diff --git a/processing/src/main/java/io/druid/query/topn/BaseTopNAlgorithm.java b/processing/src/main/java/io/druid/query/topn/BaseTopNAlgorithm.java
index ce6ba4cfaaf..170c349514e 100644
--- a/processing/src/main/java/io/druid/query/topn/BaseTopNAlgorithm.java
+++ b/processing/src/main/java/io/druid/query/topn/BaseTopNAlgorithm.java
@@ -77,12 +77,16 @@ public abstract class BaseTopNAlgorithm<DimValSelector, DimValAggregateStore, Pa
     final int cardinality = params.getCardinality();
     int numProcessed = 0;
     while (numProcessed < cardinality) {
-      final int numToProcess = Math.min(params.getNumValuesPerPass(), cardinality - numProcessed);
+      final int numToProcess;
+      int maxNumToProcess = Math.min(params.getNumValuesPerPass(), cardinality - numProcessed);
 
       DimValSelector theDimValSelector;
       if (!hasDimValSelector) {
+        numToProcess = maxNumToProcess;
         theDimValSelector = makeDimValSelector(params, numProcessed, numToProcess);
       } else {
+        //skip invalid, calculate length to have enough valid value to process or hit the end.
+        numToProcess = computeNewLength(dimValSelector, numProcessed, maxNumToProcess);
         theDimValSelector = updateDimValSelector(dimValSelector, numProcessed, numToProcess);
       }
 
@@ -101,6 +105,20 @@ public abstract class BaseTopNAlgorithm<DimValSelector, DimValAggregateStore, Pa
 
   protected abstract DimValSelector makeDimValSelector(Parameters params, int numProcessed, int numToProcess);
 
+  /**
+   * Skip invalid value, calculate length to have enough valid value to process or hit the end.
+   *
+   * @param dimValSelector  the dim value selector which record value is valid or invalid.
+   * @param numProcessed    the start position to process
+   * @param numToProcess    the number of valid value to process
+   *
+   * @return the length between which have enough valid value to process or hit the end.
+   */
+  protected int computeNewLength(DimValSelector dimValSelector, int numProcessed, int numToProcess)
+  {
+    return numToProcess;
+  }
+
   protected abstract DimValSelector updateDimValSelector(
       DimValSelector dimValSelector,
       int numProcessed,
diff --git a/processing/src/main/java/io/druid/query/topn/PooledTopNAlgorithm.java b/processing/src/main/java/io/druid/query/topn/PooledTopNAlgorithm.java
index 3cf859edfea..521d1903e55 100644
--- a/processing/src/main/java/io/druid/query/topn/PooledTopNAlgorithm.java
+++ b/processing/src/main/java/io/druid/query/topn/PooledTopNAlgorithm.java
@@ -31,6 +31,7 @@ import io.druid.segment.data.IndexedInts;
 
 import java.nio.ByteBuffer;
 import java.util.Arrays;
+import java.util.concurrent.atomic.AtomicInteger;
 
 /**
  */
@@ -126,6 +127,21 @@ public class PooledTopNAlgorithm
     return query.getTopNMetricSpec().configureOptimizer(arrayProvider).build();
   }
 
+  @Override
+  protected int computeNewLength(int[] dimValSelector, int numProcessed, int numToProcess)
+  {
+    int valid = 0;
+    int length = 0;
+    for (int i = numProcessed; i < dimValSelector.length && valid < numToProcess; i++) {
+      length++;
+      if (SKIP_POSITION_VALUE != dimValSelector[i]) {
+        valid++;
+      }
+    }
+    return length;
+  }
+
+  @Override
   protected int[] updateDimValSelector(int[] dimValSelector, int numProcessed, int numToProcess)
   {
     final int[] retVal = Arrays.copyOf(dimValSelector, dimValSelector.length);
@@ -184,6 +200,7 @@ public class PooledTopNAlgorithm
 
     final int aggSize = theAggregators.length;
     final int aggExtra = aggSize % AGG_UNROLL_COUNT;
+    final AtomicInteger currentPosition = new AtomicInteger(0);
 
     while (!cursor.isDone()) {
       final IndexedInts dimValues = dimSelector.getRow();
@@ -192,29 +209,194 @@ public class PooledTopNAlgorithm
       final int dimExtra = dimSize % AGG_UNROLL_COUNT;
       switch(dimExtra){
         case 7:
-          aggregateDimValue(positions, theAggregators, numProcessed, resultsBuf, numBytesPerRecord, aggregatorOffsets, aggSize, aggExtra, dimValues.get(6));
+          aggregateDimValue(
+              positions,
+              theAggregators,
+              numProcessed,
+              resultsBuf,
+              numBytesPerRecord,
+              aggregatorOffsets,
+              aggSize,
+              aggExtra,
+              dimValues.get(6),
+              currentPosition
+          );
         case 6:
-          aggregateDimValue(positions, theAggregators, numProcessed, resultsBuf, numBytesPerRecord, aggregatorOffsets, aggSize, aggExtra, dimValues.get(5));
+          aggregateDimValue(
+              positions,
+              theAggregators,
+              numProcessed,
+              resultsBuf,
+              numBytesPerRecord,
+              aggregatorOffsets,
+              aggSize,
+              aggExtra,
+              dimValues.get(5),
+              currentPosition
+          );
         case 5:
-          aggregateDimValue(positions, theAggregators, numProcessed, resultsBuf, numBytesPerRecord, aggregatorOffsets, aggSize, aggExtra, dimValues.get(4));
+          aggregateDimValue(
+              positions,
+              theAggregators,
+              numProcessed,
+              resultsBuf,
+              numBytesPerRecord,
+              aggregatorOffsets,
+              aggSize,
+              aggExtra,
+              dimValues.get(4),
+              currentPosition
+          );
         case 4:
-          aggregateDimValue(positions, theAggregators, numProcessed, resultsBuf, numBytesPerRecord, aggregatorOffsets, aggSize, aggExtra, dimValues.get(3));
+          aggregateDimValue(
+              positions,
+              theAggregators,
+              numProcessed,
+              resultsBuf,
+              numBytesPerRecord,
+              aggregatorOffsets,
+              aggSize,
+              aggExtra,
+              dimValues.get(3),
+              currentPosition
+          );
         case 3:
-          aggregateDimValue(positions, theAggregators, numProcessed, resultsBuf, numBytesPerRecord, aggregatorOffsets, aggSize, aggExtra, dimValues.get(2));
+          aggregateDimValue(
+              positions,
+              theAggregators,
+              numProcessed,
+              resultsBuf,
+              numBytesPerRecord,
+              aggregatorOffsets,
+              aggSize,
+              aggExtra,
+              dimValues.get(2),
+              currentPosition
+          );
         case 2:
-          aggregateDimValue(positions, theAggregators, numProcessed, resultsBuf, numBytesPerRecord, aggregatorOffsets, aggSize, aggExtra, dimValues.get(1));
+          aggregateDimValue(
+              positions,
+              theAggregators,
+              numProcessed,
+              resultsBuf,
+              numBytesPerRecord,
+              aggregatorOffsets,
+              aggSize,
+              aggExtra,
+              dimValues.get(1),
+              currentPosition
+          );
         case 1:
-          aggregateDimValue(positions, theAggregators, numProcessed, resultsBuf, numBytesPerRecord, aggregatorOffsets, aggSize, aggExtra, dimValues.get(0));
+          aggregateDimValue(
+              positions,
+              theAggregators,
+              numProcessed,
+              resultsBuf,
+              numBytesPerRecord,
+              aggregatorOffsets,
+              aggSize,
+              aggExtra,
+              dimValues.get(0),
+              currentPosition
+          );
       }
       for (int i = dimExtra; i < dimSize; i += AGG_UNROLL_COUNT) {
-        aggregateDimValue(positions, theAggregators, numProcessed, resultsBuf, numBytesPerRecord, aggregatorOffsets, aggSize, aggExtra, dimValues.get(i));
-        aggregateDimValue(positions, theAggregators, numProcessed, resultsBuf, numBytesPerRecord, aggregatorOffsets, aggSize, aggExtra, dimValues.get(i+1));
-        aggregateDimValue(positions, theAggregators, numProcessed, resultsBuf, numBytesPerRecord, aggregatorOffsets, aggSize, aggExtra, dimValues.get(i+2));
-        aggregateDimValue(positions, theAggregators, numProcessed, resultsBuf, numBytesPerRecord, aggregatorOffsets, aggSize, aggExtra, dimValues.get(i+3));
-        aggregateDimValue(positions, theAggregators, numProcessed, resultsBuf, numBytesPerRecord, aggregatorOffsets, aggSize, aggExtra, dimValues.get(i+4));
-        aggregateDimValue(positions, theAggregators, numProcessed, resultsBuf, numBytesPerRecord, aggregatorOffsets, aggSize, aggExtra, dimValues.get(i+5));
-        aggregateDimValue(positions, theAggregators, numProcessed, resultsBuf, numBytesPerRecord, aggregatorOffsets, aggSize, aggExtra, dimValues.get(i+6));
-        aggregateDimValue(positions, theAggregators, numProcessed, resultsBuf, numBytesPerRecord, aggregatorOffsets, aggSize, aggExtra, dimValues.get(i+7));
+        aggregateDimValue(
+            positions,
+            theAggregators,
+            numProcessed,
+            resultsBuf,
+            numBytesPerRecord,
+            aggregatorOffsets,
+            aggSize,
+            aggExtra,
+            dimValues.get(i),
+            currentPosition
+        );
+        aggregateDimValue(
+            positions,
+            theAggregators,
+            numProcessed,
+            resultsBuf,
+            numBytesPerRecord,
+            aggregatorOffsets,
+            aggSize,
+            aggExtra,
+            dimValues.get(i + 1),
+            currentPosition
+        );
+        aggregateDimValue(
+            positions,
+            theAggregators,
+            numProcessed,
+            resultsBuf,
+            numBytesPerRecord,
+            aggregatorOffsets,
+            aggSize,
+            aggExtra,
+            dimValues.get(i + 2),
+            currentPosition
+        );
+        aggregateDimValue(
+            positions,
+            theAggregators,
+            numProcessed,
+            resultsBuf,
+            numBytesPerRecord,
+            aggregatorOffsets,
+            aggSize,
+            aggExtra,
+            dimValues.get(i + 3),
+            currentPosition
+        );
+        aggregateDimValue(
+            positions,
+            theAggregators,
+            numProcessed,
+            resultsBuf,
+            numBytesPerRecord,
+            aggregatorOffsets,
+            aggSize,
+            aggExtra,
+            dimValues.get(i + 4),
+            currentPosition
+        );
+        aggregateDimValue(
+            positions,
+            theAggregators,
+            numProcessed,
+            resultsBuf,
+            numBytesPerRecord,
+            aggregatorOffsets,
+            aggSize,
+            aggExtra,
+            dimValues.get(i + 5),
+            currentPosition
+        );
+        aggregateDimValue(
+            positions,
+            theAggregators,
+            numProcessed,
+            resultsBuf,
+            numBytesPerRecord,
+            aggregatorOffsets,
+            aggSize,
+            aggExtra,
+            dimValues.get(i + 6),
+            currentPosition
+        );
+        aggregateDimValue(
+            positions,
+            theAggregators,
+            numProcessed,
+            resultsBuf,
+            numBytesPerRecord,
+            aggregatorOffsets,
+            aggSize,
+            aggExtra,
+            dimValues.get(i + 7),
+            currentPosition
+        );
       }
       cursor.advance();
     }
@@ -229,14 +411,15 @@ public class PooledTopNAlgorithm
       final int[] aggregatorOffsets,
       final int aggSize,
       final int aggExtra,
-      final int dimIndex
+      final int dimIndex,
+      final AtomicInteger currentPosition
   )
   {
     if (SKIP_POSITION_VALUE == positions[dimIndex]) {
       return;
     }
     if (INIT_POSITION_VALUE == positions[dimIndex]) {
-      positions[dimIndex] = (dimIndex - numProcessed) * numBytesPerRecord;
+      positions[dimIndex] = currentPosition.getAndIncrement() * numBytesPerRecord;
       final int pos = positions[dimIndex];
       for (int j = 0; j < aggSize; ++j) {
         theAggregators[j].init(resultsBuf, pos + aggregatorOffsets[j]);