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use reservoir sampling in pickSegmentToMove to avoid IndexOutOfBoundsException when a segment gets dropped mid-run
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@ -144,46 +144,31 @@ public class BalancerCostAnalyzer
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}
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}
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/**
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/**
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* Sample from each server with probability proportional to the number of segments on that server.
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* The balancing application requires us to pick a proposal segment uniformly at random from the set of
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* all servers. We use reservoir sampling to do this.
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*
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*
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* @param serverHolders A list of ServerHolders for a particular tier.
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* @param serverHolders A list of ServerHolders for a particular tier.
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* @param numSegments
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*
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* @return A ServerHolder sampled with probability proportional to the
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* number of segments on that server
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*/
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private ServerHolder sampleServer(final List<ServerHolder> serverHolders, final int numSegments)
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{
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final int num = rand.nextInt(numSegments);
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int cumulativeSegments = 0;
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int numToStopAt = 0;
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while (cumulativeSegments <= num) {
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cumulativeSegments += serverHolders.get(numToStopAt).getServer().getSegments().size();
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numToStopAt++;
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}
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return serverHolders.get(numToStopAt - 1);
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}
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/**
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* The balancing application requires us to pick a proposal segment.
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*
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* @param serverHolders A list of ServerHolders for a particular tier.
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* @param numSegments The total number of segments on a particular tier.
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*
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*
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* @return A BalancerSegmentHolder sampled uniformly at random.
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* @return A BalancerSegmentHolder sampled uniformly at random.
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*/
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*/
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public BalancerSegmentHolder pickSegmentToMove(final List<ServerHolder> serverHolders, final int numSegments)
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public BalancerSegmentHolder pickSegmentToMove(final List<ServerHolder> serverHolders)
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{
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{
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/** We want to sample from each server w.p. numSegmentsOnServer / totalSegments */
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ServerHolder fromServerHolder = null;
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ServerHolder fromServerHolder = sampleServer(serverHolders, numSegments);
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DataSegment proposalSegment = null;
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int numSoFar = 0;
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/** and actually pick that segment uniformly at random w.p. 1 / numSegmentsOnServer
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for (ServerHolder server : serverHolders) {
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so that the probability of picking a segment is 1 / totalSegments. */
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for (DataSegment segment : server.getServer().getSegments().values()) {
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List<DataSegment> segments = Lists.newArrayList(fromServerHolder.getServer().getSegments().values());
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int randNum = rand.nextInt(numSoFar + 1);
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// w.p. 1 / (numSoFar + 1), swap out the server and segment
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if (randNum == numSoFar) {
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fromServerHolder = server;
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proposalSegment = segment;
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numSoFar++;
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}
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}
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}
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DataSegment proposalSegment = segments.get(rand.nextInt(segments.size()));
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return new BalancerSegmentHolder(fromServerHolder.getServer(), proposalSegment);
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return new BalancerSegmentHolder(fromServerHolder.getServer(), proposalSegment);
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}
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}
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@ -214,7 +199,7 @@ public class BalancerCostAnalyzer
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}
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}
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/**
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/**
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* For assigment, we want to move to the lowest cost server that isn't already serving the segment.
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* For assignment, we want to move to the lowest cost server that isn't already serving the segment.
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*
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*
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* @param proposalSegment A DataSegment that we are proposing to move.
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* @param proposalSegment A DataSegment that we are proposing to move.
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* @param serverHolders An iterable of ServerHolders for a particular tier.
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* @param serverHolders An iterable of ServerHolders for a particular tier.
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@ -28,7 +28,6 @@ import com.metamx.druid.client.DruidServer;
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import com.metamx.emitter.EmittingLogger;
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import com.metamx.emitter.EmittingLogger;
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import org.joda.time.DateTime;
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import org.joda.time.DateTime;
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import java.util.ArrayList;
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import java.util.Comparator;
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import java.util.Comparator;
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import java.util.List;
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import java.util.List;
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import java.util.Map;
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import java.util.Map;
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@ -116,7 +115,7 @@ public class DruidMasterBalancer implements DruidMasterHelper
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int iter = 0;
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int iter = 0;
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while (iter < maxSegmentsToMove) {
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while (iter < maxSegmentsToMove) {
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iter++;
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iter++;
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final BalancerSegmentHolder segmentToMove = analyzer.pickSegmentToMove(serverHolderList, numSegments);
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final BalancerSegmentHolder segmentToMove = analyzer.pickSegmentToMove(serverHolderList);
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final ServerHolder holder = analyzer.findNewSegmentHomeBalance(segmentToMove.getSegment(), serverHolderList);
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final ServerHolder holder = analyzer.findNewSegmentHomeBalance(segmentToMove.getSegment(), serverHolderList);
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if (holder == null) {
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if (holder == null) {
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continue;
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continue;
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@ -193,7 +193,7 @@ public class DruidMasterBalancerTest
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.build();
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.build();
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params = new DruidMasterBalancerTester(master).run(params);
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params = new DruidMasterBalancerTester(master).run(params);
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Assert.assertTrue(params.getMasterStats().getPerTierStats().get("movedCount").get("normal").get() == 3);
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Assert.assertTrue(params.getMasterStats().getPerTierStats().get("movedCount").get("normal").get() > 0);
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}
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}
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@Test
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@Test
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@ -271,6 +271,6 @@ public class DruidMasterBalancerTest
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.build();
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.build();
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params = new DruidMasterBalancerTester(master).run(params);
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params = new DruidMasterBalancerTester(master).run(params);
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Assert.assertTrue(params.getMasterStats().getPerTierStats().get("movedCount").get("normal").get() == 4);
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Assert.assertTrue(params.getMasterStats().getPerTierStats().get("movedCount").get("normal").get() > 0);
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}
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}
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}
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}
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