManager.recordThrowableEvent(e);
log.makeAlert(e, "Exception stopping [%s]", supervisorId)
.emit();
}
}
}
@Override
public void reset(@Nullable final DataSourceMetadata dataSourceMetadata)
{
log.info("Posting ResetNotice with datasource metadata [%s]", dataSourceMetadata);
addNotice(new ResetNotice(dataSourceMetadata));
}
/**
* Reset offsets with provided dataSource metadata. Validates {@code resetDataSourceMetadata},
* creates a {@code ResetOffsetsNotice} with the metadata and adds it to the notice queue. The resulting stored offsets
* is a union of existing checkpointed offsets and provided offsets.
* @param resetDataSourceMetadata required datasource metadata with offsets to reset.
* @throws DruidException if any metadata attribute doesn't match the supervisor's.
*/
@Override
public void resetOffsets(@Nonnull DataSourceMetadata resetDataSourceMetadata)
{
if (resetDataSourceMetadata == null) {
throw InvalidInput.exception("Reset dataSourceMetadata is required for resetOffsets.");
}
if (!checkSourceMetadataMatch(resetDataSourceMetadata)) {
throw InvalidInput.exception(
"Datasource metadata instance does not match required, found instance of [%s].",
resetDataSourceMetadata.getClass()
);
}
@SuppressWarnings("unchecked")
final SeekableStreamDataSourceMetadata<PartitionIdType, SequenceOffsetType> resetMetadata =
(SeekableStreamDataSourceMetadata<PartitionIdType, SequenceOffsetType>) resetDataSourceMetadata;
final SeekableStreamSequenceNumbers<PartitionIdType, SequenceOffsetType> streamSequenceNumbers = resetMetadata.getSeekableStreamSequenceNumbers();
if (!(streamSequenceNumbers instanceof SeekableStreamEndSequenceNumbers)) {
throw InvalidInput.exception(
"Provided datasourceMetadata[%s] is invalid. Sequence numbers can only be of type[%s], but found[%s].",
resetMetadata,
SeekableStreamEndSequenceNumbers.class.getSimpleName(),
streamSequenceNumbers.getClass().getSimpleName()
);
}
final String resetStream = streamSequenceNumbers.getStream();
if (!ioConfig.getStream().equals(resetStream)) {
throw InvalidInput.exception(
"Stream[%s] doesn't exist in the supervisor[%s]. Supervisor is consuming stream[%s].",
resetStream,
supervisorId,
ioConfig.getStream()
);
}
log.info("Posting ResetOffsetsNotice with reset dataSource metadata[%s]", resetDataSourceMetadata);
addNotice(new ResetOffsetsNotice(resetDataSourceMetadata));
}
/**
* The base sequence name of a seekable stream task group is used as a prefix of the sequence names
* of pending segments published by it.
* This method can be used to identify the active pending segments for a datasource
* by checking if the sequence name begins with any of the active realtime sequence prefix returned by this method
* @return the set of base sequence names of both active and pending completion task gruops.
*/
@Override
public Set<String> getActiveRealtimeSequencePrefixes()
{
final Set<String> activeBaseSequences = new HashSet<>();
for (TaskGroup taskGroup : activelyReadingTaskGroups.values()) {
activeBaseSequences.add(taskGroup.baseSequenceName);
}
for (List<TaskGroup> taskGroupList : pendingCompletionTaskGroups.values()) {
for (TaskGroup taskGroup : taskGroupList) {
activeBaseSequences.add(taskGroup.baseSequenceName);
}
}
return activeBaseSequences;
}
public void registerNewVersionOfPendingSegment(
SegmentIdWithShardSpec basePendingSegment,
SegmentIdWithShardSpec newSegmentVersion
)
{
for (TaskGroup taskGroup : activelyReadingTaskGroups.values()) {
for (String taskId : taskGroup.taskIds()) {
taskClient.registerNewVersionOfPendingSegmentAsync(taskId, basePendingSegment, newSegmentVersion);
}
}
for (List<TaskGroup> taskGroupList : pendingCompletionTaskGroups.values()) {
for (TaskGroup taskGroup : taskGroupList) {
for (String taskId : taskGroup.taskIds()) {
taskClient.registerNewVersionOfPendingSegmentAsync(taskId, basePendingSegment, newSegmentVersion);
}
}
}
}
public ReentrantLock getRecordSupplierLock()
{
return recordSupplierLock;
}
@VisibleForTesting
public void tryInit()
{
synchronized (stateChangeLock) {
if (started) {
log.warn("Supervisor was already started, skipping init");
return;
}
if (stopped) {
log.warn("Supervisor was already stopped, skipping init.");
return;
}
try {
recordSupplier = setupRecordSupplier();
exec.submit(
() -> {
try {
long pollTimeout = Math.max(ioConfig.getPeriod().getMillis(), MAX_RUN_FREQUENCY_MILLIS);
while (!Thread.currentThread().isInterrupted() && !stopped) {
final Notice notice = notices.poll(pollTimeout);
if (notice == null) {
continue;
}
try {
Instant handleNoticeStartTime = Instant.now();
notice.handle();
Instant handleNoticeEndTime = Instant.now();
Duration timeElapsed = Duration.between(handleNoticeStartTime, handleNoticeEndTime);
String noticeType = notice.getType();
if (log.isDebugEnabled()) {
log.debug(
"Handled notice [%s] from notices queue in [%d] ms, "
+ "current notices queue size [%d] for datasource [%s]",
noticeType, timeElapsed.toMillis(), getNoticesQueueSize(), dataSource
);
}
emitNoticeProcessTime(noticeType, timeElapsed.toMillis());
}
catch (Throwable e) {
stateManager.recordThrowableEvent(e);
log.makeAlert(e, "SeekableStreamSupervisor[%s] failed to handle notice", dataSource)
.addData("noticeClass", notice.getClass().getSimpleName())
.emit();
}
}
}
catch (InterruptedException e) {
stateManager.recordThrowableEvent(e);
log.info("SeekableStreamSupervisor[%s] interrupted, exiting", dataSource);
}
}
);
firstRunTime = DateTimes.nowUtc().plus(ioConfig.getStartDelay());
scheduledExec.scheduleAtFixedRate(
buildRunTask(),
ioConfig.getStartDelay().getMillis(),
Math.max(ioConfig.getPeriod().getMillis(), MAX_RUN_FREQUENCY_MILLIS),
TimeUnit.MILLISECONDS
);
scheduleReporting(reportingExec);
started = true;
log.info(
"Started SeekableStreamSupervisor[%s], first run in [%s], with spec: [%s]",
dataSource,
ioConfig.getStartDelay(),
spec.toString()
);
}
catch (Exception e) {
stateManager.recordThrowableEvent(e);
if (recordSupplier != null) {
recordSupplier.close();
}
initRetryCounter++;
log.makeAlert(e, "Exception starting SeekableStreamSupervisor[%s]", dataSource)
.emit();
throw new RuntimeException(e);
}
}
}
public Runnable buildDynamicAllocationTask(Callable<Integer> scaleAction, ServiceEmitter emitter)
{
return () -> addNotice(new DynamicAllocationTasksNotice(scaleAction, emitter));
}
private Runnable buildRunTask()
{
return () -> addNotice(new RunNotice());
}
@Override
public SupervisorReport getStatus()
{
return generateReport(true);
}
@Override
public SupervisorStateManager.State getState()
{
return stateManager.getSupervisorState();
}
@Override
public Boolean isHealthy()
{
return stateManager.isHealthy();
}
private SupervisorReport<? extends SeekableStreamSupervisorReportPayload<PartitionIdType, SequenceOffsetType>> generateReport(
boolean includeOffsets
)
{
int numPartitions = partitionGroups.values().stream().mapToInt(Set::size).sum();
final SeekableStreamSupervisorReportPayload<PartitionIdType, SequenceOffsetType> payload = createReportPayload(
numPartitions,
includeOffsets
);
SupervisorReport<SeekableStreamSupervisorReportPayload<PartitionIdType, SequenceOffsetType>> report = new SupervisorReport<>(
dataSource,
DateTimes.nowUtc(),
payload
);
List<TaskReportData<PartitionIdType, SequenceOffsetType>> taskReports = new ArrayList<>();
try {
for (TaskGroup taskGroup : activelyReadingTaskGroups.values()) {
for (Entry<String, TaskData> entry : taskGroup.tasks.entrySet()) {
String taskId = entry.getKey();
@Nullable
DateTime startTime = entry.getValue().startTime;
Map<PartitionIdType, SequenceOffsetType> currentOffsets = entry.getValue().currentSequences;
Long remainingSeconds = null;
if (startTime != null) {
long elapsedMillis = System.currentTimeMillis() - startTime.getMillis();
long remainingMillis = Math.max(0, ioConfig.getTaskDuration().getMillis() - elapsedMillis);
remainingSeconds = TimeUnit.MILLISECONDS.toSeconds(remainingMillis);
}
taskReports.add(
new TaskReportData<>(
taskId,
includeOffsets ? taskGroup.startingSequences : null,
includeOffsets ? currentOffsets : null,
startTime,
remainingSeconds,
TaskReportData.TaskType.ACTIVE,
includeOffsets ? getRecordLagPerPartition(currentOffsets) : null,
includeOffsets ? getTimeLagPerPartition(currentOffsets) : null
)
);
}
}
for (List<TaskGroup> taskGroups : pendingCompletionTaskGroups.values()) {
for (TaskGroup taskGroup : taskGroups) {
for (Entry<String, TaskData> entry : taskGroup.tasks.entrySet()) {
String taskId = entry.getKey();
@Nullable
DateTime startTime = entry.getValue().startTime;
Map<PartitionIdType, SequenceOffsetType> currentOffsets = entry.getValue().currentSequences;
Long remainingSeconds = null;
if (taskGroup.completionTimeout != null) {
remainingSeconds = Math.max(0, taskGroup.completionTimeout.getMillis() - System.currentTimeMillis())
/ 1000;
}
taskReports.add(
new TaskReportData<>(
taskId,
includeOffsets ? taskGroup.startingSequences : null,
includeOffsets ? currentOffsets : null,
startTime,
remainingSeconds,
TaskReportData.TaskType.PUBLISHING,
null,
null
)
);
}
}
}
taskReports.forEach(payload::addTask);
}
catch (Exception e) {
log.warn(e, "Failed to generate status report");
}
return report;
}
@Override
public Map<String, Map<String, Object>> getStats()
{
try {
return getCurrentTotalStats();
}
catch (InterruptedException ie) {
Thread.currentThread().interrupt();
log.warn(ie, "getStats() interrupted.");
throw new RuntimeException(ie);
}
catch (ExecutionException ee) {
throw new RuntimeException(ee);
}
}
@Override
public List<ParseExceptionReport> getParseErrors()
{
try {
if (spec.getSpec().getTuningConfig().convertToTaskTuningConfig().getMaxParseExceptions() <= 0) {
return ImmutableList.of();
}
lastKnownParseErrors = getCurrentParseErrors();
return lastKnownParseErrors;
}
catch (InterruptedException ie) {
Thread.currentThread().interrupt();
log.warn(ie, "getCurrentParseErrors() interrupted.");
throw new RuntimeException(ie);
}
catch (ExecutionException ee) {
throw new RuntimeException(ee);
}
}
/**
* Collect row ingestion stats from all tasks managed by this supervisor.
*
* @return A map of groupId->taskId->task row stats
* @throws InterruptedException
* @throws ExecutionException
*/
private Map<String, Map<String, Object>> getCurrentTotalStats()
throws InterruptedException, ExecutionException
{
Map<String, Map<String, Object>> allStats = new HashMap<>();
final List<ListenableFuture<StatsFromTaskResult>> futures = new ArrayList<>();
final List<Pair<Integer, String>> groupAndTaskIds = new ArrayList<>();
for (int groupId : activelyReadingTaskGroups.keySet()) {
TaskGroup group = activelyReadingTaskGroups.get(groupId);
for (String taskId : group.taskIds()) {
futures.add(
Futures.transform(
taskClient.getMovingAveragesAsync(taskId),
(Function<Map<String, Object>, StatsFromTaskResult>) (currentStats) -> new StatsFromTaskResult(
groupId,
taskId,
currentStats
),
MoreExecutors.directExecutor()
)
);
groupAndTaskIds.add(new Pair<>(groupId, taskId));
}
}
for (int groupId : pendingCompletionTaskGroups.keySet()) {
List<TaskGroup> pendingGroups = pendingCompletionTaskGroups.get(groupId);
for (TaskGroup pendingGroup : pendingGroups) {
for (String taskId : pendingGroup.taskIds()) {
futures.add(
Futures.transform(
taskClient.getMovingAveragesAsync(taskId),
(Function<Map<String, Object>, StatsFromTaskResult>) (currentStats) -> new StatsFromTaskResult(
groupId,
taskId,
currentStats
),
MoreExecutors.directExecutor()
)
);
groupAndTaskIds.add(new Pair<>(groupId, taskId));
}
}
}
List<Either<Throwable, StatsFromTaskResult>> results = coalesceAndAwait(futures);
for (int i = 0; i < results.size(); i++) {
if (results.get(i).isValue()) {
StatsFromTaskResult result = results.get(i).valueOrThrow();
if (result != null) {
Map<String, Object> groupMap = allStats.computeIfAbsent(result.getGroupId(), k -> new HashMap<>());
groupMap.put(result.getTaskId(), result.getStats());
}
} else {
Pair<Integer, String> groupAndTaskId = groupAndTaskIds.get(i);
log.noStackTrace().warn(
results.get(i).error(),
"Failed to get stats for group[%d]-task[%s]",
groupAndTaskId.lhs,
groupAndTaskId.rhs
);
}
}
return allStats;
}
/**
* Collect parse errors from all tasks managed by this supervisor.
*
* @return A list of parse error strings
* @throws InterruptedException
* @throws ExecutionException
*/
private List<ParseExceptionReport> getCurrentParseErrors()
throws InterruptedException, ExecutionException
{
final List<ListenableFuture<ErrorsFromTaskResult>> futures = new ArrayList<>();
final List<Pair<Integer, String>> groupAndTaskIds = new ArrayList<>();
for (int groupId : activelyReadingTaskGroups.keySet()) {
TaskGroup group = activelyReadingTaskGroups.get(groupId);
for (String taskId : group.taskIds()) {
futures.add(
Futures.transform(
taskClient.getParseErrorsAsync(taskId),
(Function<List<ParseExceptionReport>, ErrorsFromTaskResult>) (taskErrors) -> new ErrorsFromTaskResult(
groupId,
taskId,
taskErrors
),
MoreExecutors.directExecutor()
)
);
groupAndTaskIds.add(new Pair<>(groupId, taskId));
}
}
for (int groupId : pendingCompletionTaskGroups.keySet()) {
List<TaskGroup> pendingGroups = pendingCompletionTaskGroups.get(groupId);
for (TaskGroup pendingGroup : pendingGroups) {
for (String taskId : pendingGroup.taskIds()) {
futures.add(
Futures.transform(
taskClient.getParseErrorsAsync(taskId),
(Function<List<ParseExceptionReport>, ErrorsFromTaskResult>) (taskErrors) -> new ErrorsFromTaskResult(
groupId,
taskId,
taskErrors
),
MoreExecutors.directExecutor()
)
);
groupAndTaskIds.add(new Pair<>(groupId, taskId));
}
}
}
// We use a tree set to sort the parse errors by time, and eliminate duplicates across calls to this method
TreeSet<ParseExceptionReport> parseErrorsTreeSet = new TreeSet<>(PARSE_EXCEPTION_REPORT_COMPARATOR);
parseErrorsTreeSet.addAll(lastKnownParseErrors);
List<Either<Throwable, ErrorsFromTaskResult>> results = coalesceAndAwait(futures);
for (int i = 0; i < results.size(); i++) {
if (results.get(i).isValue()) {
ErrorsFromTaskResult result = results.get(i).valueOrThrow();
if (result != null) {
parseErrorsTreeSet.addAll(result.getErrors());
}
} else {
Pair<Integer, String> groupAndTaskId = groupAndTaskIds.get(i);
log.noStackTrace().warn(
results.get(i).error(),
"Failed to get errors for group[%d]-task[%s]",
groupAndTaskId.lhs,
groupAndTaskId.rhs
);
}
}
SeekableStreamIndexTaskTuningConfig ss = spec.getSpec().getTuningConfig().convertToTaskTuningConfig();
SeekableStreamSupervisorIOConfig oo = spec.getSpec().getIOConfig();
// store a limited number of parse exceptions, keeping the most recent ones
int parseErrorLimit = spec.getSpec().getTuningConfig().convertToTaskTuningConfig().getMaxSavedParseExceptions() *
spec.getSpec().getIOConfig().getTaskCount();
parseErrorLimit = Math.min(parseErrorLimit, parseErrorsTreeSet.size());
final List<ParseExceptionReport> limitedParseErrors = new ArrayList<>();
Iterator<ParseExceptionReport> descendingIterator = parseErrorsTreeSet.descendingIterator();
for (int i = 0; i < parseErrorLimit; i++) {
limitedParseErrors.add(descendingIterator.next());
}
return limitedParseErrors;
}
@VisibleForTesting
public void addTaskGroupToActivelyReadingTaskGroup(
int taskGroupId,
ImmutableMap<PartitionIdType, SequenceOffsetType> partitionOffsets,
Optional<DateTime> minMsgTime,
Optional<DateTime> maxMsgTime,
Set<String> tasks,
Set<PartitionIdType> exclusiveStartingSequencePartitions
)
{
TaskGroup group = new TaskGroup(
taskGroupId,
partitionOffsets,
null,
minMsgTime,
maxMsgTime,
exclusiveStartingSequencePartitions
);
group.tasks.putAll(tasks.stream().collect(Collectors.toMap(x -> x, x -> new TaskData())));
if (activelyReadingTaskGroups.putIfAbsent(taskGroupId, group) != null) {
throw new ISE(
"trying to add taskGroup with id [%s] to actively reading task groups, but group already exists.",
taskGroupId
);
}
}
@VisibleForTesting
public void addTaskGroupToPendingCompletionTaskGroup(
int taskGroupId,
ImmutableMap<PartitionIdType, SequenceOffsetType> partitionOffsets,
Optional<DateTime> minMsgTime,
Optional<DateTime> maxMsgTime,
Set<String> tasks,
Set<PartitionIdType> exclusiveStartingSequencePartitions
)
{
TaskGroup group = new TaskGroup(
taskGroupId,
partitionOffsets,
null,
minMsgTime,
maxMsgTime,
exclusiveStartingSequencePartitions
);
group.tasks.putAll(tasks.stream().collect(Collectors.toMap(x -> x, x -> new TaskData())));
pendingCompletionTaskGroups.computeIfAbsent(taskGroupId, x -> new CopyOnWriteArrayList<>())
.add(group);
}
@VisibleForTesting
public void runInternal()
{
try {
possiblyRegisterListener();
stateManager.maybeSetState(SeekableStreamSupervisorStateManager.SeekableStreamState.CONNECTING_TO_STREAM);
if (!updatePartitionDataFromStream() && !stateManager.isAtLeastOneSuccessfulRun()) {
return; // if we can't connect to the stream and this is the first run, stop and wait to retry the connection
}
stateManager.maybeSetState(SeekableStreamSupervisorStateManager.SeekableStreamState.DISCOVERING_INITIAL_TASKS);
discoverTasks();
updateTaskStatus();
checkTaskDuration();
checkPendingCompletionTasks();
checkCurrentTaskState();
checkIfStreamInactiveAndTurnSupervisorIdle();
// If supervisor is already stopping, don't contend for stateChangeLock since the block can be skipped
if (stateManager.getSupervisorState().getBasicState().equals(SupervisorStateManager.BasicState.STOPPING)) {
generateAndLogReport();
return;
}
synchronized (stateChangeLock) {
// if supervisor is not suspended, ensure required tasks are running
// if suspended, ensure tasks have been requested to gracefully stop
if (stateManager.getSupervisorState().getBasicState().equals(SupervisorStateManager.BasicState.STOPPING)) {
// if we're already terminating, don't do anything here, the terminate already handles shutdown
log.info("[%s] supervisor is already stopping.", dataSource);
} else if (stateManager.isIdle()) {
log.info("[%s] supervisor is idle.", dataSource);
} else if (!spec.isSuspended()) {
log.info("[%s] supervisor is running.", dataSource);
stateManager.maybeSetState(SeekableStreamSupervisorStateManager.SeekableStreamState.CREATING_TASKS);
createNewTasks();
} else {
log.info("[%s] supervisor is suspended.", dataSource);
gracefulShutdownInternal();
}
}
generateAndLogReport();
}
catch (Exception e) {
stateManager.recordThrowableEvent(e);
log.warn(e, "Exception in supervisor run loop for dataSource [%s]", dataSource);
}
finally {
stateManager.markRunFinished();
}
}
private void generateAndLogReport()
{
if (log.isDebugEnabled()) {
log.debug("%s", generateReport(true));
}
}
private void possiblyRegisterListener()
{
if (listenerRegistered) {
return;
}
Optional<TaskRunner> taskRunner = taskMaster.getTaskRunner();
if (taskRunner.isPresent()) {
taskRunner.get().registerListener(
new TaskRunnerListener()
{
@Override
public String getListenerId()
{
return supervisorId;
}
@Override
public void locationChanged(final String taskId, final TaskLocation newLocation)
{
// do nothing
}
@Override
public void statusChanged(String taskId, TaskStatus status)
{
addNotice(new RunNotice());
}
}, Execs.directExecutor()
);
listenerRegistered = true;
}
}
@VisibleForTesting
public void gracefulShutdownInternal() throws ExecutionException, InterruptedException
{
for (TaskGroup taskGroup : activelyReadingTaskGroups.values()) {
for (Entry<String, TaskData> entry : taskGroup.tasks.entrySet()) {
if (taskInfoProvider.getTaskLocation(entry.getKey()).equals(TaskLocation.unknown())) {
killTask(entry.getKey(), "Killing task for graceful shutdown");
} else {
entry.getValue().startTime = DateTimes.EPOCH;
}
}
}
earlyStopTime = DateTimes.EPOCH;
checkTaskDuration();
}
@VisibleForTesting
public void resetInternal(DataSourceMetadata dataSourceMetadata)
{
if (dataSourceMetadata == null) {
// Reset everything
boolean result = indexerMetadataStorageCoordinator.deleteDataSourceMetadata(dataSource);
log.info("Reset dataSource[%s] - dataSource metadata entry deleted? [%s]", dataSource, result);
activelyReadingTaskGroups.values()
.forEach(group -> killTasksInGroup(
group,
"DataSourceMetadata is not found while reset"
));
activelyReadingTaskGroups.clear();
partitionGroups.clear();
partitionOffsets.clear();
} else {
if (!checkSourceMetadataMatch(dataSourceMetadata)) {
throw new IAE(
"Datasource metadata instance does not match required, found instance of [%s]",
dataSourceMetadata.getClass()
);
}
log.info("Reset dataSource[%s] with metadata[%s]", dataSource, dataSourceMetadata);
// Reset only the partitions in dataSourceMetadata if it has not been reset yet
@SuppressWarnings("unchecked")
final SeekableStreamDataSourceMetadata<PartitionIdType, SequenceOffsetType> resetMetadata =
(SeekableStreamDataSourceMetadata<PartitionIdType, SequenceOffsetType>) dataSourceMetadata;
if (resetMetadata.getSeekableStreamSequenceNumbers().getStream().equals(ioConfig.getStream())) {
// metadata can be null
final DataSourceMetadata metadata = indexerMetadataStorageCoordinator.retrieveDataSourceMetadata(dataSource);
if (metadata != null && !checkSourceMetadataMatch(metadata)) {
throw new IAE(
"Datasource metadata instance does not match required, found instance of [%s]",
metadata.getClass()
);
}
@SuppressWarnings("unchecked")
final SeekableStreamDataSourceMetadata<PartitionIdType, SequenceOffsetType> currentMetadata =
(SeekableStreamDataSourceMetadata<PartitionIdType, SequenceOffsetType>) metadata;
// defend against consecutive reset requests from replicas
// as well as the case where the metadata store do not have an entry for the reset partitions
boolean doReset = false;
for (Entry<PartitionIdType, SequenceOffsetType> resetPartitionOffset : resetMetadata
.getSeekableStreamSequenceNumbers()
.getPartitionSequenceNumberMap()
.entrySet()) {
final SequenceOffsetType partitionOffsetInMetadataStore = currentMetadata == null
? null
: currentMetadata
.getSeekableStreamSequenceNumbers()
.getPartitionSequenceNumberMap()
.get(resetPartitionOffset.getKey());
final TaskGroup partitionTaskGroup = activelyReadingTaskGroups.get(
getTaskGroupIdForPartition(resetPartitionOffset.getKey())
);
final boolean isSameOffset = partitionTaskGroup != null
&& partitionTaskGroup.startingSequences.get(resetPartitionOffset.getKey())
.equals(resetPartitionOffset.getValue());
if (partitionOffsetInMetadataStore != null || isSameOffset) {
doReset = true;
break;
}
}
if (!doReset) {
log.info("Ignoring duplicate reset request [%s]", dataSourceMetadata);
return;
}
boolean metadataUpdateSuccess;
if (currentMetadata == null) {
metadataUpdateSuccess = true;
} else {
final DataSourceMetadata newMetadata = currentMetadata.minus(resetMetadata);
try {
metadataUpdateSuccess = indexerMetadataStorageCoordinator.resetDataSourceMetadata(dataSource, newMetadata);
}
catch (IOException e) {
log.error("Resetting DataSourceMetadata failed [%s]", e.getMessage());
throw new RuntimeException(e);
}
}
if (metadataUpdateSuccess) {
resetMetadata.getSeekableStreamSequenceNumbers()
.getPartitionSequenceNumberMap()
.keySet()
.forEach(partition -> {
final int groupId = getTaskGroupIdForPartition(partition);
killTaskGroupForPartitions(
ImmutableSet.of(partition),
"DataSourceMetadata is updated while reset"
);
activelyReadingTaskGroups.remove(groupId);
// killTaskGroupForPartitions() cleans up partitionGroups.
// Add the removed groups back.
partitionGroups.computeIfAbsent(groupId, k -> new HashSet<>());
partitionOffsets.put(partition, getNotSetMarker());
});
} else {
throw new ISE("Unable to reset metadata");
}
} else {
log.warn(
"Reset metadata stream [%s] and supervisor's stream name [%s] do not match",
resetMetadata.getSeekableStreamSequenceNumbers().getStream(),
ioConfig.getStream()
);
}
}
}
/**
* Reset offsets with the data source metadata. If checkpoints exist, the resulting stored offsets will be a union of
* existing checkpointed offsets and provided offsets; any checkpointed offsets not specified in the metadata will be
* preserved as-is. If checkpoints don't exist, the provided reset datasource metdadata will be inserted into
* the metadata storage. Once the offsets are reset, any active tasks serving the partition offsets will be restarted.
* @param dataSourceMetadata Required reset data source metdata. Assumed that the metadata is validated.
*/
public void resetOffsetsInternal(@Nonnull final DataSourceMetadata dataSourceMetadata)
{
log.info("Reset offsets for dataSource[%s] with metadata[%s]", dataSource, dataSourceMetadata);
@SuppressWarnings("unchecked")
final SeekableStreamDataSourceMetadata<PartitionIdType, SequenceOffsetType> resetMetadata =
(SeekableStreamDataSourceMetadata<PartitionIdType, SequenceOffsetType>) dataSourceMetadata;
final boolean metadataUpdateSuccess;
final DataSourceMetadata metadata = indexerMetadataStorageCoordinator.retrieveDataSourceMetadata(dataSource);
if (metadata == null) {
log.info("Checkpointed metadata in null for dataSource[%s] - inserting metadata[%s]", dataSource, resetMetadata);
metadataUpdateSuccess = indexerMetadataStorageCoordinator.insertDataSourceMetadata(dataSource, resetMetadata);
} else {
if (!checkSourceMetadataMatch(metadata)) {
throw InvalidInput.exception(
"Datasource metadata instance does not match required, found instance of [%s]",
metadata.getClass()
);
}
@SuppressWarnings("unchecked")
final SeekableStreamDataSourceMetadata<PartitionIdType, SequenceOffsetType> currentMetadata =
(SeekableStreamDataSourceMetadata<PartitionIdType, SequenceOffsetType>) metadata;
final DataSourceMetadata newMetadata = currentMetadata.plus(resetMetadata);
log.info("Current checkpointed metadata[%s], new metadata[%s] for dataSource[%s]", currentMetadata, newMetadata, dataSource);
try {
metadataUpdateSuccess = indexerMetadataStorageCoordinator.resetDataSourceMetadata(dataSource, newMetadata);
}
catch (IOException e) {
log.error("Reset offsets for dataSource[%s] with metadata[%s] failed [%s]", dataSource, newMetadata, e.getMessage());
throw new RuntimeException(e);
}
}
if (!metadataUpdateSuccess) {
throw new ISE("Unable to reset metadata[%s] for datasource[%s]", dataSource, dataSourceMetadata);
}
resetMetadata.getSeekableStreamSequenceNumbers()
.getPartitionSequenceNumberMap()
.keySet()
.forEach(partition -> {
final int groupId = getTaskGroupIdForPartition(partition);
killTaskGroupForPartitions(
ImmutableSet.of(partition),
"DataSourceMetadata is updated while reset offsets is called"
);
activelyReadingTaskGroups.remove(groupId);
// killTaskGroupForPartitions() cleans up partitionGroups.
// Add the removed groups back.
partitionGroups.computeIfAbsent(groupId, k -> new HashSet<>());
partitionOffsets.put(partition, getNotSetMarker());
});
}
private void killTask(final String id, String reasonFormat, Object... args)
{
Optional<TaskQueue> taskQueue = taskMaster.getTaskQueue();
if (taskQueue.isPresent()) {
taskQueue.get().shutdown(id, reasonFormat, args);
} else {
log.error("Failed to get task queue because I'm not the leader!");
}
}
private void killTaskWithSuccess(final String id, String reasonFormat, Object... args)
{
Optional<TaskQueue> taskQueue = taskMaster.getTaskQueue();
if (taskQueue.isPresent()) {
taskQueue.get().shutdownWithSuccess(id, reasonFormat, args);
} else {
log.error("Failed to get task queue because I'm not the leader!");
}
}
private void killTasksInGroup(TaskGroup taskGroup, String reasonFormat, Object... args)
{
if (taskGroup != null) {
for (String taskId : taskGroup.tasks.keySet()) {
killTask(taskId, reasonFormat, args);
}
}
}
private void killTaskGroupForPartitions(Set<PartitionIdType> partitions, String reasonFormat, Object... args)
{
for (PartitionIdType partition : partitions) {
int taskGroupId = getTaskGroupIdForPartition(partition);
killTasksInGroup(activelyReadingTaskGroups.get(taskGroupId), reasonFormat, args);
partitionGroups.remove(taskGroupId);
activelyReadingTaskGroups.remove(taskGroupId);
}
}
private boolean isTaskInPendingCompletionGroups(String taskId)
{
for (List<TaskGroup> taskGroups : pendingCompletionTaskGroups.values()) {
for (TaskGroup taskGroup : taskGroups) {
if (taskGroup.tasks.containsKey(taskId)) {
return true;
}
}
}
return false;
}
private void discoverTasks() throws ExecutionException, InterruptedException
{
int taskCount = 0;
List<String> futureTaskIds = new ArrayList<>();
List<ListenableFuture<Boolean>> futures = new ArrayList<>();
final Map<Integer, TaskGroup> taskGroupsToVerify = new HashMap<>();
final Map<String, Task> activeTaskMap = getActiveTaskMap();
for (Task task : activeTaskMap.values()) {
if (!doesTaskTypeMatchSupervisor(task)) {
continue;
}
taskCount++;
@SuppressWarnings("unchecked")
final SeekableStreamIndexTask<PartitionIdType, SequenceOffsetType, RecordType> seekableStreamIndexTask = (SeekableStreamIndexTask<PartitionIdType, SequenceOffsetType, RecordType>) task;
final String taskId = task.getId();
// Check if the task has any inactive partitions. If so, terminate the task. Even if some of the
// partitions assigned to the task are still active, we still terminate the task. We terminate such tasks early
// to more rapidly ensure that all active partitions are evenly distributed and being read, and to avoid
// having to map expired partitions which are no longer tracked in partitionIds to a task group.
if (supportsPartitionExpiration()) {
Set<PartitionIdType> taskPartitions = seekableStreamIndexTask.getIOConfig()
.getStartSequenceNumbers()
.getPartitionSequenceNumberMap()
.keySet();
Set<PartitionIdType> inactivePartitionsInTask = Sets.difference(
taskPartitions,
new HashSet<>(partitionIds)
);
if (!inactivePartitionsInTask.isEmpty()) {
killTaskWithSuccess(
taskId,
"Task[%s] with partition set[%s] has inactive partitions[%s], stopping task.",
taskId,
taskPartitions,
inactivePartitionsInTask
);
continue;
}
}
// Determine which task group this task belongs to based on one of the partitions handled by this task. If we
// later determine that this task is actively reading, we will make sure that it matches our current partition
// allocation (getTaskGroupIdForPartition(partition) should return the same value for every partition being read
// by this task) and kill it if it is not compatible. If the task is instead found to be in the publishing
// state, we will permit it to complete even if it doesn't match our current partition allocation to support
// seamless schema migration.
Iterator<PartitionIdType> it = seekableStreamIndexTask.getIOConfig()
.getStartSequenceNumbers()
.getPartitionSequenceNumberMap()
.keySet()
.iterator();
final Integer taskGroupId = (it.hasNext() ? getTaskGroupIdForPartition(it.next()) : null);
if (taskGroupId != null) {
// check to see if we already know about this task, either in [activelyReadingTaskGroups] or in [pendingCompletionTaskGroups]
// and if not add it to activelyReadingTaskGroups or pendingCompletionTaskGroups (if status = PUBLISHING)
TaskGroup taskGroup = activelyReadingTaskGroups.get(taskGroupId);
if (!isTaskInPendingCompletionGroups(taskId) && (taskGroup == null || !taskGroup.tasks.containsKey(taskId))) {
futureTaskIds.add(taskId);
futures.add(
Futures.transform(
getStatusAndPossiblyEndOffsets(taskId),
new Function<Pair<SeekableStreamIndexTaskRunner.Status, Map<PartitionIdType, SequenceOffsetType>>, Boolean>()
{
@Override
public Boolean apply(Pair<SeekableStreamIndexTaskRunner.Status, Map<PartitionIdType, SequenceOffsetType>> pair)
{
final SeekableStreamIndexTaskRunner.Status status = pair.lhs;
final Map<PartitionIdType, SequenceOffsetType> publishingTaskEndOffsets = pair.rhs;
try {
log.debug("Task [%s], status [%s]", taskId, status);
if (status == SeekableStreamIndexTaskRunner.Status.PUBLISHING) {
seekableStreamIndexTask.getIOConfig()
.getStartSequenceNumbers()
.getPartitionSequenceNumberMap()
.keySet()
.forEach(
partition -> addDiscoveredTaskToPendingCompletionTaskGroups(
getTaskGroupIdForPartition(
partition),
taskId,
seekableStreamIndexTask.getIOConfig()
.getStartSequenceNumbers()
.getPartitionSequenceNumberMap()
));
// update partitionGroups with the publishing task's sequences (if they are greater than what is
// existing) so that the next tasks will start reading from where this task left off.
// If we received invalid endOffset values, we clear the known offset to refetch the last committed offset
// from metadata. If any endOffset values are invalid, we treat the entire set as invalid as a safety measure.
boolean endOffsetsAreInvalid = false;
for (Entry<PartitionIdType, SequenceOffsetType> entry : publishingTaskEndOffsets.entrySet()) {
PartitionIdType partition = entry.getKey();
SequenceOffsetType sequence = entry.getValue();
if (sequence.equals(getEndOfPartitionMarker())) {
log.info(
"Got end-of-partition(EOS) marker for partition[%s] from task[%s] in discoverTasks, clearing partition offset to refetch from metadata.",
partition, taskId
);
endOffsetsAreInvalid = true;
partitionOffsets.put(partition, getNotSetMarker());
}
}
if (!endOffsetsAreInvalid) {
for (Entry<PartitionIdType, SequenceOffsetType> entry : publishingTaskEndOffsets.entrySet()) {
PartitionIdType partition = entry.getKey();
SequenceOffsetType sequence = entry.getValue();
boolean succeeded;
do {
succeeded = true;
SequenceOffsetType previousOffset = partitionOffsets.putIfAbsent(partition, sequence);
if (previousOffset != null
&& (makeSequenceNumber(previousOffset)
.compareTo(makeSequenceNumber(
sequence))) < 0) {
succeeded = partitionOffsets.replace(partition, previousOffset, sequence);
}
} while (!succeeded);
}
}
} else {
for (PartitionIdType partition : seekableStreamIndexTask.getIOConfig()
.getStartSequenceNumbers()
.getPartitionSequenceNumberMap()
.keySet()) {
if (!taskGroupId.equals(getTaskGroupIdForPartition(partition))) {
log.warn(
"Stopping task[%s] as it does not match the current partition allocation.",
taskId
);
// Returning false triggers a call to stopTask.
return false;
}
}
// make sure the task's io and tuning configs match with the supervisor config
// if it is current then only create corresponding taskGroup if it does not exist
if (!isTaskCurrent(taskGroupId, taskId, activeTaskMap)) {
log.info("Stopping task[%s] as it does not match the current supervisor spec.", taskId);
// Returning false triggers a call to stopTask.
return false;
} else {
final TaskGroup taskGroup = activelyReadingTaskGroups.computeIfAbsent(
taskGroupId,
k -> {
log.info("Creating a new task group for taskGroupId[%d]", taskGroupId);
// We reassign the task's original base sequence name (from the existing task) to the
// task group so that the replica segment allocations are the same.
return new TaskGroup(
taskGroupId,
ImmutableMap.copyOf(
seekableStreamIndexTask.getIOConfig()
.getStartSequenceNumbers()
.getPartitionSequenceNumberMap()
),
null,
seekableStreamIndexTask.getIOConfig().getMinimumMessageTime(),
seekableStreamIndexTask.getIOConfig().getMaximumMessageTime(),
seekableStreamIndexTask.getIOConfig()
.getStartSequenceNumbers()
.getExclusivePartitions(),
seekableStreamIndexTask.getIOConfig().getBaseSequenceName()
);
}
);
taskGroupsToVerify.put(taskGroupId, taskGroup);
final TaskData prevTaskData = taskGroup.tasks.putIfAbsent(taskId, new TaskData());
if (prevTaskData != null) {
throw new ISE(
"taskGroup[%s] already exists for new task[%s]",
prevTaskData, taskId
);
}
verifySameSequenceNameForAllTasksInGroup(taskGroupId);
}
}
return true;
}
catch (Throwable t) {
stateManager.recordThrowableEvent(t);
log.error(t, "An error occurred while discovering task[%s]", taskId);
return null;
}
}
}, workerExec
)
);
}
}
}
List<Either<Throwable, Boolean>> results = coalesceAndAwait(futures);
final List<ListenableFuture<Void>> stopFutures = new ArrayList<>();
for (int i = 0; i < results.size(); i++) {
String taskId = futureTaskIds.get(i);
if (results.get(i).isError() || results.get(i).valueOrThrow() == null) {
killTask(taskId, "Task[%s] failed to return status, killing task", taskId);
} else if (Boolean.valueOf(false).equals(results.get(i).valueOrThrow())) {
// "return false" above means that we want to stop the task.
stopFutures.add(stopTask(taskId, false));
}
}
log.debug("Found [%d] seekablestream indexing tasks for datasource[%s]", taskCount, dataSource);
if (!stopFutures.isEmpty()) {
coalesceAndAwait(stopFutures);
}
// make sure the checkpoints are consistent with each other and with the metadata store
verifyAndMergeCheckpoints(taskGroupsToVerify.values());
// A pause from the previous Overlord's supervisor, immediately before leader change,
// can lead to tasks being in a state where they are active but do not read.
resumeAllActivelyReadingTasks();
}
/**
* Returns a Pair of information about a task:
* <p>
* Left-hand side: Status of the task from {@link SeekableStreamIndexTaskClient#getStatusAsync}.
* <p>
* Right-hand side: If status is {@link SeekableStreamIndexTaskRunner.Status#PUBLISHING}, end offsets from
* {@link SeekableStreamIndexTaskClient#getEndOffsetsAsync}. Otherwise, null.
* <p>
* Used by {@link #discoverTasks()}.
*/
private ListenableFuture<Pair<SeekableStreamIndexTaskRunner.Status, Map<PartitionIdType, SequenceOffsetType>>> getStatusAndPossiblyEndOffsets(
final String taskId
)
{
return FutureUtils.transformAsync(
taskClient.getStatusAsync(taskId),
status -> {
if (status == SeekableStreamIndexTaskRunner.Status.PUBLISHING) {
return FutureUtils.transform(
taskClient.getEndOffsetsAsync(taskId),
endOffsets -> Pair.of(status, endOffsets)
);
} else {
return Futures.immediateFuture(Pair.of(status, null));
}
}
);
}
/**
* If this is the first run, resume all tasks in the set of activelyReadingTaskGroups
* Paused tasks will be resumed
* Other tasks in this set are not affected adversely by the resume operation
*/
private void resumeAllActivelyReadingTasks()
{
if (!getState().isFirstRunOnly()) {
return;
}
Map<String, ListenableFuture<Boolean>> tasksToResume = new HashMap<>();
if (activelyReadingTaskGroups.isEmpty()) {
return;
}
// Resume only running tasks and not pending / waiting ones.
if (!taskMaster.getTaskRunner().isPresent()) {
return;
}
Set<String> runningTaskIds = taskMaster.getTaskRunner()
.get()
.getRunningTasks()
.stream()
.map(TaskRunnerWorkItem::getTaskId)
.collect(Collectors.toSet());
for (TaskGroup taskGroup : activelyReadingTaskGroups.values()) {
for (String taskId : taskGroup.tasks.keySet()) {
if (runningTaskIds.contains(taskId)) {
tasksToResume.put(taskId, taskClient.resumeAsync(taskId));
}
}
}
final String killMsg =
"Killing forcefully as task could not be resumed in the first supervisor run after Overlord change.";
for (Map.Entry<String, ListenableFuture<Boolean>> entry : tasksToResume.entrySet()) {
String taskId = entry.getKey();
ListenableFuture<Boolean> future = entry.getValue();
future.addListener(
() -> {
try {
if (entry.getValue().get()) {
log.info("Resumed task[%s] in first supervisor run.", taskId);
} else {
log.warn("Failed to resume task[%s] in first supervisor run.", taskId);
killTask(taskId, killMsg);
}
}
catch (Exception e) {
log.warn(e, "Failed to resume task[%s] in first supervisor run.", taskId);
killTask(taskId, killMsg);
}
},
workerExec
);
}
}
private void verifyAndMergeCheckpoints(final Collection<TaskGroup> taskGroupsToVerify)
{
final List<ListenableFuture<Object>> futures = new ArrayList<>();
for (TaskGroup taskGroup : taskGroupsToVerify) {
//noinspection unchecked
futures.add((ListenableFuture<Object>) workerExec.submit(() -> verifyAndMergeCheckpoints(taskGroup)));
}
try {
// Ignore return value; just await.
coalesceAndAwait(futures);
}
catch (InterruptedException | ExecutionException e) {
throw new RuntimeException(e);
}
}
/**
* This method does two things -
* 1. Makes sure the checkpoints information in the taskGroup is consistent with that of the tasks, if not kill
* inconsistent tasks.
* 2. truncates the checkpoints in the taskGroup corresponding to which segments have been published, so that any newly
* created tasks for the taskGroup start indexing from after the latest published sequences.
*/
private void verifyAndMergeCheckpoints(final TaskGroup taskGroup)
{
final int groupId = taskGroup.groupId;
final List<Pair<String, TreeMap<Integer, Map<PartitionIdType, SequenceOffsetType>>>> taskSequences = new ArrayList<>();
final List<ListenableFuture<TreeMap<Integer, Map<PartitionIdType, SequenceOffsetType>>>> futures = new ArrayList<>();
final List<String> taskIds = new ArrayList<>();
for (String taskId : taskGroup.taskIds()) {
final ListenableFuture<TreeMap<Integer, Map<PartitionIdType, SequenceOffsetType>>> checkpointsFuture =
taskClient.getCheckpointsAsync(
taskId,
true
);
futures.add(checkpointsFuture);
taskIds.add(taskId);
}
try {
List<Either<Throwable, TreeMap<Integer, Map<PartitionIdType, SequenceOffsetType>>>> futuresResult =
coalesceAndAwait(futures);
for (int i = 0; i < futuresResult.size(); i++) {
final Either<Throwable, TreeMap<Integer, Map<PartitionIdType, SequenceOffsetType>>> futureResult =
futuresResult.get(i);
final String taskId = taskIds.get(i);
if (futureResult.isError()) {
final Throwable e = new RuntimeException(futureResult.error());
stateManager.recordThrowableEvent(e);
log.error(e, "Problem while getting checkpoints for task [%s], killing the task", taskId);
killTask(taskId, "Exception[%s] while getting checkpoints", e.getClass());
taskGroup.tasks.remove(taskId);
} else if (futureResult.valueOrThrow().isEmpty()) {
log.warn("Ignoring task [%s], as probably it is not started running yet", taskId);
} else {
taskSequences.add(new Pair<>(taskId, futureResult.valueOrThrow()));
}
}
}
catch (Exception e) {
throw new RuntimeException(e);
}
final DataSourceMetadata rawDataSourceMetadata = indexerMetadataStorageCoordinator.retrieveDataSourceMetadata(
dataSource);
if (rawDataSourceMetadata != null && !checkSourceMetadataMatch(rawDataSourceMetadata)) {
throw new IAE(
"Datasource metadata instance does not match required, found instance of [%s]",
rawDataSourceMetadata.getClass()
);
}
@SuppressWarnings("unchecked")
final SeekableStreamDataSourceMetadata<PartitionIdType, SequenceOffsetType> latestDataSourceMetadata = (SeekableStreamDataSourceMetadata<PartitionIdType, SequenceOffsetType>) rawDataSourceMetadata;
final boolean hasValidOffsetsFromDb = latestDataSourceMetadata != null &&
latestDataSourceMetadata.getSeekableStreamSequenceNumbers() != null &&
ioConfig.getStream().equals(
latestDataSourceMetadata.getSeekableStreamSequenceNumbers().getStream()
);
final Map<PartitionIdType, SequenceOffsetType> latestOffsetsFromDb;
if (hasValidOffsetsFromDb) {
latestOffsetsFromDb = latestDataSourceMetadata.getSeekableStreamSequenceNumbers().getPartitionSequenceNumberMap();
} else {
latestOffsetsFromDb = null;
}
// order tasks of this taskGroup by the latest sequenceId
taskSequences.sort((o1, o2) -> o2.rhs.firstKey().compareTo(o1.rhs.firstKey()));
final Set<String> tasksToKill = new HashSet<>();
final AtomicInteger earliestConsistentSequenceId = new AtomicInteger(-1);
int taskIndex = 0;
while (taskIndex < taskSequences.size()) {
TreeMap<Integer, Map<PartitionIdType, SequenceOffsetType>> taskCheckpoints = taskSequences.get(taskIndex).rhs;
String taskId = taskSequences.get(taskIndex).lhs;
if (earliestConsistentSequenceId.get() == -1) {
// find the first replica task with earliest sequenceId consistent with datasource metadata in the metadata
// store
if (taskCheckpoints.entrySet().stream().anyMatch(
sequenceCheckpoint -> sequenceCheckpoint.getValue().entrySet().stream().allMatch(
partitionOffset -> {
OrderedSequenceNumber<SequenceOffsetType> sequence = makeSequenceNumber(partitionOffset.getValue());
OrderedSequenceNumber<SequenceOffsetType> latestOffset = makeSequenceNumber(
latestOffsetsFromDb == null ? partitionOffset.getValue() :
latestOffsetsFromDb.getOrDefault(
partitionOffset
.getKey(),
partitionOffset
.getValue()
)
);
return sequence.compareTo(latestOffset) == 0;
}
) && earliestConsistentSequenceId.compareAndSet(-1, sequenceCheckpoint.getKey())) || (
pendingCompletionTaskGroups.getOrDefault(groupId, new CopyOnWriteArrayList<>()).size() > 0
&& earliestConsistentSequenceId.compareAndSet(-1, taskCheckpoints.firstKey()))) {
final SortedMap<Integer, Map<PartitionIdType, SequenceOffsetType>> latestCheckpoints = new TreeMap<>(
taskCheckpoints.tailMap(earliestConsistentSequenceId.get())
);
log.info("Setting taskGroup sequences to [%s] for group [%d]", latestCheckpoints, groupId);
taskGroup.checkpointSequences.clear();
taskGroup.checkpointSequences.putAll(latestCheckpoints);
} else {
log.debug(
"Adding task [%s] to kill list, checkpoints[%s], latestoffsets from DB [%s]",
taskId,
taskCheckpoints,
latestOffsetsFromDb
);
tasksToKill.add(taskId);
}
} else {
// check consistency with taskGroup sequences
if (taskCheckpoints.get(taskGroup.checkpointSequences.firstKey()) == null
|| !(taskCheckpoints.get(taskGroup.checkpointSequences.firstKey())
.equals(taskGroup.checkpointSequences.firstEntry().getValue()))
|| taskCheckpoints.tailMap(taskGroup.checkpointSequences.firstKey()).size()
!= taskGroup.checkpointSequences.size()) {
log.debug(
"Adding task [%s] to kill list, checkpoints[%s], taskgroup checkpoints [%s]",
taskId,
taskCheckpoints,
taskGroup.checkpointSequences
);
tasksToKill.add(taskId);
}
}
taskIndex++;
}
if ((tasksToKill.size() > 0 && tasksToKill.size() == taskGroup.tasks.size()) ||
(taskGroup.tasks.size() == 0
&& pendingCompletionTaskGroups.getOrDefault(groupId, new CopyOnWriteArrayList<>()).size() == 0)) {
// killing all tasks or no task left in the group ?
// clear state about the taskgroup so that get latest sequence information is fetched from metadata store
log.warn("Clearing task group [%d] information as no valid tasks left the group", groupId);
activelyReadingTaskGroups.remove(groupId);
for (PartitionIdType partitionId : taskGroup.startingSequences.keySet()) {
partitionOffsets.put(partitionId, getNotSetMarker());
}
}
taskSequences.stream().filter(taskIdSequences -> tasksToKill.contains(taskIdSequences.lhs)).forEach(
sequenceCheckpoint -> {
killTask(
sequenceCheckpoint.lhs,
"Killing task [%s], as its checkpoints [%s] are not consistent with group checkpoints[%s] or latest "
+ "persisted sequences in metadata store [%s]",
sequenceCheckpoint.lhs,
sequenceCheckpoint.rhs,
taskGroup.checkpointSequences,
latestOffsetsFromDb
);
taskGroup.tasks.remove(sequenceCheckpoint.lhs);
}
);
}
private void addDiscoveredTaskToPendingCompletionTaskGroups(
int groupId,
String taskId,
Map<PartitionIdType, SequenceOffsetType> startingPartitions
)
{
final CopyOnWriteArrayList<TaskGroup> taskGroupList = pendingCompletionTaskGroups.computeIfAbsent(
groupId,
k -> new CopyOnWriteArrayList<>()
);
for (TaskGroup taskGroup : taskGroupList) {
if (taskGroup.startingSequences.equals(startingPartitions)) {
if (taskGroup.tasks.putIfAbsent(taskId, new TaskData()) == null) {
log.info("Added discovered task [%s] to existing pending task group [%s]", taskId, groupId);
}
return;
}
}
log.info("Creating new pending completion task group [%s] for discovered task [%s]", groupId, taskId);
// reading the minimumMessageTime & maximumMessageTime from the publishing task and setting it here is not necessary as this task cannot
// change to a state where it will read any more events.
// This is a discovered task, so it would not have been assigned closed partitions initially.
TaskGroup newTaskGroup = new TaskGroup(
groupId,
ImmutableMap.copyOf(startingPartitions),
null,
Optional.absent(),
Optional.absent(),
null
);
newTaskGroup.tasks.put(taskId, new TaskData());
newTaskGroup.completionTimeout = DateTimes.nowUtc().plus(ioConfig.getCompletionTimeout());
taskGroupList.add(newTaskGroup);
}
// Sanity check to ensure that tasks have the same sequence name as their task group
private void verifySameSequenceNameForAllTasksInGroup(int groupId)
{
String taskGroupSequenceName = activelyReadingTaskGroups.get(groupId).baseSequenceName;
boolean allSequenceNamesMatch =
activelyReadingTaskGroups.get(groupId)
.tasks
.keySet()
.stream()
.map(x -> {
Optional<Task> taskOptional = taskStorage.getTask(x);
if (!taskOptional.isPresent() || !doesTaskTypeMatchSupervisor(taskOptional.get())) {
return false;
}
@SuppressWarnings("unchecked")
SeekableStreamIndexTask<PartitionIdType, SequenceOffsetType, RecordType> task =
(SeekableStreamIndexTask<PartitionIdType, SequenceOffsetType, RecordType>) taskOptional.get();
return task.getIOConfig().getBaseSequenceName();
})
.allMatch(taskSeqName -> taskSeqName.equals(taskGroupSequenceName));
if (!allSequenceNamesMatch) {
throw new ISE(
"Base sequence names do not match for the tasks in the task group with ID [%s]",
groupId
);
}
}
private ListenableFuture<Void> stopTask(final String id, final boolean publish)
{
return Futures.transform(
taskClient.stopAsync(id, publish), new Function<Boolean, Void>()
{
@Nullable
@Override
public Void apply(@Nullable Boolean result)
{
if (result == null || !result) {
log.info("Task [%s] failed to stop in a timely manner, killing task", id);
killTask(id, "Task [%s] failed to stop in a timely manner, killing task", id);
}
return null;
}
},
MoreExecutors.directExecutor()
);
}
/**
* Determines whether a given task was created by the current version of the supervisor.
* Uses the Task object mapped to this taskId in the {@code activeTaskMap}.
* If not found in the map, fetch it from the metadata store.
*
* @param taskGroupId task group id
* @param taskId task id
* @param activeTaskMap Set of active tasks that were pre-fetched
* @return true if the task was created by the current supervisor
*/
@VisibleForTesting
public boolean isTaskCurrent(int taskGroupId, String taskId, Map<String, Task> activeTaskMap)
{
final Task genericTask;
if (activeTaskMap != null && activeTaskMap.containsKey(taskId)) {
genericTask = activeTaskMap.get(taskId);
} else {
genericTask = taskStorage.getTask(taskId).orNull();
}
if (genericTask == null || !doesTaskTypeMatchSupervisor(genericTask)) {
return false;
}
@SuppressWarnings("unchecked")
SeekableStreamIndexTask<PartitionIdType, SequenceOffsetType, RecordType> task =
(SeekableStreamIndexTask<PartitionIdType, SequenceOffsetType, RecordType>) genericTask;
// We recompute the sequence name hash for the supervisor's own configuration and compare this to the hash created
// by rehashing the task's sequence name using the most up-to-date class definitions of tuning config and
// data schema. Recomputing both ensures that forwards-compatible tasks won't be killed (which would occur
// if the hash generated using the old class definitions was used).
String taskSequenceName = generateSequenceName(
task.getIOConfig().getStartSequenceNumbers().getPartitionSequenceNumberMap(),
task.getIOConfig().getMinimumMessageTime(),
task.getIOConfig().getMaximumMessageTime(),
task.getDataSchema(),
task.getTuningConfig()
);
if (activelyReadingTaskGroups.get(taskGroupId) != null) {
TaskGroup taskGroup = activelyReadingTaskGroups.get(taskGroupId);
return generateSequenceName(
taskGroup.startingSequences,
taskGroup.minimumMessageTime,
taskGroup.maximumMessageTime,
spec.getDataSchema(),
taskTuningConfig
).equals(taskSequenceName);
} else {
return generateSequenceName(
task.getIOConfig()
.getStartSequenceNumbers()
.getPartitionSequenceNumberMap(),
task.getIOConfig().getMinimumMessageTime(),
task.getIOConfig().getMaximumMessageTime(),
spec.getDataSchema(),
taskTuningConfig
).equals(taskSequenceName);
}
}
@VisibleForTesting
public String generateSequenceName(
Map<PartitionIdType, SequenceOffsetType> startPartitions,
Optional<DateTime> minimumMessageTime,
Optional<DateTime> maximumMessageTime,
DataSchema dataSchema,
SeekableStreamIndexTaskTuningConfig tuningConfig
)
{
StringBuilder sb = new StringBuilder();
for (Entry<PartitionIdType, SequenceOffsetType> entry : startPartitions.entrySet()) {
sb.append(StringUtils.format("+%s(%s)", entry.getKey().toString(), entry.getValue().toString()));
}
String partitionOffsetStr = startPartitions.size() == 0 ? "" : sb.toString().substring(1);
String minMsgTimeStr = (minimumMessageTime.isPresent() ? String.valueOf(minimumMessageTime.get().getMillis()) : "");
String maxMsgTimeStr = (maximumMessageTime.isPresent() ? String.valueOf(maximumMessageTime.get().getMillis()) : "");
String dataSchemaStr, tuningConfigStr;
try {
dataSchemaStr = sortingMapper.writeValueAsString(dataSchema);
tuningConfigStr = sortingMapper.writeValueAsString(tuningConfig);
}
catch (JsonProcessingException e) {
throw new RuntimeException(e);
}
String hashCode = DigestUtils.sha1Hex(dataSchemaStr
+ tuningConfigStr
+ partitionOffsetStr
+ minMsgTimeStr
+ maxMsgTimeStr)
.substring(0, 15);
return Joiner.on("_").join(baseTaskName(), dataSource, hashCode);
}
protected abstract String baseTaskName();
protected boolean supportsPartitionExpiration()
{
return false;
}
public int getPartitionCount()
{
return recordSupplier.getPartitionIds(ioConfig.getStream()).size();
}
private boolean updatePartitionDataFromStream()
{
List<PartitionIdType> previousPartitionIds = new ArrayList<>(partitionIds);
Set<PartitionIdType> partitionIdsFromSupplier;
recordSupplierLock.lock();
try {
partitionIdsFromSupplier = recordSupplier.getPartitionIds(ioConfig.getStream());
}
catch (Exception e) {
stateManager.recordThrowableEvent(e);
log.warn("Could not fetch partitions for topic/stream [%s]: %s", ioConfig.getStream(), e.getMessage());
log.debug(e, "full stack trace");
return false;
}
finally {
recordSupplierLock.unlock();
}
if (partitionIdsFromSupplier == null || partitionIdsFromSupplier.size() == 0) {
String errMsg = StringUtils.format("No partitions found for stream [%s]", ioConfig.getStream());
stateManager.recordThrowableEvent(new StreamException(new ISE(errMsg)));
log.warn(errMsg);
return false;
}
log.debug("Found [%d] partitions for stream [%s]", partitionIdsFromSupplier.size(), ioConfig.getStream());
Map<PartitionIdType, SequenceOffsetType> storedMetadata = getOffsetsFromMetadataStorage();
Set<PartitionIdType> storedPartitions = storedMetadata.keySet();
Set<PartitionIdType> closedPartitions = storedMetadata
.entrySet()
.stream()
.filter(x -> isEndOfShard(x.getValue()))
.map(Entry::getKey)
.collect(Collectors.toSet());
Set<PartitionIdType> previouslyExpiredPartitions = storedMetadata
.entrySet()
.stream()
.filter(x -> isShardExpirationMarker(x.getValue()))
.map(Entry::getKey)
.collect(Collectors.toSet());
Set<PartitionIdType> partitionIdsFromSupplierWithoutPreviouslyExpiredPartitions = Sets.difference(
partitionIdsFromSupplier,
previouslyExpiredPartitions
);
Set<PartitionIdType> activePartitionsIdsFromSupplier = Sets.difference(
partitionIdsFromSupplierWithoutPreviouslyExpiredPartitions,
closedPartitions
);
Set<PartitionIdType> newlyClosedPartitions = Sets.intersection(
closedPartitions,
new HashSet<>(previousPartitionIds)
);
log.debug("active partitions from supplier: " + activePartitionsIdsFromSupplier);
if (partitionIdsFromSupplierWithoutPreviouslyExpiredPartitions.size() != partitionIdsFromSupplier.size()) {
// this should never happen, but we check for it and exclude the expired partitions if they somehow reappear
log.warn(
"Previously expired partitions [%s] were present in the current list [%s] from the record supplier.",
previouslyExpiredPartitions,
partitionIdsFromSupplier
);
}
if (activePartitionsIdsFromSupplier.size() == 0) {
String errMsg = StringUtils.format(
"No active partitions found for stream [%s] after removing closed and previously expired partitions",
ioConfig.getStream()
);
stateManager.recordThrowableEvent(new StreamException(new ISE(errMsg)));
log.warn(errMsg);
return false;
}
boolean initialPartitionDiscovery = this.partitionIds.isEmpty();
for (PartitionIdType partitionId : partitionIdsFromSupplierWithoutPreviouslyExpiredPartitions) {
if (closedPartitions.contains(partitionId)) {
log.info("partition [%s] is closed and has no more data, skipping.", partitionId);
continue;
}
if (!this.partitionIds.contains(partitionId)) {
partitionIds.add(partitionId);
if (!initialPartitionDiscovery) {
subsequentlyDiscoveredPartitions.add(partitionId);
}
}
}
// When partitions expire, we need to recompute the task group assignments, considering only
// non-closed and non-expired partitions, to ensure that we have even distribution of active
// partitions across tasks.
if (supportsPartitionExpiration()) {
cleanupClosedAndExpiredPartitions(
storedPartitions,
newlyClosedPartitions,
activePartitionsIdsFromSupplier,
previouslyExpiredPartitions,
partitionIdsFromSupplier
);
}
Int2ObjectMap<List<PartitionIdType>> newlyDiscovered = new Int2ObjectLinkedOpenHashMap<>();
for (PartitionIdType partitionId : activePartitionsIdsFromSupplier) {
int taskGroupId = getTaskGroupIdForPartition(partitionId);
Set<PartitionIdType> partitionGroup = partitionGroups.computeIfAbsent(
taskGroupId,
k -> new HashSet<>()
);
partitionGroup.add(partitionId);
if (partitionOffsets.putIfAbsent(partitionId, getNotSetMarker()) == null) {
log.debug(
"New partition [%s] discovered for stream [%s], added to task group [%d]",
partitionId,
ioConfig.getStream(),
taskGroupId
);
newlyDiscovered.computeIfAbsent(taskGroupId, k -> new ArrayList<>()).add(partitionId);
}
}
if (newlyDiscovered.size() > 0) {
for (Int2ObjectMap.Entry<List<PartitionIdType>> taskGroupPartitions : newlyDiscovered.int2ObjectEntrySet()) {
log.info(
"New partitions %s discovered for stream [%s], added to task group [%s]",
taskGroupPartitions.getValue(),
ioConfig.getStream(),
taskGroupPartitions.getIntKey()
);
}
}
if (!partitionIds.equals(previousPartitionIds)) {
assignRecordSupplierToPartitionIds();
// the set of partition IDs has changed, have any running tasks stop early so that we can adjust to the
// repartitioning quickly by creating new tasks
for (TaskGroup taskGroup : activelyReadingTaskGroups.values()) {
if (!taskGroup.taskIds().isEmpty()) {
// Partitions have changed and we are managing active tasks - set an early publish time
// at the current time + repartitionTransitionDuration.
// This allows time for the stream to start writing to the new partitions after repartitioning.
// For Kinesis ingestion, this cooldown time is particularly useful, lowering the possibility of
// the new shards being empty, which can cause issues presently
// (see https://github.com/apache/druid/issues/7600)
earlyStopTime = DateTimes.nowUtc().plus(tuningConfig.getRepartitionTransitionDuration());
log.info(
"Previous partition set [%s] has changed to [%s] - requesting that tasks stop after [%s] at [%s]",
previousPartitionIds,
partitionIds,
tuningConfig.getRepartitionTransitionDuration(),
earlyStopTime
);
break;
}
}
}
return true;
}
/**
* gets mapping of partitions in stream to their latest offsets.
*/
protected Map<PartitionIdType, SequenceOffsetType> getLatestSequencesFromStream()
{
return new HashMap<>();
}
private void assignRecordSupplierToPartitionIds()
{
recordSupplierLock.lock();
try {
final Set<StreamPartition<PartitionIdType>> partitions = partitionIds.stream()
.map(partitionId -> new StreamPartition<>(
ioConfig.getStream(),
partitionId
))
.collect(Collectors.toSet());
if (!recordSupplier.getAssignment().containsAll(partitions)) {
recordSupplier.assign(partitions);
try {
recordSupplier.seekToEarliest(partitions);
}
catch (InterruptedException e) {
throw new RuntimeException(e);
}
}
}
finally {
recordSupplierLock.unlock();
}
}
/**
* This method determines the set of expired partitions from the set of partitions currently returned by
* the record supplier and the set of partitions previously tracked in the metadata.
* <p>
* It will mark the expired partitions in metadata and recompute the partition->task group mappings, updating
* the metadata, the partitionIds list, and the partitionGroups mappings.
*
* @param storedPartitions Set of partitions previously tracked, from the metadata store
* @param newlyClosedPartitions Set of partitions that are closed in the metadata store but still present in the
* current {@link #partitionIds}
* @param activePartitionsIdsFromSupplier Set of partitions currently returned by the record supplier, but with
* any partitions that are closed/expired in the metadata store removed
* @param previouslyExpiredPartitions Set of partitions that are recorded as expired in the metadata store
* @param partitionIdsFromSupplier Set of partitions currently returned by the record supplier.
*/
private void cleanupClosedAndExpiredPartitions(
Set<PartitionIdType> storedPartitions,
Set<PartitionIdType> newlyClosedPartitions,
Set<PartitionIdType> activePartitionsIdsFromSupplier,
Set<PartitionIdType> previouslyExpiredPartitions,
Set<PartitionIdType> partitionIdsFromSupplier
)
{
// If a partition was previously known (stored in metadata) but no longer appears in the list of partitions
// provided by the record supplier, it has expired.
Set<PartitionIdType> newlyExpiredPartitions = Sets.difference(storedPartitions, previouslyExpiredPartitions);
newlyExpiredPartitions = Sets.difference(newlyExpiredPartitions, partitionIdsFromSupplier);
if (!newlyExpiredPartitions.isEmpty()) {
log.info("Detected newly expired partitions: " + newlyExpiredPartitions);
// Mark partitions as expired in metadata
@SuppressWarnings("unchecked")
SeekableStreamDataSourceMetadata<PartitionIdType, SequenceOffsetType> currentMetadata =
(SeekableStreamDataSourceMetadata<PartitionIdType, SequenceOffsetType>)
indexerMetadataStorageCoordinator.retrieveDataSourceMetadata(dataSource);
SeekableStreamDataSourceMetadata<PartitionIdType, SequenceOffsetType> cleanedMetadata =
createDataSourceMetadataWithExpiredPartitions(currentMetadata, newlyExpiredPartitions);
log.info("New metadata after partition expiration: " + cleanedMetadata);
validateMetadataPartitionExpiration(newlyExpiredPartitions, currentMetadata, cleanedMetadata);
try {
boolean success = indexerMetadataStorageCoordinator.resetDataSourceMetadata(dataSource, cleanedMetadata);
if (!success) {
log.error("Failed to update datasource metadata[%s] with expired partitions removed", cleanedMetadata);
}
}
catch (IOException ioe) {
throw new RuntimeException(ioe);
}
}
if (!newlyClosedPartitions.isEmpty()) {
log.info("Detected newly closed partitions: " + newlyClosedPartitions);
}
// Partitions have been dropped
if (!newlyClosedPartitions.isEmpty() || !newlyExpiredPartitions.isEmpty()) {
// Compute new partition groups, only including partitions that are
// still in partitionIdsFromSupplier and not closed
Map<Integer, Set<PartitionIdType>> newPartitionGroups =
recomputePartitionGroupsForExpiration(activePartitionsIdsFromSupplier);
validatePartitionGroupReassignments(activePartitionsIdsFromSupplier, newPartitionGroups);
log.info("New partition groups after removing closed and expired partitions: " + newPartitionGroups);
partitionIds.clear();
partitionIds.addAll(activePartitionsIdsFromSupplier);
assignRecordSupplierToPartitionIds();
for (Integer groupId : partitionGroups.keySet()) {
if (newPartitionGroups.containsKey(groupId)) {
partitionGroups.put(groupId, newPartitionGroups.get(groupId));
} else {
partitionGroups.put(groupId, new HashSet<>());
}
}
}
}
/**
* When partitions are removed due to expiration it may be necessary to recompute the partitionID -> groupID
* mappings to ensure balanced distribution of partitions.
* <p>
* This function should return a copy of partitionGroups, using the provided availablePartitions as the list of
* active partitions, reassigning partitions to different groups if necessary.
* <p>
* If a partition is not in availablePartitions, it should be filtered out of the new partition groups returned
* by this method.
*
* @param availablePartitions
* @return a remapped copy of partitionGroups, containing only the partitions in availablePartitions
*/
protected Map<Integer, Set<PartitionIdType>> recomputePartitionGroupsForExpiration(
Set<PartitionIdType> availablePartitions
)
{
throw new UnsupportedOperationException("This supervisor type does not support partition expiration.");
}
/**
* Some seekable stream systems such as Kinesis allow partitions to expire. When this occurs, the supervisor should
* mark the expired partitions in the saved metadata. This method returns a copy of the current metadata
* with any expired partitions marked with an implementation-specific offset value that represents the expired state.
*
* @param currentMetadata The current DataSourceMetadata from metadata storage
* @param expiredPartitionIds The set of expired partition IDs.
* @return currentMetadata but with any expired partitions removed.
*/
protected SeekableStreamDataSourceMetadata<PartitionIdType, SequenceOffsetType> createDataSourceMetadataWithExpiredPartitions(
SeekableStreamDataSourceMetadata<PartitionIdType, SequenceOffsetType> currentMetadata,
Set<PartitionIdType> expiredPartitionIds
)
{
throw new UnsupportedOperationException("This supervisor type does not support partition expiration.");
}
/**
* Perform a sanity check on the datasource metadata returned by
* {@link #createDataSourceMetadataWithExpiredPartitions}.
* <p>
* Specifically, we check that the cleaned metadata's partitions are a subset of the original metadata's partitions,
* that newly expired partitions are marked as expired, and that none of the offsets for the non-expired partitions
* have changed.
*
* @param oldMetadata metadata containing expired partitions.
* @param cleanedMetadata new metadata without expired partitions, generated by the subclass
*/
private void validateMetadataPartitionExpiration(
Set<PartitionIdType> newlyExpiredPartitions,
SeekableStreamDataSourceMetadata<PartitionIdType, SequenceOffsetType> oldMetadata,
SeekableStreamDataSourceMetadata<PartitionIdType, SequenceOffsetType> cleanedMetadata
)
{
Map<PartitionIdType, SequenceOffsetType> oldPartitionSeqNos = oldMetadata.getSeekableStreamSequenceNumbers()
.getPartitionSequenceNumberMap();
Map<PartitionIdType, SequenceOffsetType> cleanedPartitionSeqNos = cleanedMetadata.getSeekableStreamSequenceNumbers()
.getPartitionSequenceNumberMap();
for (Entry<PartitionIdType, SequenceOffsetType> cleanedPartitionSeqNo : cleanedPartitionSeqNos.entrySet()) {
if (!oldPartitionSeqNos.containsKey(cleanedPartitionSeqNo.getKey())) {
// cleaning the expired partitions added a partition somehow
throw new IAE(
"Cleaned partition map [%s] contains unexpected partition ID [%s], original partition map: [%s]",
cleanedPartitionSeqNos,
cleanedPartitionSeqNo.getKey(),
oldPartitionSeqNos
);
}
SequenceOffsetType oldOffset = oldPartitionSeqNos.get(cleanedPartitionSeqNo.getKey());
if (newlyExpiredPartitions.contains(cleanedPartitionSeqNo.getKey())) {
// this is a newly expired partition, check that we did actually mark it as expired
if (!isShardExpirationMarker(cleanedPartitionSeqNo.getValue())) {
throw new IAE(
"Newly expired partition [%] was not marked as expired in the cleaned partition map [%s], original partition map: [%s]",
cleanedPartitionSeqNo.getKey(),
cleanedPartitionSeqNos,
oldPartitionSeqNos
);
}
} else if (!oldOffset.equals(cleanedPartitionSeqNo.getValue())) {
// this is not an expired shard, check that the offset did not change
throw new IAE(
"Cleaned partition map [%s] has offset mismatch for partition ID [%s], original partition map: [%s]",
cleanedPartitionSeqNos,
cleanedPartitionSeqNo.getKey(),
oldPartitionSeqNos
);
}
}
}
/**
* Perform a sanity check on the new partition groups returned by
* {@link #recomputePartitionGroupsForExpiration}.
* <p>
* Specifically, we check that the new partition groups' partitions are a subset of the original groups' partitions,
* and that none of the offsets for the non-expired partitions have changed.
*
* @param newPartitionGroups new metadata without expired partitions, generated by the subclass
*/
private void validatePartitionGroupReassignments(
Set<PartitionIdType> activePartitionsIdsFromSupplier,
Map<Integer, Set<PartitionIdType>> newPartitionGroups
)
{
for (Set<PartitionIdType> newGroup : newPartitionGroups.values()) {
for (PartitionIdType partitionInNewGroup : newGroup) {
if (!activePartitionsIdsFromSupplier.contains(partitionInNewGroup)) {
// recomputing the groups without the expired partitions added an unknown partition somehow
throw new IAE(
"Recomputed partition groups [%s] contains unexpected partition ID [%s], old partition groups: [%s]",
newPartitionGroups,
partitionInNewGroup,
partitionGroups
);
}
}
}
}
private void updateTaskStatus() throws ExecutionException, InterruptedException
{
final List<ListenableFuture<Boolean>> futures = new ArrayList<>();
final List<String> futureTaskIds = new ArrayList<>();
// update status (and startTime if unknown) of current tasks in activelyReadingTaskGroups
for (TaskGroup group : activelyReadingTaskGroups.values()) {
for (Entry<String, TaskData> entry : group.tasks.entrySet()) {
final String taskId = entry.getKey();
final TaskData taskData = entry.getValue();
if (taskData.startTime == null) {
futureTaskIds.add(taskId);
futures.add(
Futures.transform(
taskClient.getStartTimeAsync(taskId), new Function<DateTime, Boolean>()
{
@Override
public Boolean apply(@Nullable DateTime startTime)
{
if (startTime == null) {
return false;
}
taskData.startTime = startTime;
long millisRemaining = ioConfig.getTaskDuration().getMillis() -
(System.currentTimeMillis() - taskData.startTime.getMillis());
if (millisRemaining > 0) {
scheduledExec.schedule(
buildRunTask(),
millisRemaining + MAX_RUN_FREQUENCY_MILLIS,
TimeUnit.MILLISECONDS
);
}
return true;
}
}, workerExec
)
);
}
taskData.status = taskStorage.getStatus(taskId).get();
}
}
// update status of pending completion tasks in pendingCompletionTaskGroups
for (List<TaskGroup> taskGroups : pendingCompletionTaskGroups.values()) {
for (TaskGroup group : taskGroups) {
for (Entry<String, TaskData> entry : group.tasks.entrySet()) {
entry.getValue().status = taskStorage.getStatus(entry.getKey()).get();
}
}
}
final List<Either<Throwable, Boolean>> results = coalesceAndAwait(futures);
for (int i = 0; i < results.size(); i++) {
// Ignore return value; but kill tasks that failed to return anything at all.
if (results.get(i).isError()) {
String taskId = futureTaskIds.get(i);
log.noStackTrace().warn(results.get(i).error(), "Task [%s] failed to return start time, killing task", taskId);
killTask(taskId, "Task [%s] failed to return start time, killing task", taskId);
}
}
}
private void checkTaskDuration() throws ExecutionException, InterruptedException
{
final List<ListenableFuture<Map<PartitionIdType, SequenceOffsetType>>> futures = new ArrayList<>();
final List<Integer> futureGroupIds = new ArrayList<>();
boolean stopTasksEarly;
if (earlyStopTime != null && (earlyStopTime.isBeforeNow() || earlyStopTime.isEqualNow())) {
log.info("Early stop requested - signalling tasks to complete");
earlyStopTime = null;
stopTasksEarly = true;
} else {
stopTasksEarly = false;
}
AtomicInteger stoppedTasks = new AtomicInteger();
// Sort task groups by start time to prioritize early termination of earlier groups, then iterate for processing
activelyReadingTaskGroups
.entrySet().stream().sorted(
Comparator.comparingLong(
(Entry<Integer, TaskGroup> entry) ->
computeEarliestTaskStartTime(entry.getValue())
.getMillis()))
.forEach(entry -> {
Integer groupId = entry.getKey();
TaskGroup group = entry.getValue();
if (stopTasksEarly) {
log.info(
"Stopping task group [%d] early. It has run for [%s]",
groupId,
ioConfig.getTaskDuration()
);
futureGroupIds.add(groupId);
futures.add(checkpointTaskGroup(group, true));
} else {
DateTime earliestTaskStart = computeEarliestTaskStartTime(group);
if (earliestTaskStart.plus(ioConfig.getTaskDuration()).isBeforeNow()) {
// if this task has run longer than the configured duration
// as long as the pending task groups are less than the configured stop task count.
if (pendingCompletionTaskGroups.values()
.stream()
.mapToInt(CopyOnWriteArrayList::size)
.sum() + stoppedTasks.get()
< ioConfig.getMaxAllowedStops()) {
log.info(
"Task group [%d] has run for [%s]. Stopping.",
groupId,
ioConfig.getTaskDuration()
);
futureGroupIds.add(groupId);
futures.add(checkpointTaskGroup(group, true));
stoppedTasks.getAndIncrement();
}
}
}
});
List<Either<Throwable, Map<PartitionIdType, SequenceOffsetType>>> results = coalesceAndAwait(futures);
for (int j = 0; j < results.size(); j++) {
Integer groupId = futureGroupIds.get(j);
TaskGroup group = activelyReadingTaskGroups.get(groupId);
if (results.get(j).isValue() && results.get(j).valueOrThrow() != null) {
Map<PartitionIdType, SequenceOffsetType> endOffsets = results.get(j).valueOrThrow();
// set a timeout and put this group in pendingCompletionTaskGroups so that it can be monitored for completion
group.completionTimeout = DateTimes.nowUtc().plus(ioConfig.getCompletionTimeout());
pendingCompletionTaskGroups.computeIfAbsent(groupId, k -> new CopyOnWriteArrayList<>()).add(group);
boolean endOffsetsAreInvalid = false;
for (Entry<PartitionIdType, SequenceOffsetType> entry : endOffsets.entrySet()) {
if (entry.getValue().equals(getEndOfPartitionMarker())) {
log.info(
"Got end-of-partition(EOS) marker for partition[%s] in checkTaskDuration, not updating partition offset.",
entry.getKey()
);
endOffsetsAreInvalid = true;
}
}
// set endOffsets as the next startOffsets
// If we received invalid endOffset values, we clear the known offset to refetch the last committed offset
// from metadata. If any endOffset values are invalid, we treat the entire set as invalid as a safety measure.
if (!endOffsetsAreInvalid) {
for (Entry<PartitionIdType, SequenceOffsetType> entry : endOffsets.entrySet()) {
partitionOffsets.put(entry.getKey(), entry.getValue());
}
} else {
for (Entry<PartitionIdType, SequenceOffsetType> entry : endOffsets.entrySet()) {
partitionOffsets.put(entry.getKey(), getNotSetMarker());
}
}
} else {
for (String id : group.taskIds()) {
killTask(
id,
"All tasks in group[%s] failed to transition to publishing state",
groupId
);
}
// clear partitionGroups, so that latest sequences from db is used as start sequences not the stale ones
// if tasks did some successful incremental handoffs
for (PartitionIdType partitionId : group.startingSequences.keySet()) {
partitionOffsets.put(partitionId, getNotSetMarker());
}
}
// remove this task group from the list of current task groups now that it has been handled
activelyReadingTaskGroups.remove(groupId);
}
}
private DateTime computeEarliestTaskStartTime(TaskGroup group)
{
return group.tasks.values().stream()
.filter(taskData -> taskData.startTime != null)
.map(taskData -> taskData.startTime)
.min(DateTime::compareTo)
.orElse(DateTimes.nowUtc());
}
private ListenableFuture<Map<PartitionIdType, SequenceOffsetType>> checkpointTaskGroup(
final TaskGroup taskGroup,
final boolean finalize
)
{
if (finalize) {
// 1) Check if any task completed (in which case we're done) and kill unassigned tasks
Iterator<Entry<String, TaskData>> i = taskGroup.tasks.entrySet().iterator();
while (i.hasNext()) {
Entry<String, TaskData> taskEntry = i.next();
String taskId = taskEntry.getKey();
TaskData task = taskEntry.getValue();
if (task.status != null) {
if (task.status.isSuccess()) {
// If any task in this group has already completed, stop the rest of the tasks in the group and return.
// This will cause us to create a new set of tasks next cycle that will start from the sequences in
// metadata store (which will have advanced if we succeeded in publishing and will remain the same if
// publishing failed and we need to re-ingest)
stateManager.recordCompletedTaskState(TaskState.SUCCESS);
return Futures.transform(
stopTasksInGroup(taskGroup, "task[%s] succeeded in the taskGroup", task.status.getId()),
new Function<Object, Map<PartitionIdType, SequenceOffsetType>>()
{
@Nullable
@Override
public Map<PartitionIdType, SequenceOffsetType> apply(@Nullable Object input)
{
return null;
}
},
MoreExecutors.directExecutor()
);
}
if (task.status.isRunnable()) {
if (taskInfoProvider.getTaskLocation(taskId).equals(TaskLocation.unknown())) {
killTask(taskId, "Killing task [%s] which hasn't been assigned to a worker", taskId);
i.remove();
}
}
}
}
}
// 2) Pause running tasks
final List<ListenableFuture<Map<PartitionIdType, SequenceOffsetType>>> pauseFutures = new ArrayList<>();
final List<String> pauseTaskIds = ImmutableList.copyOf(taskGroup.taskIds());
for (final String taskId : pauseTaskIds) {
pauseFutures.add(taskClient.pauseAsync(taskId));
}
return Futures.transform(
FutureUtils.coalesce(pauseFutures),
new Function<List<Either<Throwable, Map<PartitionIdType, SequenceOffsetType>>>, Map<PartitionIdType, SequenceOffsetType>>()
{
@Nullable
@Override
public Map<PartitionIdType, SequenceOffsetType> apply(List<Either<Throwable, Map<PartitionIdType, SequenceOffsetType>>> input)
{
// 3) Build a map of the highest sequence read by any task in the group for each partition
final Map<PartitionIdType, SequenceOffsetType> endOffsets = new HashMap<>();
for (int i = 0; i < input.size(); i++) {
final String taskId = pauseTaskIds.get(i);
if (input.get(i).isError()) {
// Get the exception
final Throwable pauseException = input.get(i).error();
stateManager.recordThrowableEvent(pauseException);
killTask(
taskId,
"An exception occurred while waiting for task [%s] to pause: [%s]",
taskId,
pauseException
);
taskGroup.tasks.remove(taskId);
} else if (input.get(i).valueOrThrow() == null || input.get(i).valueOrThrow().isEmpty()) {
killTask(taskId, "Task [%s] returned empty offsets after pause", taskId);
taskGroup.tasks.remove(taskId);
} else { // otherwise build a map of the highest sequences seen
for (Entry<PartitionIdType, SequenceOffsetType> sequence : input.get(i).valueOrThrow().entrySet()) {
if (!endOffsets.containsKey(sequence.getKey())
|| makeSequenceNumber(endOffsets.get(sequence.getKey())).compareTo(
makeSequenceNumber(sequence.getValue())) < 0) {
endOffsets.put(sequence.getKey(), sequence.getValue());
}
}
}
}
// 4) Set the end sequences for each task to the values from step 3 and resume the tasks. All the tasks should
// finish reading and start publishing within a short period, depending on how in sync the tasks were.
final List<ListenableFuture<Boolean>> setEndOffsetFutures = new ArrayList<>();
final List<String> setEndOffsetTaskIds = ImmutableList.copyOf(taskGroup.taskIds());
if (setEndOffsetTaskIds.isEmpty()) {
log.info("All tasks in taskGroup [%d] have failed, tasks will be re-created", taskGroup.groupId);
return null;
}
try {
if (endOffsets.equals(taskGroup.checkpointSequences.lastEntry().getValue())) {
log.warn(
"Checkpoint [%s] is same as the start sequences [%s] of latest sequence for the task group [%d]",
endOffsets,
taskGroup.checkpointSequences.lastEntry().getValue(),
taskGroup.groupId
);
}
log.info(
"Setting endOffsets for tasks in taskGroup[%d] to [%s]",
taskGroup.groupId, endOffsets
);
for (final String taskId : setEndOffsetTaskIds) {
setEndOffsetFutures.add(taskClient.setEndOffsetsAsync(taskId, endOffsets, finalize));
}
List<Either<Throwable, Boolean>> results = coalesceAndAwait(setEndOffsetFutures);
for (int i = 0; i < results.size(); i++) {
if (results.get(i).isValue() && Boolean.valueOf(true).equals(results.get(i).valueOrThrow())) {
log.info("Successfully set endOffsets for task[%s] and resumed it", setEndOffsetTaskIds.get(i));
} else {
String taskId = setEndOffsetTaskIds.get(i);
killTask(taskId, "Failed to set end offsets, killing task");
taskGroup.tasks.remove(taskId);
}
}
}
catch (Exception e) {
log.error("An exception occurred while setting end offsets: [%s]", e.getMessage());
throw new RuntimeException(e);
}
if (taskGroup.tasks.isEmpty()) {
log.info("All tasks in taskGroup[%d] have failed, tasks will be re-created", taskGroup.groupId);
return null;
}
return endOffsets;
}
},
workerExec
);
}
private ListenableFuture<Void> stopTasksInGroup(
@Nullable TaskGroup taskGroup,
String stopReasonFormat,
Object... args
)
{
if (taskGroup == null) {
return Futures.immediateFuture(null);
}
log.info(
"Stopping all tasks in taskGroup[%s] because: [%s]",
taskGroup.groupId,
StringUtils.format(stopReasonFormat, args)
);
final List<ListenableFuture<Void>> futures = new ArrayList<>();
for (Entry<String, TaskData> entry : taskGroup.tasks.entrySet()) {
final String taskId = entry.getKey();
final TaskData taskData = entry.getValue();
if (taskData.status == null) {
killTask(taskId, "Killing task since task status is not known to supervisor");
} else if (!taskData.status.isComplete()) {
futures.add(stopTask(taskId, false));
}
}
return FutureUtils.transform(FutureUtils.coalesce(futures), xs -> null);
}
private void checkPendingCompletionTasks()
throws ExecutionException, InterruptedException
{
List<ListenableFuture<Void>> futures = new ArrayList<>();
for (Entry<Integer, CopyOnWriteArrayList<TaskGroup>> pendingGroupList : pendingCompletionTaskGroups.entrySet()) {
boolean stopTasksInTaskGroup = false;
Integer groupId = pendingGroupList.getKey();
CopyOnWriteArrayList<TaskGroup> taskGroupList = pendingGroupList.getValue();
List<TaskGroup> toRemove = new ArrayList<>();
for (TaskGroup group : taskGroupList) {
boolean foundSuccess = false, entireTaskGroupFailed = false;
if (stopTasksInTaskGroup) {
// One of the earlier groups that was handling the same partition set timed out before the segments were
// published so stop any additional groups handling the same partition set that are pending completion.
futures.add(
stopTasksInGroup(
group,
"one of earlier groups that was handling the same partition set timed out before publishing segments"
)
);
toRemove.add(group);
continue;
}
Iterator<Entry<String, TaskData>> iTask = group.tasks.entrySet().iterator();
while (iTask.hasNext()) {
final Entry<String, TaskData> entry = iTask.next();
final String taskId = entry.getKey();
final TaskData taskData = entry.getValue();
Preconditions.checkNotNull(taskData.status, "task[%s] has null status", taskId);
if (taskData.status.isFailure()) {
stateManager.recordCompletedTaskState(TaskState.FAILED);
iTask.remove(); // remove failed task
if (group.tasks.isEmpty()) {
// if all tasks in the group have failed, just nuke all task groups with this partition set and restart
entireTaskGroupFailed = true;
break;
}
}
if (taskData.status.isSuccess()) {
// If one of the pending completion tasks was successful, stop the rest of the tasks in the group as
// we no longer need them to publish their segment.
log.info("Task [%s] completed successfully, stopping tasks %s", taskId, group.taskIds());
stateManager.recordCompletedTaskState(TaskState.SUCCESS);
futures.add(
stopTasksInGroup(group, "Task [%s] completed successfully, stopping tasks %s", taskId, group.taskIds())
);
foundSuccess = true;
toRemove.add(group); // remove the TaskGroup from the list of pending completion task groups
break; // skip iterating the rest of the tasks in this group as they've all been stopped now
}
}
if ((!foundSuccess && group.completionTimeout.isBeforeNow()) || entireTaskGroupFailed) {
if (entireTaskGroupFailed) {
log.warn("All tasks in group [%d] failed to publish, killing all tasks for these partitions", groupId);
} else {
log.makeAlert(
"No task in [%s] for taskGroup [%d] succeeded before the completion timeout elapsed [%s]! "
+ "Check metrics and logs to see if the creation, publish or handoff"
+ " of any segment is taking longer than usual.",
group.taskIds(),
groupId,
ioConfig.getCompletionTimeout()
).emit();
}
// reset partitions sequences for this task group so that they will be re-read from metadata storage
for (PartitionIdType partitionId : group.startingSequences.keySet()) {
partitionOffsets.put(partitionId, getNotSetMarker());
}
// kill all the tasks in this pending completion group
killTasksInGroup(
group,
"No task in pending completion taskGroup[%d] succeeded before completion timeout elapsed",
groupId
);
// set a flag so the other pending completion groups for this set of partitions will also stop
stopTasksInTaskGroup = true;
// kill all the tasks in the currently reading task group and remove the bad task group
killTasksInGroup(
activelyReadingTaskGroups.remove(groupId),
"No task in the corresponding pending completion taskGroup[%d] succeeded before completion timeout elapsed",
groupId
);
toRemove.add(group);
}
}
taskGroupList.removeAll(toRemove);
}
// Ignore return value; just await.
coalesceAndAwait(futures);
}
private void checkCurrentTaskState() throws ExecutionException, InterruptedException
{
Map<String, Task> activeTaskMap = getActiveTaskMap();
List<ListenableFuture<Void>> futures = new ArrayList<>();
Iterator<Entry<Integer, TaskGroup>> iTaskGroups = activelyReadingTaskGroups.entrySet().iterator();
while (iTaskGroups.hasNext()) {
Entry<Integer, TaskGroup> taskGroupEntry = iTaskGroups.next();
Integer groupId = taskGroupEntry.getKey();
TaskGroup taskGroup = taskGroupEntry.getValue();
// Iterate the list of known tasks in this group and:
// 1) Kill any tasks which are not "current" (have the partitions, starting sequences, and minimumMessageTime
// & maximumMessageTime (if applicable) in [activelyReadingTaskGroups])
// 2) Remove any tasks that have failed from the list
// 3) If any task completed successfully, stop all the tasks in this group and move to the next group
log.debug("Task group [%d] pre-pruning: %s", groupId, taskGroup.taskIds());
Iterator<Entry<String, TaskData>> iTasks = taskGroup.tasks.entrySet().iterator();
while (iTasks.hasNext()) {
Entry<String, TaskData> task = iTasks.next();
String taskId = task.getKey();
TaskData taskData = task.getValue();
// stop and remove bad tasks from the task group
if (!isTaskCurrent(groupId, taskId, activeTaskMap)) {
log.info("Stopping task [%s] which does not match the expected sequence range and ingestion spec", taskId);
futures.add(stopTask(taskId, false));
iTasks.remove();
continue;
}
Preconditions.checkNotNull(taskData.status, "Task[%s] has null status", taskId);
// remove failed tasks
if (taskData.status.isFailure()) {
stateManager.recordCompletedTaskState(TaskState.FAILED);
iTasks.remove();
continue;
}
// check for successful tasks, and if we find one, stop all tasks in the group and remove the group so it can
// be recreated with the next set of sequences
if (taskData.status.isSuccess()) {
stateManager.recordCompletedTaskState(TaskState.SUCCESS);
futures.add(stopTasksInGroup(taskGroup, "task[%s] succeeded in the same taskGroup", taskData.status.getId()));
iTaskGroups.remove();
break;
}
}
log.debug("Task group [%d] post-pruning: %s", groupId, taskGroup.taskIds());
}
// Ignore return value; just await.
coalesceAndAwait(futures);
}
private void checkIfStreamInactiveAndTurnSupervisorIdle()
{
if (!idleConfig.isEnabled() || spec.isSuspended()) {
return;
}
Map<PartitionIdType, SequenceOffsetType> latestSequencesFromStream = getLatestSequencesFromStream();
long nowTime = Instant.now().toEpochMilli();
boolean idle;
long idleTime;
if (lastActiveTimeMillis > 0
&& previousSequencesFromStream.equals(latestSequencesFromStream)
&& computeTotalLag() == 0) {
idleTime = nowTime - lastActiveTimeMillis;
idle = true;
} else {
idleTime = 0L;
lastActiveTimeMillis = nowTime;
idle = false;
}
previousSequencesFromStream.clear();
previousSequencesFromStream.putAll(latestSequencesFromStream);
if (!idle) {
stateManager.maybeSetState(SupervisorStateManager.BasicState.RUNNING);
} else if (!stateManager.isIdle() && idleTime > idleConfig.getInactiveAfterMillis()) {
stateManager.maybeSetState(SupervisorStateManager.BasicState.IDLE);
}
}
private long computeTotalLag()
{
LagStats lagStats = computeLagStats();
return lagStats != null ? lagStats.getTotalLag() : 0;
}
/**
* If the seekable stream system supported by this supervisor allows for partition expiration, expired partitions
* should be removed from the starting offsets sent to the tasks.
*
* @param startingOffsets
* @return startingOffsets with entries for expired partitions removed
*/
protected Map<PartitionIdType, OrderedSequenceNumber<SequenceOffsetType>> filterExpiredPartitionsFromStartingOffsets(
Map<PartitionIdType, OrderedSequenceNumber<SequenceOffsetType>> startingOffsets
)
{
return startingOffsets;
}
private void createNewTasks() throws JsonProcessingException
{
// update the checkpoints in the taskGroup to latest ones so that new tasks do not read what is already published
verifyAndMergeCheckpoints(
activelyReadingTaskGroups.values()
.stream()
.filter(taskGroup -> taskGroup.tasks.size() < ioConfig.getReplicas())
.collect(Collectors.toList())
);
// check that there is a current task group for each group of partitions in [partitionGroups]
for (Integer groupId : partitionGroups.keySet()) {
if (!activelyReadingTaskGroups.containsKey(groupId)) {
log.info("Creating new task group [%d] for partitions %s", groupId, partitionGroups.get(groupId));
Optional<DateTime> minimumMessageTime;
if (ioConfig.getLateMessageRejectionStartDateTime().isPresent()) {
minimumMessageTime = Optional.of(ioConfig.getLateMessageRejectionStartDateTime().get());
} else {
minimumMessageTime = (ioConfig.getLateMessageRejectionPeriod().isPresent() ? Optional.of(
DateTimes.nowUtc().minus(ioConfig.getLateMessageRejectionPeriod().get())
) : Optional.absent());
}
Optional<DateTime> maximumMessageTime = (ioConfig.getEarlyMessageRejectionPeriod().isPresent() ? Optional.of(
DateTimes.nowUtc().plus(ioConfig.getTaskDuration()).plus(ioConfig.getEarlyMessageRejectionPeriod().get())
) : Optional.absent());
final Map<PartitionIdType, OrderedSequenceNumber<SequenceOffsetType>> unfilteredStartingOffsets =
generateStartingSequencesForPartitionGroup(groupId);
final Map<PartitionIdType, OrderedSequenceNumber<SequenceOffsetType>> startingOffsets;
if (supportsPartitionExpiration()) {
startingOffsets = filterExpiredPartitionsFromStartingOffsets(unfilteredStartingOffsets);
} else {
startingOffsets = unfilteredStartingOffsets;
}
ImmutableMap<PartitionIdType, SequenceOffsetType> simpleStartingOffsets = startingOffsets
.entrySet()
.stream()
.filter(entry -> entry.getValue().get() != null)
.collect(
Collectors.collectingAndThen(
Collectors.toMap(Entry::getKey, entry -> entry.getValue().get()),
ImmutableMap::copyOf
)
);
ImmutableMap<PartitionIdType, SequenceOffsetType> simpleUnfilteredStartingOffsets;
if (supportsPartitionExpiration()) {
simpleUnfilteredStartingOffsets = unfilteredStartingOffsets
.entrySet()
.stream()
.filter(entry -> entry.getValue().get() != null)
.collect(
Collectors.collectingAndThen(
Collectors.toMap(Entry::getKey, entry -> entry.getValue().get()),
ImmutableMap::copyOf
)
);
} else {
simpleUnfilteredStartingOffsets = simpleStartingOffsets;
}
Set<PartitionIdType> exclusiveStartSequenceNumberPartitions;
if (!useExclusiveStartingSequence) {
exclusiveStartSequenceNumberPartitions = Collections.emptySet();
} else {
exclusiveStartSequenceNumberPartitions = startingOffsets
.entrySet()
.stream()
.filter(x -> x.getValue().get() != null
&& x.getValue().isExclusive())
.map(Entry::getKey)
.collect(Collectors.toSet());
}
activelyReadingTaskGroups.put(
groupId,
new TaskGroup(
groupId,
simpleStartingOffsets,
simpleUnfilteredStartingOffsets,
minimumMessageTime,
maximumMessageTime,
exclusiveStartSequenceNumberPartitions
)
);
}
}
// iterate through all the current task groups and make sure each one has the desired number of replica tasks
boolean createdTask = false;
for (Entry<Integer, TaskGroup> entry : activelyReadingTaskGroups.entrySet()) {
TaskGroup taskGroup = entry.getValue();
Integer groupId = entry.getKey();
if (taskGroup.startingSequences == null ||
taskGroup.startingSequences.size() == 0 ||
taskGroup.startingSequences.values().stream().allMatch(x -> x == null || isEndOfShard(x))) {
log.debug("Nothing to read in any partition for taskGroup [%d], skipping task creation", groupId);
continue;
}
if (ioConfig.getReplicas() > taskGroup.tasks.size()) {
log.info(
"Number of tasks [%d] does not match configured numReplicas [%d] in task group [%d], creating more tasks",
taskGroup.tasks.size(), ioConfig.getReplicas(), groupId
);
createTasksForGroup(groupId, ioConfig.getReplicas() - taskGroup.tasks.size());
createdTask = true;
}
}
if (createdTask && firstRunTime.isBeforeNow()) {
// Schedule a run event after a short delay to update our internal data structures with the new tasks that were
// just created. This is mainly for the benefit of the status API in situations where the run period is lengthy.
scheduledExec.schedule(buildRunTask(), 5000, TimeUnit.MILLISECONDS);
}
}
private void addNotice(Notice notice)
{
log.debug("Adding notice [%s] to notices queue", notice.getClass().getName());
notices.add(notice);
}
@VisibleForTesting
public void moveTaskGroupToPendingCompletion(int taskGroupId)
{
final TaskGroup taskGroup = activelyReadingTaskGroups.remove(taskGroupId);
if (taskGroup != null) {
pendingCompletionTaskGroups.computeIfAbsent(taskGroupId, k -> new CopyOnWriteArrayList<>()).add(taskGroup);
}
}
@VisibleForTesting
public int getNoticesQueueSize()
{
return notices.size();
}
private Map<PartitionIdType, OrderedSequenceNumber<SequenceOffsetType>> generateStartingSequencesForPartitionGroup(
int groupId
)
{
ImmutableMap.Builder<PartitionIdType, OrderedSequenceNumber<SequenceOffsetType>> builder = ImmutableMap.builder();
final Map<PartitionIdType, SequenceOffsetType> metadataOffsets = getOffsetsFromMetadataStorage();
for (PartitionIdType partitionId : partitionGroups.get(groupId)) {
SequenceOffsetType sequence = partitionOffsets.get(partitionId);
if (!getNotSetMarker().equals(sequence)) {
// if we are given a startingOffset (set by a previous task group which is pending completion) then use it
if (!isEndOfShard(sequence)) {
builder.put(partitionId, makeSequenceNumber(sequence, useExclusiveStartSequenceNumberForNonFirstSequence()));
}
} else {
// if we don't have a startingOffset (first run or we had some previous failures and reset the sequences) then
// get the sequence from metadata storage (if available) or Kafka/Kinesis (otherwise)
OrderedSequenceNumber<SequenceOffsetType> offsetFromStorage = getOffsetFromStorageForPartition(
partitionId,
metadataOffsets
);
if (offsetFromStorage != null) {
builder.put(partitionId, offsetFromStorage);
}
}
}
return builder.build();
}
/**
* Queries the dataSource metadata table to see if there is a previous ending sequence for this partition. If it
* doesn't find any data, it will retrieve the latest or earliest Kafka/Kinesis sequence depending on the
* {@link SeekableStreamSupervisorIOConfig#useEarliestSequenceNumber}.
*/
private OrderedSequenceNumber<SequenceOffsetType> getOffsetFromStorageForPartition(
PartitionIdType partition,
final Map<PartitionIdType, SequenceOffsetType> metadataOffsets
)
{
SequenceOffsetType sequence = metadataOffsets.get(partition);
if (sequence != null) {
log.debug("Getting sequence [%s] from metadata storage for partition [%s]", sequence, partition);
if (!taskTuningConfig.isSkipSequenceNumberAvailabilityCheck()) {
if (!checkOffsetAvailability(partition, sequence)) {
if (taskTuningConfig.isResetOffsetAutomatically()) {
resetInternal(
createDataSourceMetaDataForReset(ioConfig.getStream(), ImmutableMap.of(partition, sequence))
);
throw new StreamException(
new ISE(
"Previous sequenceNumber [%s] is no longer available for partition [%s] - automatically resetting"
+ " sequence",
sequence,
partition
)
);
} else {
throw new StreamException(
new ISE(
"Previous sequenceNumber [%s] is no longer available for partition [%s]. You can clear the previous"
+ " sequenceNumber and start reading from a valid message by using the supervisor's reset API.",
sequence,
partition
)
);
}
}
}
return makeSequenceNumber(sequence, useExclusiveStartSequenceNumberForNonFirstSequence());
} else {
boolean useEarliestSequenceNumber = ioConfig.isUseEarliestSequenceNumber();
if (subsequentlyDiscoveredPartitions.contains(partition)) {
log.info(
"Overriding useEarliestSequenceNumber and starting from beginning of newly discovered partition [%s] (which is probably from a split or merge)",
partition
);
useEarliestSequenceNumber = true;
}
sequence = getOffsetFromStreamForPartition(partition, useEarliestSequenceNumber);
if (sequence == null) {
throw new ISE("unable to fetch sequence number for partition[%s] from stream", partition);
}
log.debug("Getting sequence number [%s] for partition [%s]", sequence, partition);
return makeSequenceNumber(sequence, false);
}
}
protected Map<PartitionIdType, SequenceOffsetType> getOffsetsFromMetadataStorage()
{
final DataSourceMetadata dataSourceMetadata = retrieveDataSourceMetadata();
if (dataSourceMetadata instanceof SeekableStreamDataSourceMetadata
&& checkSourceMetadataMatch(dataSourceMetadata)) {
@SuppressWarnings("unchecked")
SeekableStreamSequenceNumbers<PartitionIdType, SequenceOffsetType> partitions = ((SeekableStreamDataSourceMetadata) dataSourceMetadata)
.getSeekableStreamSequenceNumbers();
if (partitions != null) {
if (!ioConfig.getStream().equals(partitions.getStream())) {
log.warn(
"Topic/stream in metadata storage [%s] doesn't match spec topic/stream [%s], ignoring stored sequences",
partitions.getStream(),
ioConfig.getStream()
);
return Collections.emptyMap();
} else if (partitions.getPartitionSequenceNumberMap() != null) {
return partitions.getPartitionSequenceNumberMap();
}
}
}
return Collections.emptyMap();
}
protected DataSourceMetadata retrieveDataSourceMetadata()
{
return indexerMetadataStorageCoordinator.retrieveDataSourceMetadata(dataSource);
}
/**
* Fetches the earliest or latest offset from the stream via the {@link RecordSupplier}
*/
@Nullable
private SequenceOffsetType getOffsetFromStreamForPartition(PartitionIdType partition, boolean useEarliestOffset)
{
recordSupplierLock.lock();
try {
StreamPartition<PartitionIdType> topicPartition = new StreamPartition<>(ioConfig.getStream(), partition);
if (!recordSupplier.getAssignment().contains(topicPartition)) {
// this shouldn't happen, but in case it does...
throw new IllegalStateException("Record supplier does not match current known partitions");
}
return useEarliestOffset
? recordSupplier.getEarliestSequenceNumber(topicPartition)
: recordSupplier.getLatestSequenceNumber(topicPartition);
}
finally {
recordSupplierLock.unlock();
}
}
private void createTasksForGroup(int groupId, int replicas)
throws JsonProcessingException
{
TaskGroup group = activelyReadingTaskGroups.get(groupId);
Map<PartitionIdType, SequenceOffsetType> startPartitions = group.startingSequences;
Map<PartitionIdType, SequenceOffsetType> endPartitions = new HashMap<>();
for (PartitionIdType partition : startPartitions.keySet()) {
endPartitions.put(partition, getEndOfPartitionMarker());
}
Set<PartitionIdType> exclusiveStartSequenceNumberPartitions = activelyReadingTaskGroups
.get(groupId)
.exclusiveStartSequenceNumberPartitions;
DateTime minimumMessageTime = group.minimumMessageTime.orNull();
DateTime maximumMessageTime = group.maximumMessageTime.orNull();
SeekableStreamIndexTaskIOConfig newIoConfig = createTaskIoConfig(
groupId,
startPartitions,
endPartitions,
group.baseSequenceName,
minimumMessageTime,
maximumMessageTime,
exclusiveStartSequenceNumberPartitions,
ioConfig
);
List<SeekableStreamIndexTask<PartitionIdType, SequenceOffsetType, RecordType>> taskList = createIndexTasks(
replicas,
group.baseSequenceName,
sortingMapper,
group.checkpointSequences,
newIoConfig,
taskTuningConfig,
rowIngestionMetersFactory
);
for (SeekableStreamIndexTask indexTask : taskList) {
Optional<TaskQueue> taskQueue = taskMaster.getTaskQueue();
if (taskQueue.isPresent()) {
try {
taskQueue.get().add(indexTask);
}
catch (DruidException e) {
stateManager.recordThrowableEvent(e);
log.noStackTrace().error(e, "Tried to add task [%s] but encountered error", indexTask.getId());
}
} else {
log.error("Failed to get task queue because I'm not the leader!");
}
}
}
/**
* monitoring method, fetches current partition offsets and lag in a background reporting thread
*/
@VisibleForTesting
public void updateCurrentAndLatestOffsets()
{
// if we aren't in a steady state, chill out for a bit, don't worry, we'll get called later, but if we aren't
// healthy go ahead and try anyway to try if possible to provide insight into how much time is left to fix the
// issue for cluster operators since this feeds the lag metrics
if (stateManager.isIdle() || stateManager.isSteadyState() || !stateManager.isHealthy()) {
try {
updateCurrentOffsets();
updatePartitionLagFromStream();
sequenceLastUpdated = DateTimes.nowUtc();
}
catch (Exception e) {
log.warn(e, "Exception while getting current/latest sequences");
}
}
}
private void updateCurrentOffsets() throws InterruptedException, ExecutionException
{
final List<ListenableFuture<Void>> futures = Stream.concat(
activelyReadingTaskGroups.values().stream().flatMap(taskGroup -> taskGroup.tasks.entrySet().stream()),
pendingCompletionTaskGroups.values()
.stream()
.flatMap(List::stream)
.flatMap(taskGroup -> taskGroup.tasks.entrySet().stream())
).map(
task -> Futures.transform(
taskClient.getCurrentOffsetsAsync(task.getKey(), false),
(Function<Map<PartitionIdType, SequenceOffsetType>, Void>) (currentSequences) -> {
if (currentSequences != null && !currentSequences.isEmpty()) {
task.getValue().currentSequences = currentSequences;
}
return null;
},
MoreExecutors.directExecutor()
)
).collect(Collectors.toList());
// Ignore return value; just await.
coalesceAndAwait(futures);
}
protected abstract void updatePartitionLagFromStream();
/**
* Gets 'lag' of currently processed offset behind latest offset as a measure of difference between offsets.
*/
@Nullable
protected abstract Map<PartitionIdType, Long> getPartitionRecordLag();
/**
* Gets 'lag' of currently processed offset behind latest offset as a measure of the difference in time inserted.
*/
@Nullable
protected abstract Map<PartitionIdType, Long> getPartitionTimeLag();
/**
* Gets highest current offsets of all the tasks (actively reading and publishing) for all partitions of the stream.
* In case if no task is reading for a partition, returns offset stored in metadata storage for that partition.
* In case of no active and publishing task groups, returns offsets stored in metadata storage.
* Used to compute lag by comparing with latest offsets from stream for reporting and determining idleness.
*/
protected Map<PartitionIdType, SequenceOffsetType> getHighestCurrentOffsets()
{
Map<PartitionIdType, SequenceOffsetType> offsetsFromMetadataStorage = getOffsetsFromMetadataStorage();
if (!spec.isSuspended()) {
if (activelyReadingTaskGroups.size() > 0 || pendingCompletionTaskGroups.size() > 0) {
Map<PartitionIdType, SequenceOffsetType> currentOffsets =
Stream.concat(
activelyReadingTaskGroups
.values()
.stream()
.flatMap(taskGroup -> taskGroup.tasks.entrySet().stream())
.flatMap(taskData -> taskData.getValue().currentSequences.entrySet().stream()),
pendingCompletionTaskGroups
.values()
.stream()
.flatMap(taskGroups -> taskGroups.stream()
.flatMap(taskGroup -> taskGroup.tasks.entrySet().stream()))
.flatMap(taskData -> taskData.getValue().currentSequences.entrySet().stream())
).collect(Collectors.toMap(
Entry::getKey,
Entry::getValue,
(v1, v2) -> makeSequenceNumber(v1).compareTo(makeSequenceNumber(v2)) > 0 ? v1 : v2
));
partitionIds.forEach(partitionId -> currentOffsets.putIfAbsent(
partitionId,
offsetsFromMetadataStorage.get(partitionId)
));
return currentOffsets;
}
}
// if supervisor is suspended or is idle and nothing is running, use offsets in metadata, if exist
return offsetsFromMetadataStorage;
}
private OrderedSequenceNumber<SequenceOffsetType> makeSequenceNumber(SequenceOffsetType seq)
{
return makeSequenceNumber(seq, false);
}
// exposed for testing for visibility into initialization state
@VisibleForTesting
public boolean isStarted()
{
return started;
}
// exposed for testing for visibility into initialization state
@VisibleForTesting
public boolean isLifecycleStarted()
{
return lifecycleStarted;
}
// exposed for testing for visibility into initialization state
@VisibleForTesting
public int getInitRetryCounter()
{
return initRetryCounter;
}
// exposed for testing to allow "bootstrap.servers" to be changed after supervisor is created
@VisibleForTesting
public SeekableStreamSupervisorIOConfig getIoConfig()
{
return ioConfig;
}
@Override
public void checkpoint(int taskGroupId, DataSourceMetadata checkpointMetadata)
{
Preconditions.checkNotNull(checkpointMetadata, "checkpointMetadata");
//noinspection unchecked
final SeekableStreamDataSourceMetadata<PartitionIdType, SequenceOffsetType> seekableMetadata =
(SeekableStreamDataSourceMetadata<PartitionIdType, SequenceOffsetType>) checkpointMetadata;
Preconditions.checkArgument(
spec.getIoConfig().getStream().equals(seekableMetadata.getSeekableStreamSequenceNumbers().getStream()),
"Supervisor stream [%s] and stream in checkpoint [%s] does not match",
spec.getIoConfig().getStream(),
seekableMetadata.getSeekableStreamSequenceNumbers().getStream()
);
Preconditions.checkArgument(
seekableMetadata.getSeekableStreamSequenceNumbers() instanceof SeekableStreamStartSequenceNumbers,
"checkpointMetadata must be SeekableStreamStartSequenceNumbers"
);
log.info("Checkpointing [%s] for taskGroup [%s]", checkpointMetadata, taskGroupId);
addNotice(new CheckpointNotice(taskGroupId, seekableMetadata));
}
@VisibleForTesting
public Map<String, Object> createBaseTaskContexts()
{
final Map<String, Object> contexts = new HashMap<>();
if (spec.getContext() != null) {
contexts.putAll(spec.getContext());
}
return contexts;
}
@VisibleForTesting
public ConcurrentHashMap<Integer, Set<PartitionIdType>> getPartitionGroups()
{
return partitionGroups;
}
@VisibleForTesting
public boolean isPartitionIdsEmpty()
{
return this.partitionIds.isEmpty();
}
public ConcurrentHashMap<PartitionIdType, SequenceOffsetType> getPartitionOffsets()
{
return partitionOffsets;
}
/**
* Should never be called outside of tests.
*/
@VisibleForTesting
public void setPartitionIdsForTests(
List<PartitionIdType> partitionIdsForTests
)
{
partitionIds.clear();
partitionIds.addAll(partitionIdsForTests);
}
/**
* Get all active tasks from metadata storage
*
* @return map from taskId to Task
*/
private Map<String, Task> getActiveTaskMap()
{
ImmutableMap.Builder activeTaskMap = ImmutableMap.builder();
List<Task> tasks = taskStorage.getActiveTasksByDatasource(dataSource);
for (Task task : tasks) {
activeTaskMap.put(task.getId(), task);
}
return activeTaskMap.build();
}
/**
* creates a specific task IOConfig instance for Kafka/Kinesis
*
* @return specific instance of Kafka/Kinesis IOConfig
*/
protected abstract SeekableStreamIndexTaskIOConfig createTaskIoConfig(
int groupId,
Map<PartitionIdType, SequenceOffsetType> startPartitions,
Map<PartitionIdType, SequenceOffsetType> endPartitions,
String baseSequenceName,
DateTime minimumMessageTime,
DateTime maximumMessageTime,
Set<PartitionIdType> exclusiveStartSequenceNumberPartitions,
SeekableStreamSupervisorIOConfig ioConfig
);
/**
* creates a list of specific kafka/kinesis index tasks using
* the given replicas count
*
* @return list of specific kafka/kinesis index taksks
* @throws JsonProcessingException
*/
protected abstract List<SeekableStreamIndexTask<PartitionIdType, SequenceOffsetType, RecordType>> createIndexTasks(
int replicas,
String baseSequenceName,
ObjectMapper sortingMapper,
TreeMap<Integer, Map<PartitionIdType, SequenceOffsetType>> sequenceOffsets,
SeekableStreamIndexTaskIOConfig taskIoConfig,
SeekableStreamIndexTaskTuningConfig taskTuningConfig,
RowIngestionMetersFactory rowIngestionMetersFactory
) throws JsonProcessingException;
/**
* calculates the taskgroup id that the given partition belongs to.
* different between Kafka/Kinesis since Kinesis uses String as partition id
*
* @param partition partition id
* @return taskgroup id
*/
protected abstract int getTaskGroupIdForPartition(PartitionIdType partition);
/**
* checks if the passed in DataSourceMetadata is a specific instance
* of [kafka/kinesis]DataSourceMetadata
*
* @param metadata datasource metadata
* @return true if isInstance else false
*/
protected abstract boolean checkSourceMetadataMatch(DataSourceMetadata metadata);
/**
* checks if the passed in Task is a specific instance of
* [Kafka/Kinesis]IndexTask
*
* @param task task
* @return true if isInstance else false
*/
protected abstract boolean doesTaskTypeMatchSupervisor(Task task);
/**
* creates a specific instance of kafka/kinesis datasource metadata. Only used for reset.
*
* @param stream stream name
* @param map partitionId -> sequence
* @return specific instance of datasource metadata
*/
protected abstract SeekableStreamDataSourceMetadata<PartitionIdType, SequenceOffsetType> createDataSourceMetaDataForReset(
String stream,
Map<PartitionIdType, SequenceOffsetType> map
);
/**
* wraps the passed in SequenceOffsetType sequence number into a {@link OrderedSequenceNumber} object
* to facilitate comparison and accomodate exclusive starting sequennce in kinesis
*
* @return specific instance of [Kafka/Kinesis]OrderedSequenceNumber
*/
protected abstract OrderedSequenceNumber<SequenceOffsetType> makeSequenceNumber(
SequenceOffsetType seq,
boolean isExclusive
);
/**
* default implementation, schedules periodic fetch of latest offsets and {@link #emitLag} reporting for Kafka and Kinesis
* and periodic reporting of {@Link #emitNoticesQueueSize} for various data sources.
*/
protected void scheduleReporting(ScheduledExecutorService reportingExec)
{
SeekableStreamSupervisorIOConfig ioConfig = spec.getIoConfig();
SeekableStreamSupervisorTuningConfig tuningConfig = spec.getTuningConfig();
// Lag is collected with fixed delay instead of fixed rate as lag collection can involve calling external
// services and with fixed delay, a cooling buffer is guaranteed between successive calls
reportingExec.scheduleWithFixedDelay(
this::updateCurrentAndLatestOffsets,
ioConfig.getStartDelay().getMillis() + INITIAL_GET_OFFSET_DELAY_MILLIS, // wait for tasks to start up
Math.max(
tuningConfig.getOffsetFetchPeriod().getMillis(), MINIMUM_GET_OFFSET_PERIOD_MILLIS
),
TimeUnit.MILLISECONDS
);
reportingExec.scheduleAtFixedRate(
this::emitLag,
ioConfig.getStartDelay().getMillis() + INITIAL_EMIT_LAG_METRIC_DELAY_MILLIS, // wait for tasks to start up
spec.getMonitorSchedulerConfig().getEmissionDuration().getMillis(),
TimeUnit.MILLISECONDS
);
reportingExec.scheduleAtFixedRate(
this::emitNoticesQueueSize,
ioConfig.getStartDelay().getMillis() + INITIAL_EMIT_LAG_METRIC_DELAY_MILLIS, // wait for tasks to start up
spec.getMonitorSchedulerConfig().getEmissionDuration().getMillis(),
TimeUnit.MILLISECONDS
);
}
/**
* calculate lag per partition for kafka as a measure of message count, kinesis implementation returns an empty
* map
*
* @return map of partition id -> lag
*/
protected abstract Map<PartitionIdType, Long> getRecordLagPerPartition(
Map<PartitionIdType, SequenceOffsetType> currentOffsets
);
protected abstract Map<PartitionIdType, Long> getTimeLagPerPartition(
Map<PartitionIdType, SequenceOffsetType> currentOffsets
);
/**
* returns an instance of a specific Kinesis/Kafka recordSupplier
*
* @return specific instance of Kafka/Kinesis RecordSupplier
*/
protected abstract RecordSupplier<PartitionIdType, SequenceOffsetType, RecordType> setupRecordSupplier();
/**
* creates a specific instance of Kafka/Kinesis Supervisor Report Payload
*
* @return specific instance of Kafka/Kinesis Supervisor Report Payload
*/
protected abstract SeekableStreamSupervisorReportPayload<PartitionIdType, SequenceOffsetType> createReportPayload(
int numPartitions,
boolean includeOffsets
);
/**
* checks if offset from metadata storage is still valid
*
* @return true if still valid else false
*/
private boolean checkOffsetAvailability(
@NotNull PartitionIdType partition,
@NotNull SequenceOffsetType offsetFromMetadata
)
{
StreamPartition<PartitionIdType> streamPartition = StreamPartition.of(ioConfig.getStream(), partition);
OrderedSequenceNumber<SequenceOffsetType> sequenceNumber = makeSequenceNumber(offsetFromMetadata);
recordSupplierLock.lock();
if (!recordSupplier.getAssignment().contains(streamPartition)) {
// this shouldn't happen, but in case it does...
throw new IllegalStateException("Record supplier does not match current known partitions");
}
try {
return recordSupplier.isOffsetAvailable(streamPartition, sequenceNumber);
}
finally {
recordSupplierLock.unlock();
}
}
/**
* Call {@link FutureUtils#coalesce} on the provided list, and wait for the result.
*/
private <T> List<Either<Throwable, T>> coalesceAndAwait(final List<ListenableFuture<T>> futures)
throws ExecutionException, InterruptedException
{
return FutureUtils.get(FutureUtils.coalesce(futures), true);
}
protected void emitNoticeProcessTime(String noticeType, long timeInMillis)
{
try {
emitter.emit(
ServiceMetricEvent.builder()
.setDimension("noticeType", noticeType)
.setDimension("dataSource", dataSource)
.setDimensionIfNotNull(DruidMetrics.TAGS, spec.getContextValue(DruidMetrics.TAGS))
.setMetric("ingest/notices/time", timeInMillis)
);
}
catch (Exception e) {
log.warn(e, "Unable to emit notices process time");
}
}
protected void emitNoticesQueueSize()
{
if (spec.isSuspended()) {
// don't emit metrics if supervisor is suspended
return;
}
try {
emitter.emit(
ServiceMetricEvent.builder()
.setDimension("dataSource", dataSource)
.setDimensionIfNotNull(DruidMetrics.TAGS, spec.getContextValue(DruidMetrics.TAGS))
.setMetric("ingest/notices/queueSize", getNoticesQueueSize())
);
}
catch (Exception e) {
log.warn(e, "Unable to emit notices queue size");
}
}
protected void emitLag()
{
SupervisorStateManager.State basicState = stateManager.getSupervisorState().getBasicState();
boolean unhealthySupervisorOrTasks = SupervisorStateManager.BasicState.UNHEALTHY_TASKS.equals(basicState)
|| SupervisorStateManager.BasicState.UNHEALTHY_SUPERVISOR.equals(basicState);
if (spec.isSuspended() || !(stateManager.isSteadyState() || stateManager.isIdle() || unhealthySupervisorOrTasks)) {
// Don't emit metrics if the supervisor is suspended. Also,
// to emit metrics, the state must be in {healthy steady state, idle or UNHEALTHY_TASKS or UNHEALTHY_SUPERVISOR}
// (lag should still be available in the status report)
return;
}
try {
Map<PartitionIdType, Long> partitionRecordLags = getPartitionRecordLag();
Map<PartitionIdType, Long> partitionTimeLags = getPartitionTimeLag();
if (partitionRecordLags == null && partitionTimeLags == null) {
throw new ISE("Latest offsets have not been fetched");
}
final String type = spec.getType();
BiConsumer<Map<PartitionIdType, Long>, String> emitFn = (partitionLags, suffix) -> {
if (partitionLags == null) {
return;
}
// Try emitting lag even with stale metrics provided that none of the partitions has negative lag
final long staleMillis = sequenceLastUpdated == null
? 0
: DateTimes.nowUtc().getMillis()
- (tuningConfig.getOffsetFetchPeriod().getMillis() + sequenceLastUpdated.getMillis());
if (staleMillis > 0 && partitionLags.values().stream().anyMatch(x -> x < 0)) {
// Log at most once every twenty supervisor runs to reduce noise in the logs
if ((staleMillis / getIoConfig().getPeriod().getMillis()) % 20 == 0) {
log.warn("Lag is negative and will not be emitted because topic offsets have become stale. "
+ "This will not impact data processing. "
+ "Offsets may become stale because of connectivity issues.");
}
return;
}
LagStats lagStats = computeLags(partitionLags);
Map<String, Object> metricTags = spec.getContextValue(DruidMetrics.TAGS);
for (Map.Entry<PartitionIdType, Long> entry : partitionLags.entrySet()) {
emitter.emit(
ServiceMetricEvent.builder()
.setDimension(DruidMetrics.DATASOURCE, dataSource)
.setDimension(DruidMetrics.STREAM, getIoConfig().getStream())
.setDimension(DruidMetrics.PARTITION, entry.getKey())
.setDimensionIfNotNull(DruidMetrics.TAGS, metricTags)
.setMetric(
StringUtils.format("ingest/%s/partitionLag%s", type, suffix),
entry.getValue()
)
);
}
emitter.emit(
ServiceMetricEvent.builder()
.setDimension(DruidMetrics.DATASOURCE, dataSource)
.setDimension(DruidMetrics.STREAM, getIoConfig().getStream())
.setDimensionIfNotNull(DruidMetrics.TAGS, metricTags)
.setMetric(StringUtils.format("ingest/%s/lag%s", type, suffix), lagStats.getTotalLag())
);
emitter.emit(
ServiceMetricEvent.builder()
.setDimension(DruidMetrics.DATASOURCE, dataSource)
.setDimension(DruidMetrics.STREAM, getIoConfig().getStream())
.setDimensionIfNotNull(DruidMetrics.TAGS, metricTags)
.setMetric(StringUtils.format("ingest/%s/maxLag%s", type, suffix), lagStats.getMaxLag())
);
emitter.emit(
ServiceMetricEvent.builder()
.setDimension(DruidMetrics.DATASOURCE, dataSource)
.setDimension(DruidMetrics.STREAM, getIoConfig().getStream())
.setDimensionIfNotNull(DruidMetrics.TAGS, metricTags)
.setMetric(StringUtils.format("ingest/%s/avgLag%s", type, suffix), lagStats.getAvgLag())
);
};
// this should probably really be /count or /records or something.. but keeping like this for backwards compat
emitFn.accept(partitionRecordLags, "");
emitFn.accept(partitionTimeLags, "/time");
}
catch (Exception e) {
log.warn(e, "Unable to compute lag");
}
}
/**
* This method computes maxLag, totalLag and avgLag
*
* @param partitionLags lags per partition
*/
protected LagStats computeLags(Map<PartitionIdType, Long> partitionLags)
{
long maxLag = 0, totalLag = 0, avgLag;
for (long lag : partitionLags.values()) {
if (lag > maxLag) {
maxLag = lag;
}
totalLag += lag;
}
avgLag = partitionLags.size() == 0 ? 0 : totalLag / partitionLags.size();
return new LagStats(maxLag, totalLag, avgLag);
}
/**
* a special sequence number that is used to indicate that the sequence offset
* for a particular partition has not yet been calculated by the supervisor. When
* the not_set marker is read by the supervisor, it will first attempt to restore it
* from metadata storage, if that fails, from the Kafka/Kinesis
*
* @return sequence offset that represets NOT_SET
*/
protected abstract SequenceOffsetType getNotSetMarker();
/**
* returns the logical maximum number for a Kafka partition or Kinesis shard. This is
* used to set the initial endoffsets when creating a new task, since we don't know
* what sequence offsets to read to initially
*
* @return end of partition sequence offset
*/
protected abstract SequenceOffsetType getEndOfPartitionMarker();
/**
* checks if seqNum marks the end of a Kinesis shard. This indicates that the shard is closed. Used by Kinesis only.
*/
protected abstract boolean isEndOfShard(SequenceOffsetType seqNum);
/**
* checks if seqNum marks an expired Kinesis shard. Used by Kinesis only.
*/
protected abstract boolean isShardExpirationMarker(SequenceOffsetType seqNum);
/**
* Returns true if the start sequence number should be exclusive for the non-first sequences for the whole partition.
* For example, in Kinesis, the start offsets are inclusive for the first sequence, but exclusive for following
* sequences. In Kafka, start offsets are always inclusive.
*/
protected abstract boolean useExclusiveStartSequenceNumberForNonFirstSequence();
}