io.druid.indexing.overlord.autoscaling.SimpleWorkerResourceManagementStrategy.java Source code

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/*
 * Licensed to Metamarkets Group Inc. (Metamarkets) under one
 * or more contributor license agreements. See the NOTICE file
 * distributed with this work for additional information
 * regarding copyright ownership. Metamarkets 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 io.druid.indexing.overlord.autoscaling;

import com.google.common.base.Function;
import com.google.common.base.Joiner;
import com.google.common.base.Predicate;
import com.google.common.base.Supplier;
import com.google.common.collect.Collections2;
import com.google.common.collect.ImmutableList;
import com.google.common.collect.Iterables;
import com.google.common.collect.Lists;
import com.google.common.collect.Sets;
import com.google.inject.Inject;
import com.metamx.emitter.EmittingLogger;
import io.druid.indexing.overlord.ImmutableWorkerInfo;
import io.druid.indexing.overlord.TaskRunnerWorkItem;
import io.druid.indexing.overlord.WorkerTaskRunner;
import io.druid.indexing.overlord.setup.WorkerBehaviorConfig;
import io.druid.indexing.worker.Worker;
import io.druid.java.util.common.concurrent.ScheduledExecutorFactory;

import org.joda.time.DateTime;
import org.joda.time.Duration;

import java.util.Collection;
import java.util.List;
import java.util.Set;
import java.util.concurrent.ScheduledExecutorService;

/**
 */

public class SimpleWorkerResourceManagementStrategy extends AbstractWorkerResourceManagementStrategy {
    private static final EmittingLogger log = new EmittingLogger(SimpleWorkerResourceManagementStrategy.class);

    private final SimpleWorkerResourceManagementConfig config;
    private final Supplier<WorkerBehaviorConfig> workerConfigRef;
    private final ScalingStats scalingStats;

    private final Object lock = new Object();
    private final Set<String> currentlyProvisioning = Sets.newHashSet();
    private final Set<String> currentlyTerminating = Sets.newHashSet();

    private int targetWorkerCount = -1;
    private DateTime lastProvisionTime = new DateTime();
    private DateTime lastTerminateTime = new DateTime();

    @Inject
    public SimpleWorkerResourceManagementStrategy(SimpleWorkerResourceManagementConfig config,
            Supplier<WorkerBehaviorConfig> workerConfigRef,
            ResourceManagementSchedulerConfig resourceManagementSchedulerConfig, ScheduledExecutorFactory factory) {
        this(config, workerConfigRef, resourceManagementSchedulerConfig,
                factory.create(1, "SimpleResourceManagement-manager--%d"));
    }

    public SimpleWorkerResourceManagementStrategy(SimpleWorkerResourceManagementConfig config,
            Supplier<WorkerBehaviorConfig> workerConfigRef,
            ResourceManagementSchedulerConfig resourceManagementSchedulerConfig, ScheduledExecutorService exec) {
        super(resourceManagementSchedulerConfig, exec);
        this.config = config;
        this.workerConfigRef = workerConfigRef;
        this.scalingStats = new ScalingStats(config.getNumEventsToTrack());
    }

    protected boolean doProvision(WorkerTaskRunner runner) {
        Collection<? extends TaskRunnerWorkItem> pendingTasks = runner.getPendingTasks();
        Collection<ImmutableWorkerInfo> workers = getWorkers(runner);
        synchronized (lock) {
            boolean didProvision = false;
            final WorkerBehaviorConfig workerConfig = workerConfigRef.get();
            if (workerConfig == null || workerConfig.getAutoScaler() == null) {
                log.warn("No workerConfig available, cannot provision new workers.");
                return false;
            }

            final Predicate<ImmutableWorkerInfo> isValidWorker = ResourceManagementUtil
                    .createValidWorkerPredicate(config);
            final int currValidWorkers = Collections2.filter(workers, isValidWorker).size();

            final List<String> workerNodeIds = workerConfig.getAutoScaler().ipToIdLookup(
                    Lists.newArrayList(Iterables.transform(workers, new Function<ImmutableWorkerInfo, String>() {
                        @Override
                        public String apply(ImmutableWorkerInfo input) {
                            return input.getWorker().getIp();
                        }
                    })));
            currentlyProvisioning.removeAll(workerNodeIds);

            updateTargetWorkerCount(workerConfig, pendingTasks, workers);

            int want = targetWorkerCount - (currValidWorkers + currentlyProvisioning.size());
            while (want > 0) {
                final AutoScalingData provisioned = workerConfig.getAutoScaler().provision();
                final List<String> newNodes;
                if (provisioned == null || (newNodes = provisioned.getNodeIds()).isEmpty()) {
                    break;
                } else {
                    currentlyProvisioning.addAll(newNodes);
                    lastProvisionTime = new DateTime();
                    scalingStats.addProvisionEvent(provisioned);
                    want -= provisioned.getNodeIds().size();
                    didProvision = true;
                }
            }

            if (!currentlyProvisioning.isEmpty()) {
                Duration durSinceLastProvision = new Duration(lastProvisionTime, new DateTime());

                log.info("%s provisioning. Current wait time: %s", currentlyProvisioning, durSinceLastProvision);

                if (durSinceLastProvision.isLongerThan(config.getMaxScalingDuration().toStandardDuration())) {
                    log.makeAlert("Worker node provisioning taking too long!")
                            .addData("millisSinceLastProvision", durSinceLastProvision.getMillis())
                            .addData("provisioningCount", currentlyProvisioning.size()).emit();

                    workerConfig.getAutoScaler().terminateWithIds(Lists.newArrayList(currentlyProvisioning));
                    currentlyProvisioning.clear();
                }
            }

            return didProvision;
        }
    }

    boolean doTerminate(WorkerTaskRunner runner) {
        Collection<? extends TaskRunnerWorkItem> pendingTasks = runner.getPendingTasks();
        synchronized (lock) {
            final WorkerBehaviorConfig workerConfig = workerConfigRef.get();
            if (workerConfig == null) {
                log.warn("No workerConfig available, cannot terminate workers.");
                return false;
            }

            boolean didTerminate = false;
            final Set<String> workerNodeIds = Sets.newHashSet(workerConfig.getAutoScaler().ipToIdLookup(
                    Lists.newArrayList(Iterables.transform(runner.getLazyWorkers(), new Function<Worker, String>() {
                        @Override
                        public String apply(Worker input) {
                            return input.getIp();
                        }
                    }))));

            final Set<String> stillExisting = Sets.newHashSet();
            for (String s : currentlyTerminating) {
                if (workerNodeIds.contains(s)) {
                    stillExisting.add(s);
                }
            }
            currentlyTerminating.clear();
            currentlyTerminating.addAll(stillExisting);

            Collection<ImmutableWorkerInfo> workers = getWorkers(runner);
            updateTargetWorkerCount(workerConfig, pendingTasks, workers);

            if (currentlyTerminating.isEmpty()) {

                final int excessWorkers = (workers.size() + currentlyProvisioning.size()) - targetWorkerCount;
                if (excessWorkers > 0) {
                    final Predicate<ImmutableWorkerInfo> isLazyWorker = ResourceManagementUtil
                            .createLazyWorkerPredicate(config);
                    final Collection<String> laziestWorkerIps = Collections2.transform(
                            runner.markWorkersLazy(isLazyWorker, excessWorkers), new Function<Worker, String>() {
                                @Override
                                public String apply(Worker worker) {
                                    return worker.getIp();
                                }
                            });
                    if (laziestWorkerIps.isEmpty()) {
                        log.info("Wanted to terminate %,d workers, but couldn't find any lazy ones!",
                                excessWorkers);
                    } else {
                        log.info("Terminating %,d workers (wanted %,d): %s", laziestWorkerIps.size(), excessWorkers,
                                Joiner.on(", ").join(laziestWorkerIps));

                        final AutoScalingData terminated = workerConfig.getAutoScaler()
                                .terminate(ImmutableList.copyOf(laziestWorkerIps));
                        if (terminated != null) {
                            currentlyTerminating.addAll(terminated.getNodeIds());
                            lastTerminateTime = new DateTime();
                            scalingStats.addTerminateEvent(terminated);
                            didTerminate = true;
                        }
                    }
                }
            } else {
                Duration durSinceLastTerminate = new Duration(lastTerminateTime, new DateTime());

                log.info("%s terminating. Current wait time: %s", currentlyTerminating, durSinceLastTerminate);

                if (durSinceLastTerminate.isLongerThan(config.getMaxScalingDuration().toStandardDuration())) {
                    log.makeAlert("Worker node termination taking too long!")
                            .addData("millisSinceLastTerminate", durSinceLastTerminate.getMillis())
                            .addData("terminatingCount", currentlyTerminating.size()).emit();

                    currentlyTerminating.clear();
                }
            }

            return didTerminate;
        }
    }

    private void updateTargetWorkerCount(final WorkerBehaviorConfig workerConfig,
            final Collection<? extends TaskRunnerWorkItem> pendingTasks,
            final Collection<ImmutableWorkerInfo> zkWorkers) {
        synchronized (lock) {
            final Collection<ImmutableWorkerInfo> validWorkers = Collections2.filter(zkWorkers,
                    ResourceManagementUtil.createValidWorkerPredicate(config));
            final Predicate<ImmutableWorkerInfo> isLazyWorker = ResourceManagementUtil
                    .createLazyWorkerPredicate(config);
            final int minWorkerCount = workerConfig.getAutoScaler().getMinNumWorkers();
            final int maxWorkerCount = workerConfig.getAutoScaler().getMaxNumWorkers();

            if (minWorkerCount > maxWorkerCount) {
                log.error("Huh? minWorkerCount[%d] > maxWorkerCount[%d]. I give up!", minWorkerCount,
                        maxWorkerCount);
                return;
            }

            if (targetWorkerCount < 0) {
                // Initialize to size of current worker pool, subject to pool size limits
                targetWorkerCount = Math.max(Math.min(zkWorkers.size(), maxWorkerCount), minWorkerCount);
                log.info("Starting with a target of %,d workers (current = %,d, min = %,d, max = %,d).",
                        targetWorkerCount, validWorkers.size(), minWorkerCount, maxWorkerCount);
            }

            final boolean notTakingActions = currentlyProvisioning.isEmpty() && currentlyTerminating.isEmpty();
            final boolean shouldScaleUp = notTakingActions && validWorkers.size() >= targetWorkerCount
                    && targetWorkerCount < maxWorkerCount
                    && (hasTaskPendingBeyondThreshold(pendingTasks) || targetWorkerCount < minWorkerCount);
            final boolean shouldScaleDown = notTakingActions && validWorkers.size() == targetWorkerCount
                    && targetWorkerCount > minWorkerCount && Iterables.any(validWorkers, isLazyWorker);
            if (shouldScaleUp) {
                targetWorkerCount = Math.max(targetWorkerCount + 1, minWorkerCount);
                log.info("I think we should scale up to %,d workers (current = %,d, min = %,d, max = %,d).",
                        targetWorkerCount, validWorkers.size(), minWorkerCount, maxWorkerCount);
            } else if (shouldScaleDown) {
                targetWorkerCount = Math.min(targetWorkerCount - 1, maxWorkerCount);
                log.info("I think we should scale down to %,d workers (current = %,d, min = %,d, max = %,d).",
                        targetWorkerCount, validWorkers.size(), minWorkerCount, maxWorkerCount);
            } else {
                log.info("Our target is %,d workers, and I'm okay with that (current = %,d, min = %,d, max = %,d).",
                        targetWorkerCount, validWorkers.size(), minWorkerCount, maxWorkerCount);
            }
        }
    }

    private boolean hasTaskPendingBeyondThreshold(Collection<? extends TaskRunnerWorkItem> pendingTasks) {
        synchronized (lock) {
            long now = System.currentTimeMillis();
            for (TaskRunnerWorkItem pendingTask : pendingTasks) {
                final Duration durationSinceInsertion = new Duration(
                        pendingTask.getQueueInsertionTime().getMillis(), now);
                final Duration timeoutDuration = config.getPendingTaskTimeout().toStandardDuration();
                if (durationSinceInsertion.isEqual(timeoutDuration)
                        || durationSinceInsertion.isLongerThan(timeoutDuration)) {
                    return true;
                }
            }
            return false;
        }
    }

    public Collection<ImmutableWorkerInfo> getWorkers(WorkerTaskRunner runner) {
        return runner.getWorkers();
    }

    @Override
    public ScalingStats getStats() {
        return scalingStats;
    }
}