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Example 11 with TransportService

use of org.opensearch.transport.TransportService in project anomaly-detection by opensearch-project.

the class ADTaskManager method cleanDetectorCache.

protected void cleanDetectorCache(ADTask adTask, TransportService transportService, AnomalyDetectorFunction function) {
    String detectorId = adTask.getDetectorId();
    String taskId = adTask.getTaskId();
    cleanDetectorCache(adTask, transportService, function, ActionListener.wrap(r -> {
        logger.debug("Successfully cleaned cache for detector {}, task {}", detectorId, taskId);
    }, e -> {
        logger.error("Failed to clean cache for detector " + detectorId + ", task " + taskId, e);
    }));
}
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Example 12 with TransportService

use of org.opensearch.transport.TransportService in project anomaly-detection by opensearch-project.

the class ADTaskManager method checkTaskSlots.

/**
 * Check available task slots before start historical analysis and scale task lane.
 * This check will be done on lead node which will gather detector task slots of all
 * data nodes and calculate how many task slots available.
 *
 * @param adTask AD task
 * @param detector detector
 * @param detectionDateRange detection date range
 * @param user user
 * @param afterCheckAction target task action to run after task slot checking
 * @param transportService transport service
 * @param listener action listener
 */
public void checkTaskSlots(ADTask adTask, AnomalyDetector detector, DetectionDateRange detectionDateRange, User user, ADTaskAction afterCheckAction, TransportService transportService, ActionListener<AnomalyDetectorJobResponse> listener) {
    String detectorId = detector.getDetectorId();
    logger.debug("Start checking task slots for detector: {}, task action: {}", detectorId, afterCheckAction);
    if (!checkingTaskSlot.tryAcquire()) {
        logger.info("Can't acquire checking task slot semaphore for detector {}", detectorId);
        listener.onFailure(new OpenSearchStatusException("Too many historical analysis requests in short time. Please retry later.", RestStatus.FORBIDDEN));
        return;
    }
    ActionListener<AnomalyDetectorJobResponse> wrappedActionListener = ActionListener.runAfter(listener, () -> {
        checkingTaskSlot.release(1);
        logger.debug("Release checking task slot semaphore on lead node for detector {}", detectorId);
    });
    hashRing.getNodesWithSameLocalAdVersion(nodes -> {
        int maxAdTaskSlots = nodes.length * maxAdBatchTaskPerNode;
        ADStatsRequest adStatsRequest = new ADStatsRequest(nodes);
        adStatsRequest.addAll(ImmutableSet.of(AD_USED_BATCH_TASK_SLOT_COUNT.getName(), AD_DETECTOR_ASSIGNED_BATCH_TASK_SLOT_COUNT.getName()));
        client.execute(ADStatsNodesAction.INSTANCE, adStatsRequest, ActionListener.wrap(adStatsResponse -> {
            // Total entity tasks running on worker nodes
            int totalUsedTaskSlots = 0;
            // Total assigned task slots on coordinating nodes
            int totalAssignedTaskSlots = 0;
            for (ADStatsNodeResponse response : adStatsResponse.getNodes()) {
                totalUsedTaskSlots += (int) response.getStatsMap().get(AD_USED_BATCH_TASK_SLOT_COUNT.getName());
                totalAssignedTaskSlots += (int) response.getStatsMap().get(AD_DETECTOR_ASSIGNED_BATCH_TASK_SLOT_COUNT.getName());
            }
            logger.info("Current total used task slots is {}, total detector assigned task slots is {} when start historical " + "analysis for detector {}", totalUsedTaskSlots, totalAssignedTaskSlots, detectorId);
            // In happy case, totalAssignedTaskSlots >= totalUsedTaskSlots. If some coordinating node left, then we can't
            // get detector task slots cached on it, so it's possible that totalAssignedTaskSlots < totalUsedTaskSlots.
            int currentUsedTaskSlots = Math.max(totalUsedTaskSlots, totalAssignedTaskSlots);
            if (currentUsedTaskSlots >= maxAdTaskSlots) {
                wrappedActionListener.onFailure(new OpenSearchStatusException("No available task slot", RestStatus.BAD_REQUEST));
                return;
            }
            int availableAdTaskSlots = maxAdTaskSlots - currentUsedTaskSlots;
            logger.info("Current available task slots is {} for historical analysis of detector {}", availableAdTaskSlots, detectorId);
            if (ADTaskAction.SCALE_ENTITY_TASK_SLOTS == afterCheckAction) {
                forwardToCoordinatingNode(adTask, detector, detectionDateRange, user, afterCheckAction, transportService, wrappedActionListener, availableAdTaskSlots);
                return;
            }
            // It takes long time to check top entities especially for multi-category HC. Tested with
            // 1.8 billion docs for multi-category HC, it took more than 20 seconds and caused timeout.
            // By removing top entity check, it took about 200ms to return. So just remove it to make
            // sure REST API can return quickly.
            // We may assign more task slots. For example, cluster has 4 data nodes, each node can run 2
            // batch tasks, so the available task slot number is 8. If max running entities per HC is 4,
            // then we will assign 4 tasks slots to this HC detector (4 is less than 8). The data index
            // only has 2 entities. So we assign 2 more task slots than actual need. But it's ok as we
            // will auto tune task slot when historical analysis task starts.
            int approvedTaskSlots = detector.isMultientityDetector() ? Math.min(maxRunningEntitiesPerDetector, availableAdTaskSlots) : 1;
            forwardToCoordinatingNode(adTask, detector, detectionDateRange, user, afterCheckAction, transportService, wrappedActionListener, approvedTaskSlots);
        }, exception -> {
            logger.error("Failed to get node's task stats for detector " + detectorId, exception);
            wrappedActionListener.onFailure(exception);
        }));
    }, wrappedActionListener);
}
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Example 13 with TransportService

use of org.opensearch.transport.TransportService in project anomaly-detection by opensearch-project.

the class ADTaskManager method resetHistoricalDetectorTaskState.

private <T> void resetHistoricalDetectorTaskState(List<ADTask> runningHistoricalTasks, AnomalyDetectorFunction function, TransportService transportService, ActionListener<T> listener) {
    if (isNullOrEmpty(runningHistoricalTasks)) {
        function.execute();
        return;
    }
    ADTask adTask = runningHistoricalTasks.get(0);
    // state when get historical task with get detector API.
    if (!lastUpdateTimeOfHistoricalTaskExpired(adTask)) {
        function.execute();
        return;
    }
    String taskId = adTask.getTaskId();
    AnomalyDetector detector = adTask.getDetector();
    getADTaskProfile(adTask, ActionListener.wrap(taskProfile -> {
        boolean taskStopped = isTaskStopped(taskId, detector, taskProfile);
        if (taskStopped) {
            logger.debug("Reset task state as stopped, task id: {}", adTask.getTaskId());
            if (// This means coordinating node doesn't have HC detector cache
            taskProfile.getTaskId() == null && detector.isMultientityDetector() && !isNullOrEmpty(taskProfile.getEntityTaskProfiles())) {
                // If coordinating node restarted, HC detector cache on it will be gone. But worker node still
                // runs entity tasks, we'd better stop these entity tasks to clean up resource earlier.
                stopHistoricalAnalysis(adTask.getDetectorId(), Optional.of(adTask), null, ActionListener.wrap(r -> {
                    logger.debug("Restop detector successfully");
                    resetTaskStateAsStopped(adTask, function, transportService, listener);
                }, e -> {
                    logger.error("Failed to restop detector ", e);
                    listener.onFailure(e);
                }));
            } else {
                resetTaskStateAsStopped(adTask, function, transportService, listener);
            }
        } else {
            function.execute();
            // If still running, check if there is any stale running entities and clean them
            if (ADTaskType.HISTORICAL_HC_DETECTOR.name().equals(adTask.getTaskType())) {
                // and poll next entity from pending entity queue and run it.
                if (!isNullOrEmpty(taskProfile.getRunningEntities()) && hcBatchTaskExpired(taskProfile.getLatestHCTaskRunTime())) {
                    List<String> runningTasksInCoordinatingNodeCache = new ArrayList<>(taskProfile.getRunningEntities());
                    List<String> runningTasksOnWorkerNode = new ArrayList<>();
                    if (taskProfile.getEntityTaskProfiles() != null && taskProfile.getEntityTaskProfiles().size() > 0) {
                        taskProfile.getEntityTaskProfiles().forEach(entryTask -> runningTasksOnWorkerNode.add(convertEntityToString(entryTask.getEntity(), detector)));
                    }
                    if (runningTasksInCoordinatingNodeCache.size() > runningTasksOnWorkerNode.size()) {
                        runningTasksInCoordinatingNodeCache.removeAll(runningTasksOnWorkerNode);
                        forwardStaleRunningEntitiesToCoordinatingNode(adTask, ADTaskAction.CLEAN_STALE_RUNNING_ENTITIES, transportService, runningTasksInCoordinatingNodeCache, ActionListener.wrap(res -> logger.debug("Forwarded task to clean stale running entity, task id {}", taskId), ex -> logger.error("Failed to forward clean stale running entity for task " + taskId, ex)));
                    }
                }
            }
        }
    }, e -> {
        logger.error("Failed to get AD task profile for task " + adTask.getTaskId(), e);
        function.execute();
    }));
}
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Example 14 with TransportService

use of org.opensearch.transport.TransportService in project anomaly-detection by opensearch-project.

the class ADTaskManager method initRealtimeTaskCacheAndCleanupStaleCache.

/**
 * Init realtime task cache and clean up realtime task cache on old coordinating node. Realtime AD
 * depends on job scheduler to choose node (job coordinating node) to run AD job. Nodes have primary
 * or replica shard of AD job index are candidate to run AD job. Job scheduler will build hash ring
 * on these candidate nodes and choose one to run AD job. If AD job index shard relocated, for example
 * new node added into cluster, then job scheduler will rebuild hash ring and may choose different
 * node to run AD job. So we need to init realtime task cache on new AD job coordinating node and
 * clean up cache on old coordinating node.
 *
 * If realtime task cache inited for the first time on this node, listener will return true; otherwise
 * listener will return false.
 *
 * @param detectorId detector id
 * @param detector anomaly detector
 * @param transportService transport service
 * @param listener listener
 */
public void initRealtimeTaskCacheAndCleanupStaleCache(String detectorId, AnomalyDetector detector, TransportService transportService, ActionListener<Boolean> listener) {
    try {
        if (adTaskCacheManager.getRealtimeTaskCache(detectorId) != null) {
            listener.onResponse(false);
            return;
        }
        getAndExecuteOnLatestDetectorLevelTask(detectorId, REALTIME_TASK_TYPES, (adTaskOptional) -> {
            if (!adTaskOptional.isPresent()) {
                logger.debug("Can't find realtime task for detector {}, init realtime task cache directly", detectorId);
                AnomalyDetectorFunction function = () -> createNewADTask(detector, null, detector.getUser(), clusterService.localNode().getId(), ActionListener.wrap(r -> {
                    logger.info("Recreate realtime task successfully for detector {}", detectorId);
                    adTaskCacheManager.initRealtimeTaskCache(detectorId, detector.getDetectorIntervalInMilliseconds());
                    listener.onResponse(true);
                }, e -> {
                    logger.error("Failed to recreate realtime task for detector " + detectorId, e);
                    listener.onFailure(e);
                }));
                recreateRealtimeTask(function, listener);
                return;
            }
            ADTask adTask = adTaskOptional.get();
            String localNodeId = clusterService.localNode().getId();
            String oldCoordinatingNode = adTask.getCoordinatingNode();
            if (oldCoordinatingNode != null && !localNodeId.equals(oldCoordinatingNode)) {
                logger.warn("AD realtime job coordinating node changed from {} to this node {} for detector {}", oldCoordinatingNode, localNodeId, detectorId);
                cleanDetectorCache(adTask, transportService, () -> {
                    logger.info("Realtime task cache cleaned on old coordinating node {} for detector {}", oldCoordinatingNode, detectorId);
                    adTaskCacheManager.initRealtimeTaskCache(detectorId, detector.getDetectorIntervalInMilliseconds());
                    listener.onResponse(true);
                }, listener);
            } else {
                logger.info("Init realtime task cache for detector {}", detectorId);
                adTaskCacheManager.initRealtimeTaskCache(detectorId, detector.getDetectorIntervalInMilliseconds());
                listener.onResponse(true);
            }
        }, transportService, false, listener);
    } catch (Exception e) {
        logger.error("Failed to init realtime task cache for " + detectorId, e);
        listener.onFailure(e);
    }
}
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Example 15 with TransportService

use of org.opensearch.transport.TransportService in project anomaly-detection by opensearch-project.

the class ADTaskManager method maintainRunningHistoricalTask.

private void maintainRunningHistoricalTask(ConcurrentLinkedQueue<ADTask> taskQueue, TransportService transportService) {
    ADTask adTask = taskQueue.poll();
    if (adTask == null) {
        return;
    }
    threadPool.schedule(() -> {
        resetHistoricalDetectorTaskState(ImmutableList.of(adTask), () -> {
            logger.debug("Finished maintaining running historical task {}", adTask.getTaskId());
            maintainRunningHistoricalTask(taskQueue, transportService);
        }, transportService, ActionListener.wrap(r -> {
            logger.debug("Reset historical task state done for task {}, detector {}", adTask.getTaskId(), adTask.getDetectorId());
        }, e -> {
            logger.error("Failed to reset historical task state for task " + adTask.getTaskId(), e);
        }));
    }, TimeValue.timeValueSeconds(DEFAULT_MAINTAIN_INTERVAL_IN_SECONDS), AD_BATCH_TASK_THREAD_POOL_NAME);
}
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AnomalyDetectorJob(org.opensearch.ad.model.AnomalyDetectorJob) IndexRequest(org.opensearch.action.index.IndexRequest) LogManager(org.apache.logging.log4j.LogManager) ADTaskProfileAction(org.opensearch.ad.transport.ADTaskProfileAction) ADTask(org.opensearch.ad.model.ADTask)

Aggregations

TransportService (org.opensearch.transport.TransportService)177 Settings (org.opensearch.common.settings.Settings)99 ClusterService (org.opensearch.cluster.service.ClusterService)90 DiscoveryNode (org.opensearch.cluster.node.DiscoveryNode)88 ActionListener (org.opensearch.action.ActionListener)75 ThreadPool (org.opensearch.threadpool.ThreadPool)73 ActionFilters (org.opensearch.action.support.ActionFilters)72 Version (org.opensearch.Version)51 IOException (java.io.IOException)49 Collections (java.util.Collections)49 ClusterState (org.opensearch.cluster.ClusterState)48 ArrayList (java.util.ArrayList)47 OpenSearchTestCase (org.opensearch.test.OpenSearchTestCase)46 List (java.util.List)42 Before (org.junit.Before)42 AtomicBoolean (java.util.concurrent.atomic.AtomicBoolean)41 TimeValue (org.opensearch.common.unit.TimeValue)40 Map (java.util.Map)38 PlainActionFuture (org.opensearch.action.support.PlainActionFuture)38 ThreadContext (org.opensearch.common.util.concurrent.ThreadContext)38