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How to reduce the average load of elasticsearch / cpu?

My Elasticsearch cluster has been suffering from a high load lately with an average of 2 to 5. I have a 5 node cluster and each node has 1 replica. The size of the entire cluster document is 2G and 2,000,000 documents.

Here's some relevant information:

  • JVM

    $ ps -aux | grep java
Warning: bad syntax, perhaps a bogus '-'? See /usr/share/doc/procps-3.2.8/FAQ
root      1232  380 37.6 11648332 3031468 ?    Sl   10:40 742:38 /usr/bin/java -Xms6g -Xmx6g -Xss256k -Djava.awt.headless=true -XX:+UseParNewGC -XX:+UseConcMarkSweepGC -XX:CMSInitiatingOccupancyFraction=75 -XX:+UseCMSInitiatingOccupancyOnly -XX:+HeapDumpOnOutOfMemoryError -XX:+DisableExplicitGC -Delasticsearch -Des.path.home=/usr/local/es1x/elasticsearch-1.3.2 -cp :/usr/local/es1x/elasticsearch-1.3.2/lib/elasticsearch-1.3.2.jar:/usr/local/es1x/elasticsearch-1.3.2/lib/*:/usr/local/es1x/elasticsearch-1.3.2/lib/sigar/* org.elasticsearch.bootstrap.Elasticsearch
root      3016  0.0  0.0 103244   864 pts/1    S+   13:55   0:00 grep java

  • average load

    top - 15:34:14 up 9 days, 23:09,  1 user,  load average: 2.18, 2.30, 2.39
Tasks: 169 total,   1 running, 168 sleeping,   0 stopped,   0 zombie
Cpu0  : 51.8%us,  0.7%sy,  0.0%ni, 47.5%id,  0.0%wa,  0.0%hi,  0.0%si,  0.0%st
Cpu1  : 46.3%us,  0.3%sy,  0.0%ni, 53.3%id,  0.0%wa,  0.0%hi,  0.0%si,  0.0%st
Cpu2  : 37.0%us,  0.3%sy,  0.0%ni, 62.7%id,  0.0%wa,  0.0%hi,  0.0%si,  0.0%st
Cpu3  : 35.6%us,  0.3%sy,  0.0%ni, 63.7%id,  0.0%wa,  0.0%hi,  0.3%si,  0.0%st
Cpu4  : 47.5%us,  0.7%sy,  0.0%ni, 51.8%id,  0.0%wa,  0.0%hi,  0.0%si,  0.0%st
Cpu5  : 33.3%us,  0.0%sy,  0.0%ni, 66.7%id,  0.0%wa,  0.0%hi,  0.0%si,  0.0%st
Cpu6  : 25.4%us,  0.3%sy,  0.0%ni, 74.2%id,  0.0%wa,  0.0%hi,  0.0%si,  0.0%st
Cpu7  : 12.7%us,  0.3%sy,  0.0%ni, 87.0%id,  0.0%wa,  0.0%hi,  0.0%si,  0.0%st

  PID USER      PR  NI  VIRT  RES  SHR S %CPU %MEM    TIME+  COMMAND 
16637 root      20   0 9297m 3.6g  31m S 209.4 62.8   8964:38 java 
    1 root      20   0 19232 1012  840 S  0.0  0.0   0:38.37 init

  • bin / elasticsearch -v

    Version: 1.3.2, Build: dee175d/2014-08-13T14:29:30Z, JVM: 1.7.0_55

  • java -version

    java version "1.7.0_55"
Java(TM) SE Runtime Environment (build 1.7.0_55-b13)
Java HotSpot(TM) 64-Bit Server VM (build 24.55-b03, mixed mode)

  • elasticsearch.yml

    cluster.name: XXXXXX
node.name: 035

index.cache.field.max_size: 500000
index.cache.field.expire: 5m
index:
  analysis:
    analyzer:
      index_ansj:
          alias: [ansj_index_analyzer]
          type: ansj_index
          user_path: ansj/user
          ambiguity: ansj/ambiguity.dic
          stop_path: ansj/stopLibrary.dic
          is_name: false 
          redis:
              pool: 
                  maxactive: 20
                  maxidle: 10
                  maxwait: 100
                  testonborrow: true
              ip: 192.168.0.159:6379
              channel: ansj_term
      query_ansj:
          alias: [ansj_index_analyzer]
          type: ansj_query
          user_path: ansj/user
          ambiguity: ansj/ambiguity.dic
          stop_path: ansj/stopLibrary.dic
          is_name: false
          redis:
              pool:
              maxactive: 20
              maxidle: 10
              maxwait: 100
              testonborrow: true
              ip: 192.168.0.159:6379
              channel: ansj_term
index.analysis.analyzer.default.type: keyword
################################## Slow Log ##################################

index.search.slowlog.threshold.query.warn: 10s
index.search.slowlog.threshold.query.info: 5s
# index.search.slowlog.threshold.query.debug: 2s
# index.search.slowlog.threshold.query.trace: 500ms

index.search.slowlog.threshold.fetch.warn: 1s
index.search.slowlog.threshold.fetch.info: 800ms
index.search.slowlog.threshold.fetch.debug: 500ms
index.search.slowlog.threshold.fetch.trace: 200ms

index.indexing.slowlog.threshold.index.warn: 10s
index.indexing.slowlog.threshold.index.info: 5s
index.indexing.slowlog.threshold.index.debug: 2s
index.indexing.slowlog.threshold.index.trace: 500ms

################################## GC Logging ################################
monitor.jvm.gc.young.warn: 1000ms
monitor.jvm.gc.young.info: 700ms
monitor.jvm.gc.young.debug: 400ms

monitor.jvm.gc.old.warn: 10s
monitor.jvm.gc.old.info: 5s
monitor.jvm.gc.old.debug: 2s

threadpool:
    index:
        type: fixed
        size: 30
        queue_size: -1
    search:
        type: fixed
        size: 30
        queue_size: 1000

  • curl -XGET 'localhost: 9200 / _nodes / hot_threads'

    ::: [180][VNscyuhPS3u94QuyI2TfPQ][es180][inet[/192.168.0.180:9300]]

   96.9% (484.5ms out of 500ms) cpu usage by thread 'elasticsearch[180][search][T#23]'
     2/10 snapshots sharing following 29 elements
       org.codehaus.groovy.runtime.callsite.PojoMetaMethodSite.call(PojoMetaMethodSite.java:53)
       org.codehaus.groovy.runtime.callsite.AbstractCallSite.call(AbstractCallSite.java:116)
       Script1.run(Script1.groovy:1)
org.elasticsearch.script.groovy.GroovyScriptEngineService$GroovyScript.run(GroovyScriptEngineService.java:252)
       org.elasticsearch.script.groovy.GroovyScriptEngineService$GroovyScript.runAsDouble(GroovyScriptEngineService.java:273)
       org.elasticsearch.common.lucene.search.function.ScriptScoreFunction.score(ScriptScoreFunction.java:54)
       org.elasticsearch.common.lucene.search.function.FunctionScoreQuery$CustomBoostFactorScorer.score(FunctionScoreQuery.java:175)
       org.apache.lucene.search.FilteredQuery$LeapFrogScorer.score(FilteredQuery.java:308)
       org.apache.lucene.search.ScoreCachingWrappingScorer.score(ScoreCachingWrappingScorer.java:49)
       org.apache.lucene.search.FieldComparator$RelevanceComparator.compareBottom(FieldComparator.java:774)
       org.apache.lucene.search.TopFieldCollector$OutOfOrderMultiComparatorNonScoringCollector.collect(TopFieldCollector.java:484)
       org.elasticsearch.common.lucene.search.FilteredCollector.collect(FilteredCollector.java:61)
       org.apache.lucene.search.Weight$DefaultBulkScorer.scoreAll(Weight.java:193)
       org.apache.lucene.search.Weight$DefaultBulkScorer.score(Weight.java:163)
org.apache.lucene.search.BulkScorer.score(BulkScorer.java:35)
       org.apache.lucene.search.IndexSearcher.search(IndexSearcher.java:621)
       org.elasticsearch.search.internal.ContextIndexSearcher.search(ContextIndexSearcher.java:175)
       org.apache.lucene.search.IndexSearcher.search(IndexSearcher.java:581)
       org.apache.lucene.search.IndexSearcher.search(IndexSearcher.java:533)
       org.apache.lucene.search.IndexSearcher.search(IndexSearcher.java:510)
       org.apache.lucene.search.IndexSearcher.search(IndexSearcher.java:345)
       org.elasticsearch.search.query.QueryPhase.execute(QueryPhase.java:149)
       org.elasticsearch.search.SearchService.executeQueryPhase(SearchService.java:261)
       org.elasticsearch.search.action.SearchServiceTransportAction$5.call(SearchServiceTransportAction.java:206)
       org.elasticsearch.search.action.SearchServiceTransportAction$5.call(SearchServiceTransportAction.java:203)
       org.elasticsearch.search.action.SearchServiceTransportAction$23.run(SearchServiceTransportAction.java:517)
       java.util.concurrent.ThreadPoolExecutor.runWorker(ThreadPoolExecutor.java:1145)
       java.util.concurrent.ThreadPoolExecutor$Worker.run(ThreadPoolExecutor.java:615)
       java.lang.Thread.run(Thread.java:745)
4/10 snapshots sharing following 16 elements
       org.apache.lucene.search.Weight$DefaultBulkScorer.score(Weight.java:163)
       org.apache.lucene.search.BulkScorer.score(BulkScorer.java:35)
       org.apache.lucene.search.IndexSearcher.search(IndexSearcher.java:621)
       org.elasticsearch.search.internal.ContextIndexSearcher.search(ContextIndexSearcher.java:175)
       org.apache.lucene.search.IndexSearcher.search(IndexSearcher.java:581)
       org.apache.lucene.search.IndexSearcher.search(IndexSearcher.java:533)
       org.apache.lucene.search.IndexSearcher.search(IndexSearcher.java:510)
       org.apache.lucene.search.IndexSearcher.search(IndexSearcher.java:345)
       org.elasticsearch.search.query.QueryPhase.execute(QueryPhase.java:149)
       org.elasticsearch.search.SearchService.executeQueryPhase(SearchService.java:261)
       org.elasticsearch.search.action.SearchServiceTransportAction$5.call(SearchServiceTransportAction.java:206)
       org.elasticsearch.search.action.SearchServiceTransportAction$5.call(SearchServiceTransportAction.java:203)
       org.elasticsearch.search.action.SearchServiceTransportAction$23.run(SearchServiceTransportAction.java:517)
       java.util.concurrent.ThreadPoolExecutor.runWorker(ThreadPoolExecutor.java:1145)
       java.util.concurrent.ThreadPoolExecutor$Worker.run(ThreadPoolExecutor.java:615)
       java.lang.Thread.run(Thread.java:745)
     4/10 snapshots sharing following 2 elements
       java.util.concurrent.ThreadPoolExecutor$Worker.run(ThreadPoolExecutor.java:615)
       java.lang.Thread.run(Thread.java:745)
   92.9% (464.4ms out of 500ms) cpu usage by thread 'elasticsearch[180][search][T#18]'
     10/10 snapshots sharing following 10 elements
       sun.misc.Unsafe.park(Native Method)
       java.util.concurrent.locks.LockSupport.park(LockSupport.java:186)
       java.util.concurrent.LinkedTransferQueue.awaitMatch(LinkedTransferQueue.java:735)
       java.util.concurrent.LinkedTransferQueue.xfer(LinkedTransferQueue.java:644)
       java.util.concurrent.LinkedTransferQueue.take(LinkedTransferQueue.java:1137)
       org.elasticsearch.common.util.concurrent.SizeBlockingQueue.take(SizeBlockingQueue.java:162)
       java.util.concurrent.ThreadPoolExecutor.getTask(ThreadPoolExecutor.java:1068)
       java.util.concurrent.ThreadPoolExecutor.runWorker(ThreadPoolExecutor.java:1130)
       java.util.concurrent.ThreadPoolExecutor$Worker.run(ThreadPoolExecutor.java:615)
       java.lang.Thread.run(Thread.java:745)
   67.6% (337.9ms out of 500ms) cpu usage by thread 'elasticsearch[180][search][T#8]'
     7/10 snapshots sharing following 28 elements
       org.codehaus.groovy.runtime.callsite.PojoMetaMethodSite.call(PojoMetaMethodSite.java:53)
       org.codehaus.groovy.runtime.callsite.AbstractCallSite.call(AbstractCallSite.java:116)
       Script9.run(Script9.groovy:1)
org.elasticsearch.script.groovy.GroovyScriptEngineService$GroovyScript.run(GroovyScriptEngineService.java:252)
       org.elasticsearch.script.groovy.GroovyScriptEngineService$GroovyScript.runAsDouble(GroovyScriptEngineService.java:273)
       org.elasticsearch.common.lucene.search.function.ScriptScoreFunction.score(ScriptScoreFunction.java:54)
       org.elasticsearch.common.lucene.search.function.FunctionScoreQuery$CustomBoostFactorScorer.score(FunctionScoreQuery.java:175)
       org.apache.lucene.search.ScoreCachingWrappingScorer.score(ScoreCachingWrappingScorer.java:49)
       org.apache.lucene.search.FieldComparator$RelevanceComparator.compareBottom(FieldComparator.java:774)
       org.apache.lucene.search.TopFieldCollector$OutOfOrderMultiComparatorNonScoringCollector.collect(TopFieldCollector.java:484)
       org.elasticsearch.common.lucene.search.FilteredCollector.collect(FilteredCollector.java:61)
       org.apache.lucene.search.Weight$DefaultBulkScorer.scoreAll(Weight.java:193)
       org.apache.lucene.search.Weight$DefaultBulkScorer.score(Weight.java:163)
       org.apache.lucene.search.BulkScorer.score(BulkScorer.java:35)
       org.apache.lucene.search.IndexSearcher.search(IndexSearcher.java:621)
       org.elasticsearch.search.internal.ContextIndexSearcher.search(ContextIndexSearcher.java:175)
       org.apache.lucene.search.IndexSearcher.search(IndexSearcher.java:581)
       org.apache.lucene.search.IndexSearcher.search(IndexSearcher.java:533)
       org.apache.lucene.search.IndexSearcher.search(IndexSearcher.java:510)
       org.apache.lucene.search.IndexSearcher.search(IndexSearcher.java:345)
       org.elasticsearch.search.query.QueryPhase.execute(QueryPhase.java:149)
       org.elasticsearch.search.SearchService.executeQueryPhase(SearchService.java:261)
org.elasticsearch.search.action.SearchServiceTransportAction$SearchQueryTransportHandler.messageReceived(SearchServiceTransportAction.java:688)
       org.elasticsearch.search.action.SearchServiceTransportAction$SearchQueryTransportHandler.messageReceived(SearchServiceTransportAction.java:677)
       org.elasticsearch.transport.netty.MessageChannelHandler$RequestHandler.run(MessageChannelHandler.java:275)
       java.util.concurrent.ThreadPoolExecutor.runWorker(ThreadPoolExecutor.java:1145)
       java.util.concurrent.ThreadPoolExecutor$Worker.run(ThreadPoolExecutor.java:615)
       java.lang.Thread.run(Thread.java:745)
3/10 snapshots sharing following 16 elements
       org.apache.lucene.search.Weight$DefaultBulkScorer.score(Weight.java:163)
       org.apache.lucene.search.BulkScorer.score(BulkScorer.java:35)
       org.apache.lucene.search.IndexSearcher.search(IndexSearcher.java:621)
       org.elasticsearch.search.internal.ContextIndexSearcher.search(ContextIndexSearcher.java:175)
       org.apache.lucene.search.IndexSearcher.search(IndexSearcher.java:581)
       org.apache.lucene.search.IndexSearcher.search(IndexSearcher.java:533)
       org.apache.lucene.search.IndexSearcher.search(IndexSearcher.java:510)
       org.apache.lucene.search.IndexSearcher.search(IndexSearcher.java:345)
       org.elasticsearch.search.query.QueryPhase.execute(QueryPhase.java:149)
       org.elasticsearch.search.SearchService.executeQueryPhase(SearchService.java:261)
       org.elasticsearch.search.action.SearchServiceTransportAction$SearchQueryTransportHandler.messageReceived(SearchServiceTransportAction.java:688)
       org.elasticsearch.search.action.SearchServiceTransportAction$SearchQueryTransportHandler.messageReceived(SearchServiceTransportAction.java:677)
       org.elasticsearch.transport.netty.MessageChannelHandler$RequestHandler.run(MessageChannelHandler.java:275)
       java.util.concurrent.ThreadPoolExecutor.runWorker(ThreadPoolExecutor.java:1145)
       java.util.concurrent.ThreadPoolExecutor$Worker.run(ThreadPoolExecutor.java:615)
       java.lang.Thread.run(Thread.java:745)
+3


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