ambari-metrics-timelineservice/src/main/java/org/apache/ambari/metrics/core/timeline/TimelineMetricsIgniteCache.java - ambari-metrics - Git at Google

 /**
  * 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.ambari.metrics.core.timeline;

 import static java.util.concurrent.TimeUnit.SECONDS;
 import static org.apache.ambari.metrics.core.timeline.TimelineMetricConfiguration.CLUSTER_AGGREGATOR_SECOND_SLEEP_INTERVAL;
 import static org.apache.ambari.metrics.core.timeline.TimelineMetricConfiguration.CLUSTER_AGGREGATOR_TIMESLICE_INTERVAL;
 import static org.apache.ambari.metrics.core.timeline.TimelineMetricConfiguration.HOST_APP_ID;
 import static org.apache.ambari.metrics.core.timeline.TimelineMetricConfiguration.TIMELINE_METRICS_CLUSTER_AGGREGATOR_INTERPOLATION_ENABLED;
 import static org.apache.ambari.metrics.core.timeline.TimelineMetricConfiguration.TIMELINE_METRICS_COLLECTOR_IGNITE_BACKUPS;
 import static org.apache.ambari.metrics.core.timeline.TimelineMetricConfiguration.TIMELINE_METRICS_COLLECTOR_IGNITE_NODES;
 import static org.apache.ambari.metrics.core.timeline.TimelineMetricConfiguration.TIMELINE_METRIC_AGGREGATION_SQL_FILTERS;
 import static org.apache.ambari.metrics.core.timeline.TimelineMetricConfiguration.TIMELINE_SERVICE_HTTP_POLICY;
 import static org.apache.ambari.metrics.core.timeline.aggregators.AggregatorUtils.getJavaRegexFromSqlRegex;
 import static org.apache.ambari.metrics.core.timeline.aggregators.AggregatorUtils.getRoundedCheckPointTimeMillis;
 import static org.apache.ambari.metrics.core.timeline.aggregators.AggregatorUtils.getTimeSlices;
 import static org.apache.ambari.metrics.core.timeline.aggregators.AggregatorUtils.sliceFromTimelineMetric;

 import java.net.MalformedURLException;
 import java.net.URISyntaxException;
 import java.util.ArrayList;
 import java.util.Arrays;
 import java.util.Collection;
 import java.util.HashMap;
 import java.util.List;
 import java.util.Map;
 import java.util.concurrent.ConcurrentHashMap;
 import java.util.concurrent.TimeUnit;
 import java.util.concurrent.locks.Lock;

 import javax.cache.Cache;
 import javax.cache.expiry.CreatedExpiryPolicy;
 import javax.cache.expiry.Duration;

 import org.apache.commons.lang.StringUtils;
 import org.apache.commons.logging.Log;
 import org.apache.commons.logging.LogFactory;
 import org.apache.hadoop.conf.Configuration;
 import org.apache.hadoop.metrics2.sink.timeline.MetricClusterAggregate;
 import org.apache.hadoop.metrics2.sink.timeline.TimelineMetric;
 import org.apache.hadoop.metrics2.sink.timeline.availability.MetricCollectorHAHelper;
 import org.apache.ambari.metrics.core.timeline.aggregators.TimelineClusterMetric;
 import org.apache.ambari.metrics.core.timeline.discovery.TimelineMetricHostMetadata;
 import org.apache.ambari.metrics.core.timeline.discovery.TimelineMetricMetadataManager;
 import org.apache.ignite.Ignite;
 import org.apache.ignite.IgniteCache;
 import org.apache.ignite.Ignition;
 import org.apache.ignite.cache.CacheAtomicityMode;
 import org.apache.ignite.cache.CacheMetrics;
 import org.apache.ignite.cache.CacheMode;
 import org.apache.ignite.cache.query.QueryCursor;
 import org.apache.ignite.cache.query.ScanQuery;
 import org.apache.ignite.configuration.CacheConfiguration;
 import org.apache.ignite.configuration.IgniteConfiguration;
 import org.apache.ignite.lang.IgniteBiPredicate;
 import org.apache.ignite.spi.discovery.tcp.TcpDiscoverySpi;
 import org.apache.ignite.spi.discovery.tcp.ipfinder.vm.TcpDiscoveryVmIpFinder;
 import org.apache.ignite.ssl.SslContextFactory;

 public class TimelineMetricsIgniteCache implements TimelineMetricDistributedCache {
   private static final Log LOG =
       LogFactory.getLog(TimelineMetricsIgniteCache.class);
   private IgniteCache<TimelineClusterMetric, MetricClusterAggregate> igniteCache;
   private long cacheSliceIntervalMillis;
   private boolean interpolationEnabled;
   private List<String> skipAggrPatternStrings = new ArrayList<>();
   private List<String> appIdsToAggregate;


   public TimelineMetricsIgniteCache() throws MalformedURLException, URISyntaxException {
     TimelineMetricConfiguration timelineMetricConfiguration = TimelineMetricConfiguration.getInstance();
     Configuration metricConf = timelineMetricConfiguration.getMetricsConf();
     Configuration sslConf = timelineMetricConfiguration.getMetricsSslConf();

     IgniteConfiguration igniteConfiguration = new IgniteConfiguration();

     //TODO add config to disable logging

     //enable ssl for ignite requests
     if (metricConf.get(TIMELINE_SERVICE_HTTP_POLICY) != null && metricConf.get(TIMELINE_SERVICE_HTTP_POLICY).equalsIgnoreCase("HTTPS_ONLY")) {
       SslContextFactory sslContextFactory = new SslContextFactory();
       String keyStorePath = sslConf.get("ssl.server.keystore.location");
       String keyStorePassword = sslConf.get("ssl.server.keystore.password");
       String trustStorePath = sslConf.get("ssl.server.truststore.location");
       String trustStorePassword = sslConf.get("ssl.server.truststore.password");

       sslContextFactory.setKeyStoreFilePath(keyStorePath);
       sslContextFactory.setKeyStorePassword(keyStorePassword.toCharArray());
       sslContextFactory.setTrustStoreFilePath(trustStorePath);
       sslContextFactory.setTrustStorePassword(trustStorePassword.toCharArray());
       igniteConfiguration.setSslContextFactory(sslContextFactory);
     }

     //aggregation parameters
     appIdsToAggregate = timelineMetricConfiguration.getAppIdsForHostAggregation();
     interpolationEnabled = Boolean.parseBoolean(metricConf.get(TIMELINE_METRICS_CLUSTER_AGGREGATOR_INTERPOLATION_ENABLED, "true"));
     cacheSliceIntervalMillis = SECONDS.toMillis(metricConf.getInt(CLUSTER_AGGREGATOR_TIMESLICE_INTERVAL, 30));
     Long aggregationInterval = metricConf.getLong(CLUSTER_AGGREGATOR_SECOND_SLEEP_INTERVAL, 120L);

     String filteredMetricPatterns = metricConf.get(TIMELINE_METRIC_AGGREGATION_SQL_FILTERS);
     if (!StringUtils.isEmpty(filteredMetricPatterns)) {
       LOG.info("Skipping aggregation for metric patterns : " + filteredMetricPatterns);
       for (String patternString : filteredMetricPatterns.split(",")) {
         String javaPatternString = getJavaRegexFromSqlRegex(patternString);
         skipAggrPatternStrings.add(javaPatternString);
       }
     }

     if (metricConf.get(TIMELINE_METRICS_COLLECTOR_IGNITE_NODES) != null) {
       TcpDiscoverySpi discoverySpi = new TcpDiscoverySpi();
       TcpDiscoveryVmIpFinder ipFinder = new TcpDiscoveryVmIpFinder();
       ipFinder.setAddresses(Arrays.asList(metricConf.get(TIMELINE_METRICS_COLLECTOR_IGNITE_NODES).split(",")));
       LOG.info("Setting ignite nodes to : " + ipFinder.getRegisteredAddresses());
       discoverySpi.setIpFinder(ipFinder);
       igniteConfiguration.setDiscoverySpi(discoverySpi);
     } else {
       //get live nodes from ZK
       String zkClientPort = timelineMetricConfiguration.getClusterZKClientPort();
       String zkQuorum = timelineMetricConfiguration.getClusterZKQuorum();
       String zkConnectionURL = timelineMetricConfiguration.getZkConnectionUrl(zkClientPort, zkQuorum);
       MetricCollectorHAHelper metricCollectorHAHelper = new MetricCollectorHAHelper(zkConnectionURL, 5, 200);
       Collection<String> liveCollectors = metricCollectorHAHelper.findLiveCollectorHostsFromZNode();
       if (liveCollectors != null && !liveCollectors.isEmpty()) {
         TcpDiscoverySpi discoverySpi = new TcpDiscoverySpi();
         TcpDiscoveryVmIpFinder ipFinder = new TcpDiscoveryVmIpFinder();
         ipFinder.setAddresses(liveCollectors);
         LOG.info("Setting ignite nodes to : " + ipFinder.getRegisteredAddresses());
         discoverySpi.setIpFinder(ipFinder);
         igniteConfiguration.setDiscoverySpi(discoverySpi);
       }
     }


     //ignite cache configuration
     CacheConfiguration<TimelineClusterMetric, MetricClusterAggregate> cacheConfiguration = new CacheConfiguration<>();
     cacheConfiguration.setName("metrics_cache");
     //set cache mode to partitioned with # of backups
     cacheConfiguration.setCacheMode(CacheMode.PARTITIONED);
     cacheConfiguration.setBackups(metricConf.getInt(TIMELINE_METRICS_COLLECTOR_IGNITE_BACKUPS, 1));
     //disable throttling due to cpu impact
     cacheConfiguration.setRebalanceThrottle(0);
     //enable locks
     cacheConfiguration.setAtomicityMode(CacheAtomicityMode.TRANSACTIONAL);
     //expiry policy to remove lost keys, if any
     cacheConfiguration.setEagerTtl(true);
     cacheConfiguration.setExpiryPolicyFactory(CreatedExpiryPolicy.factoryOf(new Duration(TimeUnit.SECONDS, aggregationInterval * 3)));

     Ignite igniteNode = Ignition.start(igniteConfiguration);
     igniteCache = igniteNode.getOrCreateCache(cacheConfiguration);
   }

   /**
    * Looks through the cache and evicts all elements within (startTime; endTime] half-interval
    * All elements satisfying the half-interval will be removed from the cache.
    * @param startTime
    * @param endTime
    * @return
    */
   @Override
   public Map<TimelineClusterMetric, MetricClusterAggregate> evictMetricAggregates(Long startTime, Long endTime) {
     Map<TimelineClusterMetric, MetricClusterAggregate> aggregatedMetricsMap = new HashMap<>();

     //construct filter
     IgniteBiPredicate<TimelineClusterMetric, MetricClusterAggregate> filter =
         (IgniteBiPredicate<TimelineClusterMetric, MetricClusterAggregate>) (key, value) -> key.getTimestamp() > startTime && key.getTimestamp() <= endTime;

     //get values from cache
     try (QueryCursor<Cache.Entry<TimelineClusterMetric, MetricClusterAggregate>> cursor = igniteCache.query(new ScanQuery(filter))) {
       for (Cache.Entry<TimelineClusterMetric, MetricClusterAggregate> e : cursor) {
         aggregatedMetricsMap.put(e.getKey(), e.getValue());
       }
     }

     //remove values from cache
     igniteCache.removeAllAsync(aggregatedMetricsMap.keySet());

     return aggregatedMetricsMap;
   }

   /**
    * Iterates through elements skipping white-listed patterns;
    * calculates average value for each slice of each metric (last slice values could be ignored in there is the possibility that values from this slice could be present in next post);
    * updates/adds the value in the cache;
    * calculates applications host metrics based on the metadata of hosted apps
    * updates metadata of hosted apps if needed
    * @param elements
    * @param metadataManager
    */
   @Override
   public void putMetrics(Collection<TimelineMetric> elements, TimelineMetricMetadataManager metadataManager) {
     Map<String, TimelineMetricHostMetadata> hostMetadata = metadataManager.getHostedAppsCache();
     for (TimelineMetric metric : elements) {
       if (shouldBeSkipped(metric.getMetricName())) {
         if (LOG.isDebugEnabled()) {
           LOG.debug(String.format("Skipping %s metric from being aggregated", metric.getMetricName()));
         }
         continue;
       }
       List<Long[]> timeSlices = getTimeSlices(getRoundedCheckPointTimeMillis(metric.getMetricValues().firstKey(), cacheSliceIntervalMillis), metric.getMetricValues().lastKey(), cacheSliceIntervalMillis);
       Map<TimelineClusterMetric, Double> slicedClusterMetrics = sliceFromTimelineMetric(metric, timeSlices, interpolationEnabled);

       if (slicedClusterMetrics != null) {
         for (Map.Entry<TimelineClusterMetric, Double> metricDoubleEntry : slicedClusterMetrics.entrySet()) {
           MetricClusterAggregate newMetricClusterAggregate  = new MetricClusterAggregate(
               metricDoubleEntry.getValue(), 1, null, metricDoubleEntry.getValue(), metricDoubleEntry.getValue());
           //put app metric into cache
           putMetricIntoCache(metricDoubleEntry.getKey(), newMetricClusterAggregate);
           if (hostMetadata != null) {
             //calculate app host metric
             if (metric.getAppId().equalsIgnoreCase(HOST_APP_ID)) {
               // Candidate metric, update app aggregates
               if (hostMetadata.containsKey(metric.getHostName())) {
                 updateAppAggregatesFromHostMetric(metricDoubleEntry.getKey(), newMetricClusterAggregate, hostMetadata.get(metric.getHostName()));
               }
             } else {
               // Build the hostedapps map if not a host metric
               // Check app candidacy for host aggregation
               //TODO better to lock TimelineMetricHostMetadata instance to avoid dataloss, but generally the data could be lost only during initial collector start
               if (appIdsToAggregate.contains(metric.getAppId())) {
                 TimelineMetricHostMetadata timelineMetricHostMetadata = hostMetadata.get(metric.getHostName());
                 ConcurrentHashMap<String, String> appIdsMap;
                 if (timelineMetricHostMetadata == null) {
                   appIdsMap = new ConcurrentHashMap<>();
                   hostMetadata.put(metric.getHostName(), new TimelineMetricHostMetadata(appIdsMap));
                 } else {
                   appIdsMap = timelineMetricHostMetadata.getHostedApps();
                 }
                 if (!appIdsMap.containsKey(metric.getAppId())) {
                   appIdsMap.put(metric.getAppId(), metric.getAppId());
                   LOG.info("Adding appId to hosted apps: appId = " +
                       metric.getAppId() + ", hostname = " + metric.getHostName());
                 }
               }
             }
           }
         }
       }
     }
   }

   private void updateAppAggregatesFromHostMetric(TimelineClusterMetric key, MetricClusterAggregate newMetricClusterAggregate, TimelineMetricHostMetadata timelineMetricHostMetadata) {
     for (String appId : timelineMetricHostMetadata.getHostedApps().keySet()) {
       TimelineClusterMetric timelineClusterMetric = new TimelineClusterMetric(key.getMetricName(), appId, key.getInstanceId(), key.getTimestamp());
       putMetricIntoCache(timelineClusterMetric, newMetricClusterAggregate);
     }
   }

   private void putMetricIntoCache(TimelineClusterMetric metricKey, MetricClusterAggregate metricValue) {
     Lock lock = igniteCache.lock(metricKey);
     lock.lock();
     try {
       MetricClusterAggregate metricClusterAggregateFromCache = igniteCache.get(metricKey);
       if (metricClusterAggregateFromCache == null) {
         igniteCache.put(metricKey, metricValue);
       } else {
         metricClusterAggregateFromCache.updateAggregates(metricValue);
         igniteCache.put(metricKey, metricClusterAggregateFromCache);
       }
     } catch (Exception e) {
       LOG.error("Exception : ", e);
     } finally {
       lock.unlock();
     }
   }

   @Override
   public Map<String, Double> getPointInTimeCacheMetrics() {
     CacheMetrics clusterIgniteMetrics = igniteCache.metrics();
     Map<String, Double> metricsMap = new HashMap<>();
     metricsMap.put("Cluster_AverageGetTime", (double) clusterIgniteMetrics.getAverageGetTime());
     metricsMap.put("Cluster_AveragePutTime", (double) clusterIgniteMetrics.getAveragePutTime());
     metricsMap.put("Cluster_KeySize", (double) clusterIgniteMetrics.getKeySize());
     metricsMap.put("Cluster_OffHeapAllocatedSize", (double) clusterIgniteMetrics.getOffHeapAllocatedSize());
     return metricsMap;
   }

   private boolean shouldBeSkipped(String metricName) {
     for (String pattern : skipAggrPatternStrings) {
       if (metricName.matches(pattern)) {
         return true;
       }
     }
     return false;
   }
 }
	/**
	* 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.ambari.metrics.core.timeline;

	import static java.util.concurrent.TimeUnit.SECONDS;
	import static org.apache.ambari.metrics.core.timeline.TimelineMetricConfiguration.CLUSTER_AGGREGATOR_SECOND_SLEEP_INTERVAL;
	import static org.apache.ambari.metrics.core.timeline.TimelineMetricConfiguration.CLUSTER_AGGREGATOR_TIMESLICE_INTERVAL;
	import static org.apache.ambari.metrics.core.timeline.TimelineMetricConfiguration.HOST_APP_ID;
	import static org.apache.ambari.metrics.core.timeline.TimelineMetricConfiguration.TIMELINE_METRICS_CLUSTER_AGGREGATOR_INTERPOLATION_ENABLED;
	import static org.apache.ambari.metrics.core.timeline.TimelineMetricConfiguration.TIMELINE_METRICS_COLLECTOR_IGNITE_BACKUPS;
	import static org.apache.ambari.metrics.core.timeline.TimelineMetricConfiguration.TIMELINE_METRICS_COLLECTOR_IGNITE_NODES;
	import static org.apache.ambari.metrics.core.timeline.TimelineMetricConfiguration.TIMELINE_METRIC_AGGREGATION_SQL_FILTERS;
	import static org.apache.ambari.metrics.core.timeline.TimelineMetricConfiguration.TIMELINE_SERVICE_HTTP_POLICY;
	import static org.apache.ambari.metrics.core.timeline.aggregators.AggregatorUtils.getJavaRegexFromSqlRegex;
	import static org.apache.ambari.metrics.core.timeline.aggregators.AggregatorUtils.getRoundedCheckPointTimeMillis;
	import static org.apache.ambari.metrics.core.timeline.aggregators.AggregatorUtils.getTimeSlices;
	import static org.apache.ambari.metrics.core.timeline.aggregators.AggregatorUtils.sliceFromTimelineMetric;

	import java.net.MalformedURLException;
	import java.net.URISyntaxException;
	import java.util.ArrayList;
	import java.util.Arrays;
	import java.util.Collection;
	import java.util.HashMap;
	import java.util.List;
	import java.util.Map;
	import java.util.concurrent.ConcurrentHashMap;
	import java.util.concurrent.TimeUnit;
	import java.util.concurrent.locks.Lock;

	import javax.cache.Cache;
	import javax.cache.expiry.CreatedExpiryPolicy;
	import javax.cache.expiry.Duration;

	import org.apache.commons.lang.StringUtils;
	import org.apache.commons.logging.Log;
	import org.apache.commons.logging.LogFactory;
	import org.apache.hadoop.conf.Configuration;
	import org.apache.hadoop.metrics2.sink.timeline.MetricClusterAggregate;
	import org.apache.hadoop.metrics2.sink.timeline.TimelineMetric;
	import org.apache.hadoop.metrics2.sink.timeline.availability.MetricCollectorHAHelper;
	import org.apache.ambari.metrics.core.timeline.aggregators.TimelineClusterMetric;
	import org.apache.ambari.metrics.core.timeline.discovery.TimelineMetricHostMetadata;
	import org.apache.ambari.metrics.core.timeline.discovery.TimelineMetricMetadataManager;
	import org.apache.ignite.Ignite;
	import org.apache.ignite.IgniteCache;
	import org.apache.ignite.Ignition;
	import org.apache.ignite.cache.CacheAtomicityMode;
	import org.apache.ignite.cache.CacheMetrics;
	import org.apache.ignite.cache.CacheMode;
	import org.apache.ignite.cache.query.QueryCursor;
	import org.apache.ignite.cache.query.ScanQuery;
	import org.apache.ignite.configuration.CacheConfiguration;
	import org.apache.ignite.configuration.IgniteConfiguration;
	import org.apache.ignite.lang.IgniteBiPredicate;
	import org.apache.ignite.spi.discovery.tcp.TcpDiscoverySpi;
	import org.apache.ignite.spi.discovery.tcp.ipfinder.vm.TcpDiscoveryVmIpFinder;
	import org.apache.ignite.ssl.SslContextFactory;

	public class TimelineMetricsIgniteCache implements TimelineMetricDistributedCache {
	private static final Log LOG =
	LogFactory.getLog(TimelineMetricsIgniteCache.class);
	private IgniteCache<TimelineClusterMetric, MetricClusterAggregate> igniteCache;
	private long cacheSliceIntervalMillis;
	private boolean interpolationEnabled;
	private List<String> skipAggrPatternStrings = new ArrayList<>();
	private List<String> appIdsToAggregate;


	public TimelineMetricsIgniteCache() throws MalformedURLException, URISyntaxException {
	TimelineMetricConfiguration timelineMetricConfiguration = TimelineMetricConfiguration.getInstance();
	Configuration metricConf = timelineMetricConfiguration.getMetricsConf();
	Configuration sslConf = timelineMetricConfiguration.getMetricsSslConf();

	IgniteConfiguration igniteConfiguration = new IgniteConfiguration();

	//TODO add config to disable logging

	//enable ssl for ignite requests
	if (metricConf.get(TIMELINE_SERVICE_HTTP_POLICY) != null && metricConf.get(TIMELINE_SERVICE_HTTP_POLICY).equalsIgnoreCase("HTTPS_ONLY")) {
	SslContextFactory sslContextFactory = new SslContextFactory();
	String keyStorePath = sslConf.get("ssl.server.keystore.location");
	String keyStorePassword = sslConf.get("ssl.server.keystore.password");
	String trustStorePath = sslConf.get("ssl.server.truststore.location");
	String trustStorePassword = sslConf.get("ssl.server.truststore.password");

	sslContextFactory.setKeyStoreFilePath(keyStorePath);
	sslContextFactory.setKeyStorePassword(keyStorePassword.toCharArray());
	sslContextFactory.setTrustStoreFilePath(trustStorePath);
	sslContextFactory.setTrustStorePassword(trustStorePassword.toCharArray());
	igniteConfiguration.setSslContextFactory(sslContextFactory);
	}

	//aggregation parameters
	appIdsToAggregate = timelineMetricConfiguration.getAppIdsForHostAggregation();
	interpolationEnabled = Boolean.parseBoolean(metricConf.get(TIMELINE_METRICS_CLUSTER_AGGREGATOR_INTERPOLATION_ENABLED, "true"));
	cacheSliceIntervalMillis = SECONDS.toMillis(metricConf.getInt(CLUSTER_AGGREGATOR_TIMESLICE_INTERVAL, 30));
	Long aggregationInterval = metricConf.getLong(CLUSTER_AGGREGATOR_SECOND_SLEEP_INTERVAL, 120L);

	String filteredMetricPatterns = metricConf.get(TIMELINE_METRIC_AGGREGATION_SQL_FILTERS);
	if (!StringUtils.isEmpty(filteredMetricPatterns)) {
	LOG.info("Skipping aggregation for metric patterns : " + filteredMetricPatterns);
	for (String patternString : filteredMetricPatterns.split(",")) {
	String javaPatternString = getJavaRegexFromSqlRegex(patternString);
	skipAggrPatternStrings.add(javaPatternString);
	}
	}

	if (metricConf.get(TIMELINE_METRICS_COLLECTOR_IGNITE_NODES) != null) {
	TcpDiscoverySpi discoverySpi = new TcpDiscoverySpi();
	TcpDiscoveryVmIpFinder ipFinder = new TcpDiscoveryVmIpFinder();
	ipFinder.setAddresses(Arrays.asList(metricConf.get(TIMELINE_METRICS_COLLECTOR_IGNITE_NODES).split(",")));
	LOG.info("Setting ignite nodes to : " + ipFinder.getRegisteredAddresses());
	discoverySpi.setIpFinder(ipFinder);
	igniteConfiguration.setDiscoverySpi(discoverySpi);
	} else {
	//get live nodes from ZK
	String zkClientPort = timelineMetricConfiguration.getClusterZKClientPort();
	String zkQuorum = timelineMetricConfiguration.getClusterZKQuorum();
	String zkConnectionURL = timelineMetricConfiguration.getZkConnectionUrl(zkClientPort, zkQuorum);
	MetricCollectorHAHelper metricCollectorHAHelper = new MetricCollectorHAHelper(zkConnectionURL, 5, 200);
	Collection<String> liveCollectors = metricCollectorHAHelper.findLiveCollectorHostsFromZNode();
	if (liveCollectors != null && !liveCollectors.isEmpty()) {
	TcpDiscoverySpi discoverySpi = new TcpDiscoverySpi();
	TcpDiscoveryVmIpFinder ipFinder = new TcpDiscoveryVmIpFinder();
	ipFinder.setAddresses(liveCollectors);
	LOG.info("Setting ignite nodes to : " + ipFinder.getRegisteredAddresses());
	discoverySpi.setIpFinder(ipFinder);
	igniteConfiguration.setDiscoverySpi(discoverySpi);
	}
	}


	//ignite cache configuration
	CacheConfiguration<TimelineClusterMetric, MetricClusterAggregate> cacheConfiguration = new CacheConfiguration<>();
	cacheConfiguration.setName("metrics_cache");
	//set cache mode to partitioned with # of backups
	cacheConfiguration.setCacheMode(CacheMode.PARTITIONED);
	cacheConfiguration.setBackups(metricConf.getInt(TIMELINE_METRICS_COLLECTOR_IGNITE_BACKUPS, 1));
	//disable throttling due to cpu impact
	cacheConfiguration.setRebalanceThrottle(0);
	//enable locks
	cacheConfiguration.setAtomicityMode(CacheAtomicityMode.TRANSACTIONAL);
	//expiry policy to remove lost keys, if any
	cacheConfiguration.setEagerTtl(true);
	cacheConfiguration.setExpiryPolicyFactory(CreatedExpiryPolicy.factoryOf(new Duration(TimeUnit.SECONDS, aggregationInterval * 3)));

	Ignite igniteNode = Ignition.start(igniteConfiguration);
	igniteCache = igniteNode.getOrCreateCache(cacheConfiguration);
	}

	/**
	* Looks through the cache and evicts all elements within (startTime; endTime] half-interval
	* All elements satisfying the half-interval will be removed from the cache.
	* @param startTime
	* @param endTime
	* @return
	*/
	@Override
	public Map<TimelineClusterMetric, MetricClusterAggregate> evictMetricAggregates(Long startTime, Long endTime) {
	Map<TimelineClusterMetric, MetricClusterAggregate> aggregatedMetricsMap = new HashMap<>();

	//construct filter
	IgniteBiPredicate<TimelineClusterMetric, MetricClusterAggregate> filter =
	(IgniteBiPredicate<TimelineClusterMetric, MetricClusterAggregate>) (key, value) -> key.getTimestamp() > startTime && key.getTimestamp() <= endTime;

	//get values from cache
	try (QueryCursor<Cache.Entry<TimelineClusterMetric, MetricClusterAggregate>> cursor = igniteCache.query(new ScanQuery(filter))) {
	for (Cache.Entry<TimelineClusterMetric, MetricClusterAggregate> e : cursor) {
	aggregatedMetricsMap.put(e.getKey(), e.getValue());
	}
	}

	//remove values from cache
	igniteCache.removeAllAsync(aggregatedMetricsMap.keySet());

	return aggregatedMetricsMap;
	}

	/**
	* Iterates through elements skipping white-listed patterns;
	* calculates average value for each slice of each metric (last slice values could be ignored in there is the possibility that values from this slice could be present in next post);
	* updates/adds the value in the cache;
	* calculates applications host metrics based on the metadata of hosted apps
	* updates metadata of hosted apps if needed
	* @param elements
	* @param metadataManager
	*/
	@Override
	public void putMetrics(Collection<TimelineMetric> elements, TimelineMetricMetadataManager metadataManager) {
	Map<String, TimelineMetricHostMetadata> hostMetadata = metadataManager.getHostedAppsCache();
	for (TimelineMetric metric : elements) {
	if (shouldBeSkipped(metric.getMetricName())) {
	if (LOG.isDebugEnabled()) {
	LOG.debug(String.format("Skipping %s metric from being aggregated", metric.getMetricName()));
	}
	continue;
	}
	List<Long[]> timeSlices = getTimeSlices(getRoundedCheckPointTimeMillis(metric.getMetricValues().firstKey(), cacheSliceIntervalMillis), metric.getMetricValues().lastKey(), cacheSliceIntervalMillis);
	Map<TimelineClusterMetric, Double> slicedClusterMetrics = sliceFromTimelineMetric(metric, timeSlices, interpolationEnabled);

	if (slicedClusterMetrics != null) {
	for (Map.Entry<TimelineClusterMetric, Double> metricDoubleEntry : slicedClusterMetrics.entrySet()) {
	MetricClusterAggregate newMetricClusterAggregate = new MetricClusterAggregate(
	metricDoubleEntry.getValue(), 1, null, metricDoubleEntry.getValue(), metricDoubleEntry.getValue());
	//put app metric into cache
	putMetricIntoCache(metricDoubleEntry.getKey(), newMetricClusterAggregate);
	if (hostMetadata != null) {
	//calculate app host metric
	if (metric.getAppId().equalsIgnoreCase(HOST_APP_ID)) {
	// Candidate metric, update app aggregates
	if (hostMetadata.containsKey(metric.getHostName())) {
	updateAppAggregatesFromHostMetric(metricDoubleEntry.getKey(), newMetricClusterAggregate, hostMetadata.get(metric.getHostName()));
	}
	} else {
	// Build the hostedapps map if not a host metric
	// Check app candidacy for host aggregation
	//TODO better to lock TimelineMetricHostMetadata instance to avoid dataloss, but generally the data could be lost only during initial collector start
	if (appIdsToAggregate.contains(metric.getAppId())) {
	TimelineMetricHostMetadata timelineMetricHostMetadata = hostMetadata.get(metric.getHostName());
	ConcurrentHashMap<String, String> appIdsMap;
	if (timelineMetricHostMetadata == null) {
	appIdsMap = new ConcurrentHashMap<>();
	hostMetadata.put(metric.getHostName(), new TimelineMetricHostMetadata(appIdsMap));
	} else {
	appIdsMap = timelineMetricHostMetadata.getHostedApps();
	}
	if (!appIdsMap.containsKey(metric.getAppId())) {
	appIdsMap.put(metric.getAppId(), metric.getAppId());
	LOG.info("Adding appId to hosted apps: appId = " +
	metric.getAppId() + ", hostname = " + metric.getHostName());
	}
	}
	}
	}
	}
	}
	}
	}

	private void updateAppAggregatesFromHostMetric(TimelineClusterMetric key, MetricClusterAggregate newMetricClusterAggregate, TimelineMetricHostMetadata timelineMetricHostMetadata) {
	for (String appId : timelineMetricHostMetadata.getHostedApps().keySet()) {
	TimelineClusterMetric timelineClusterMetric = new TimelineClusterMetric(key.getMetricName(), appId, key.getInstanceId(), key.getTimestamp());
	putMetricIntoCache(timelineClusterMetric, newMetricClusterAggregate);
	}
	}

	private void putMetricIntoCache(TimelineClusterMetric metricKey, MetricClusterAggregate metricValue) {
	Lock lock = igniteCache.lock(metricKey);
	lock.lock();
	try {
	MetricClusterAggregate metricClusterAggregateFromCache = igniteCache.get(metricKey);
	if (metricClusterAggregateFromCache == null) {
	igniteCache.put(metricKey, metricValue);
	} else {
	metricClusterAggregateFromCache.updateAggregates(metricValue);
	igniteCache.put(metricKey, metricClusterAggregateFromCache);
	}
	} catch (Exception e) {
	LOG.error("Exception : ", e);
	} finally {
	lock.unlock();
	}
	}

	@Override
	public Map<String, Double> getPointInTimeCacheMetrics() {
	CacheMetrics clusterIgniteMetrics = igniteCache.metrics();
	Map<String, Double> metricsMap = new HashMap<>();
	metricsMap.put("Cluster_AverageGetTime", (double) clusterIgniteMetrics.getAverageGetTime());
	metricsMap.put("Cluster_AveragePutTime", (double) clusterIgniteMetrics.getAveragePutTime());
	metricsMap.put("Cluster_KeySize", (double) clusterIgniteMetrics.getKeySize());
	metricsMap.put("Cluster_OffHeapAllocatedSize", (double) clusterIgniteMetrics.getOffHeapAllocatedSize());
	return metricsMap;
	}

	private boolean shouldBeSkipped(String metricName) {
	for (String pattern : skipAggrPatternStrings) {
	if (metricName.matches(pattern)) {
	return true;
	}
	}
	return false;
	}
	}