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Posted to commits@lucene.apache.org by mi...@apache.org on 2016/11/16 15:37:56 UTC

[1/3] lucene-solr:branch_6x: LUCENE-7537: fix some 6.x backport issues

Repository: lucene-solr
Updated Branches:
  refs/heads/branch_6x 696238118 -> 64b9eefaa


LUCENE-7537: fix some 6.x backport issues


Project: http://git-wip-us.apache.org/repos/asf/lucene-solr/repo
Commit: http://git-wip-us.apache.org/repos/asf/lucene-solr/commit/64b9eefa
Tree: http://git-wip-us.apache.org/repos/asf/lucene-solr/tree/64b9eefa
Diff: http://git-wip-us.apache.org/repos/asf/lucene-solr/diff/64b9eefa

Branch: refs/heads/branch_6x
Commit: 64b9eefaa931b4fc8b2345e2307eff4a317e3450
Parents: e357f95
Author: Mike McCandless <mi...@apache.org>
Authored: Wed Nov 16 10:35:50 2016 -0500
Committer: Mike McCandless <mi...@apache.org>
Committed: Wed Nov 16 10:37:02 2016 -0500

----------------------------------------------------------------------
 .../apache/lucene/codecs/DocValuesConsumer.java | 22 +++++++++++----
 .../org/apache/lucene/index/MultiDocValues.java | 29 +++++++++++++++++++-
 .../org/apache/lucene/index/MultiSorter.java    | 11 +++++---
 .../apache/lucene/index/TestIndexSorting.java   | 27 ++++++++++++++----
 .../asserting/AssertingDocValuesFormat.java     |  2 +-
 5 files changed, 74 insertions(+), 17 deletions(-)
----------------------------------------------------------------------


http://git-wip-us.apache.org/repos/asf/lucene-solr/blob/64b9eefa/lucene/core/src/java/org/apache/lucene/codecs/DocValuesConsumer.java
----------------------------------------------------------------------
diff --git a/lucene/core/src/java/org/apache/lucene/codecs/DocValuesConsumer.java b/lucene/core/src/java/org/apache/lucene/codecs/DocValuesConsumer.java
index 427b520..defe438 100644
--- a/lucene/core/src/java/org/apache/lucene/codecs/DocValuesConsumer.java
+++ b/lucene/core/src/java/org/apache/lucene/codecs/DocValuesConsumer.java
@@ -221,21 +221,26 @@ public abstract class DocValuesConsumer implements Closeable {
           mergeSortedSetField(mergeFieldInfo, mergeState, toMerge);
         } else if (type == DocValuesType.SORTED_NUMERIC) {
           List<SortedNumericDocValues> toMerge = new ArrayList<>();
+          List<SortedNumericDocValues> toMerge2 = new ArrayList<>();
           for (int i=0;i<mergeState.docValuesProducers.length;i++) {
             SortedNumericDocValues values = null;
+            SortedNumericDocValues values2 = null;
             DocValuesProducer docValuesProducer = mergeState.docValuesProducers[i];
             if (docValuesProducer != null) {
               FieldInfo fieldInfo = mergeState.fieldInfos[i].fieldInfo(mergeFieldInfo.name);
               if (fieldInfo != null && fieldInfo.getDocValuesType() == DocValuesType.SORTED_NUMERIC) {
                 values = docValuesProducer.getSortedNumeric(fieldInfo);
+                values2 = docValuesProducer.getSortedNumeric(fieldInfo);
               }
             }
             if (values == null) {
               values = DocValues.emptySortedNumeric(mergeState.maxDocs[i]);
+              values2 = values;
             }
             toMerge.add(values);
+            toMerge2.add(values2);
           }
-          mergeSortedNumericField(mergeFieldInfo, mergeState, toMerge);
+          mergeSortedNumericField(mergeFieldInfo, mergeState, toMerge, toMerge2);
         } else {
           throw new AssertionError("type=" + type);
         }
@@ -445,6 +450,11 @@ public abstract class DocValuesConsumer implements Closeable {
         return docID;
       }
     }
+
+    @Override
+    public String toString() {
+      return "SortedNumericDocValuesSub values=" + values + " docID=" + docID + " mappedDocID=" + mappedDocID;
+    }
   }
 
   /**
@@ -452,8 +462,10 @@ public abstract class DocValuesConsumer implements Closeable {
    * <p>
    * The default implementation calls {@link #addSortedNumericField}, passing
    * iterables that filter deleted documents.
+   * <p>
+   * We require two <code>toMerge</code> lists because we need to separately iterate the values for each segment concurrently.
    */
-  public void mergeSortedNumericField(FieldInfo fieldInfo, final MergeState mergeState, List<SortedNumericDocValues> toMerge) throws IOException {
+  public void mergeSortedNumericField(FieldInfo fieldInfo, final MergeState mergeState, List<SortedNumericDocValues> toMerge, List<SortedNumericDocValues> toMerge2) throws IOException {
     
     addSortedNumericField(fieldInfo,
         // doc -> value count
@@ -514,9 +526,9 @@ public abstract class DocValuesConsumer implements Closeable {
           public Iterator<Number> iterator() {
             // We must make a new DocIDMerger for each iterator:
             List<SortedNumericDocValuesSub> subs = new ArrayList<>();
-            assert mergeState.docMaps.length == toMerge.size();
-            for(int i=0;i<toMerge.size();i++) {
-              subs.add(new SortedNumericDocValuesSub(mergeState.docMaps[i], toMerge.get(i), mergeState.maxDocs[i]));
+            assert mergeState.docMaps.length == toMerge2.size();
+            for(int i=0;i<toMerge2.size();i++) {
+              subs.add(new SortedNumericDocValuesSub(mergeState.docMaps[i], toMerge2.get(i), mergeState.maxDocs[i]));
             }
 
             final DocIDMerger<SortedNumericDocValuesSub> docIDMerger = new DocIDMerger<>(subs, mergeState.segmentInfo.getIndexSort() != null);

http://git-wip-us.apache.org/repos/asf/lucene-solr/blob/64b9eefa/lucene/core/src/java/org/apache/lucene/index/MultiDocValues.java
----------------------------------------------------------------------
diff --git a/lucene/core/src/java/org/apache/lucene/index/MultiDocValues.java b/lucene/core/src/java/org/apache/lucene/index/MultiDocValues.java
index af4dcfc..8fa4a59 100644
--- a/lucene/core/src/java/org/apache/lucene/index/MultiDocValues.java
+++ b/lucene/core/src/java/org/apache/lucene/index/MultiDocValues.java
@@ -143,7 +143,7 @@ public class MultiDocValues {
       };
     }
   }
-  
+
   /** Returns a Bits for a reader's docsWithField (potentially merging on-the-fly) 
    * <p>
    * This is a slow way to access this bitset. Instead, access them per-segment
@@ -330,6 +330,33 @@ public class MultiDocValues {
       return new MultiSortedDocValues(values, starts, mapping);
     }
   }
+
+  /** Expert: returns a SortedDocValues from an array of leaf reader's sorted doc values (potentially doing extremely slow things).
+   * <p>
+   * This is an extremely slow way to access sorted values. Instead, access them per-segment
+   * with {@link LeafReader#getSortedDocValues(String)}
+   * </p>
+   */
+  public static SortedDocValues getSortedValues(IndexReader r, final SortedDocValues[] leafValues, final int[] docStarts) throws IOException {
+    final List<LeafReaderContext> leaves = r.leaves();
+    final int size = leaves.size();
+
+    if (leafValues.length != size) {
+      throw new IllegalArgumentException("leafValues must match the number of leaves; got leafValues.length=" + leafValues.length + " vs leaves.size()=" + leaves.size());
+    }
+    if (docStarts.length != size+1) {
+      throw new IllegalArgumentException("docStarts must match the number of leaves, plus one; got docStarts.length=" + docStarts.length + " vs leaves.size()=" + leaves.size());
+    }
+    
+    if (leafValues.length == 0) {
+      return null;
+    } else if (leafValues.length == 1) {
+      return leafValues[0];
+    }
+
+    OrdinalMap mapping = OrdinalMap.build(r.getCoreCacheKey(), leafValues, PackedInts.DEFAULT);
+    return new MultiSortedDocValues(leafValues, docStarts, mapping);
+  }
   
   /** Returns a SortedSetDocValues for a reader's docvalues (potentially doing extremely slow things).
    * <p>

http://git-wip-us.apache.org/repos/asf/lucene-solr/blob/64b9eefa/lucene/core/src/java/org/apache/lucene/index/MultiSorter.java
----------------------------------------------------------------------
diff --git a/lucene/core/src/java/org/apache/lucene/index/MultiSorter.java b/lucene/core/src/java/org/apache/lucene/index/MultiSorter.java
index 7c2c3be..4e461e3 100644
--- a/lucene/core/src/java/org/apache/lucene/index/MultiSorter.java
+++ b/lucene/core/src/java/org/apache/lucene/index/MultiSorter.java
@@ -128,18 +128,21 @@ final class MultiSorter {
     final int reverseMul = sortField.getReverse() ? -1 : 1;
     final SortField.Type sortType = Sorter.getSortFieldType(sortField);
 
-    switch(sortField.getType()) {
+    switch(sortType) {
 
     case STRING:
       {
         // this uses the efficient segment-local ordinal map:
         MultiReader multiReader = new MultiReader(readers.toArray(new LeafReader[readers.size()]));
-        final SortedDocValues sorted = MultiDocValues.getSortedValues(multiReader, sortField.getField());
-        final int[] docStarts = new int[readers.size()];
+        final int[] docStarts = new int[readers.size()+1];
         List<LeafReaderContext> leaves = multiReader.leaves();
+        final SortedDocValues[] leafValues = new SortedDocValues[readers.size()];
         for(int i=0;i<readers.size();i++) {
+          leafValues[i] = Sorter.getOrWrapSorted(readers.get(i), sortField);
           docStarts[i] = leaves.get(i).docBase;
         }
+        docStarts[readers.size()] = multiReader.maxDoc();
+        final SortedDocValues sorted = MultiDocValues.getSortedValues(multiReader, leafValues, docStarts);
         final int missingOrd;
         if (sortField.getMissingValue() == SortField.STRING_LAST) {
           missingOrd = sortField.getReverse() ? Integer.MIN_VALUE : Integer.MAX_VALUE;
@@ -176,7 +179,7 @@ final class MultiSorter {
         if (sortField.getMissingValue() != null) {
           missingValue = (Long) sortField.getMissingValue();
         } else {
-          missingValue = 0;
+          missingValue = 0l;
         }
 
         return new CrossReaderComparator() {

http://git-wip-us.apache.org/repos/asf/lucene-solr/blob/64b9eefa/lucene/core/src/test/org/apache/lucene/index/TestIndexSorting.java
----------------------------------------------------------------------
diff --git a/lucene/core/src/test/org/apache/lucene/index/TestIndexSorting.java b/lucene/core/src/test/org/apache/lucene/index/TestIndexSorting.java
index e25558d..ae8756b 100644
--- a/lucene/core/src/test/org/apache/lucene/index/TestIndexSorting.java
+++ b/lucene/core/src/test/org/apache/lucene/index/TestIndexSorting.java
@@ -411,6 +411,9 @@ public class TestIndexSorting extends LuceneTestCase {
     assertFalse(docsWithField.get(0));
     assertEquals(7, values.get(1));
     assertEquals(18, values.get(2));
+    r.close();
+    w.close();
+    dir.close();
   }
 
   public void testMissingMultiValuedLongFirst() throws Exception {
@@ -1016,9 +1019,9 @@ public class TestIndexSorting extends LuceneTestCase {
     LeafReader leaf = getOnlyLeafReader(r);
     assertEquals(3, leaf.maxDoc());
     NumericDocValues values = leaf.getNumericDocValues("foo");
-    assertEquals(-1.0, Double.longBitsToDouble(values.get(0)), 0.0);
-    assertEquals(7.0, Double.longBitsToDouble(values.get(1)), 0.0);
-    assertEquals(18.0, Double.longBitsToDouble(values.get(2)), 0.0);
+    assertEquals(-1.0, Float.intBitsToFloat((int) values.get(0)), 0.0);
+    assertEquals(7.0, Float.intBitsToFloat((int) values.get(1)), 0.0);
+    assertEquals(18.0, Float.intBitsToFloat((int) values.get(2)), 0.0);
     r.close();
     w.close();
     dir.close();
@@ -1298,11 +1301,21 @@ public class TestIndexSorting extends LuceneTestCase {
     IndexWriter w = new IndexWriter(dir, iwc);
     final int numDocs = atLeast(1000);
     final FixedBitSet deleted = new FixedBitSet(numDocs);
+    if (VERBOSE) {
+      System.out.println("TEST: " + numDocs + " docs");
+    }
     for (int i = 0; i < numDocs; ++i) {
       Document doc = new Document();
       int num = random().nextInt(10);
+      if (VERBOSE) {
+        System.out.println("doc id=" + i + " count=" + num);
+      }
       for (int j = 0; j < num; j++) {
-        doc.add(new SortedNumericDocValuesField("foo", random().nextInt(2000)));
+        int n = random().nextInt(2000);
+        if (VERBOSE) {
+          System.out.println("  " + n);
+        }
+        doc.add(new SortedNumericDocValuesField("foo", n));
       }
       doc.add(new StringField("id", Integer.toString(i), Store.YES));
       doc.add(new NumericDocValuesField("id", i));
@@ -1315,6 +1328,9 @@ public class TestIndexSorting extends LuceneTestCase {
         final int id = TestUtil.nextInt(random(), 0, i);
         deleted.set(id);
         w.deleteDocuments(new Term("id", Integer.toString(id)));
+        if (VERBOSE) {
+          System.out.println("  delete doc id=" + id);
+        }
       }
     }
 
@@ -1329,8 +1345,7 @@ public class TestIndexSorting extends LuceneTestCase {
       } else {
         assertEquals(1, topDocs.totalHits);
         NumericDocValues values = MultiDocValues.getNumericValues(reader, "id");
-        assertEquals(topDocs.scoreDocs[0].doc, values.advance(topDocs.scoreDocs[0].doc));
-        assertEquals(i, values.longValue());
+        assertEquals(i, MultiDocValues.getNumericValues(reader, "id").get(topDocs.scoreDocs[0].doc));
         Document document = reader.document(topDocs.scoreDocs[0].doc);
         assertEquals(Integer.toString(i), document.get("id"));
       }

http://git-wip-us.apache.org/repos/asf/lucene-solr/blob/64b9eefa/lucene/test-framework/src/java/org/apache/lucene/codecs/asserting/AssertingDocValuesFormat.java
----------------------------------------------------------------------
diff --git a/lucene/test-framework/src/java/org/apache/lucene/codecs/asserting/AssertingDocValuesFormat.java b/lucene/test-framework/src/java/org/apache/lucene/codecs/asserting/AssertingDocValuesFormat.java
index e0af9a1..0a54e2e 100644
--- a/lucene/test-framework/src/java/org/apache/lucene/codecs/asserting/AssertingDocValuesFormat.java
+++ b/lucene/test-framework/src/java/org/apache/lucene/codecs/asserting/AssertingDocValuesFormat.java
@@ -149,7 +149,7 @@ public class AssertingDocValuesFormat extends DocValuesFormat {
           Number next = valueIterator.next();
           assert next != null;
           long nextValue = next.longValue();
-          assert nextValue >= previous;
+          assert nextValue >= previous: "nextValue=" + nextValue + " vs previous=" + previous;
           previous = nextValue;
         }
       }


[2/3] lucene-solr:branch_6x: LUCENE-7537: Index time sorting now supports multi-valued sorts using selectors (MIN, MAX, etc.)

Posted by mi...@apache.org.
http://git-wip-us.apache.org/repos/asf/lucene-solr/blob/e357f957/lucene/core/src/test/org/apache/lucene/index/TestIndexSorting.java
----------------------------------------------------------------------
diff --git a/lucene/core/src/test/org/apache/lucene/index/TestIndexSorting.java b/lucene/core/src/test/org/apache/lucene/index/TestIndexSorting.java
index 3c457f3..e25558d 100644
--- a/lucene/core/src/test/org/apache/lucene/index/TestIndexSorting.java
+++ b/lucene/core/src/test/org/apache/lucene/index/TestIndexSorting.java
@@ -61,6 +61,8 @@ import org.apache.lucene.search.Query;
 import org.apache.lucene.search.ScoreDoc;
 import org.apache.lucene.search.Sort;
 import org.apache.lucene.search.SortField;
+import org.apache.lucene.search.SortedNumericSortField;
+import org.apache.lucene.search.SortedSetSortField;
 import org.apache.lucene.search.TermQuery;
 import org.apache.lucene.search.TermStatistics;
 import org.apache.lucene.search.TopDocs;
@@ -111,6 +113,46 @@ public class TestIndexSorting extends LuceneTestCase {
     dir.close();
   }
 
+  public void testBasicMultiValuedString() throws Exception {
+    Directory dir = newDirectory();
+    IndexWriterConfig iwc = new IndexWriterConfig(new MockAnalyzer(random()));
+    Sort indexSort = new Sort(new SortedSetSortField("foo", false));
+    iwc.setIndexSort(indexSort);
+    IndexWriter w = new IndexWriter(dir, iwc);
+    Document doc = new Document();
+    doc.add(new NumericDocValuesField("id", 3));
+    doc.add(new SortedSetDocValuesField("foo", new BytesRef("zzz")));
+    w.addDocument(doc);
+    // so we get more than one segment, so that forceMerge actually does merge, since we only get a sorted segment by merging:
+    w.commit();
+
+    doc = new Document();
+    doc.add(new NumericDocValuesField("id", 1));
+    doc.add(new SortedSetDocValuesField("foo", new BytesRef("aaa")));
+    doc.add(new SortedSetDocValuesField("foo", new BytesRef("zzz")));
+    doc.add(new SortedSetDocValuesField("foo", new BytesRef("bcg")));
+    w.addDocument(doc);
+    w.commit();
+
+    doc = new Document();
+    doc.add(new NumericDocValuesField("id", 2));
+    doc.add(new SortedSetDocValuesField("foo", new BytesRef("mmm")));
+    doc.add(new SortedSetDocValuesField("foo", new BytesRef("pppp")));
+    w.addDocument(doc);
+    w.forceMerge(1);
+
+    DirectoryReader r = DirectoryReader.open(w);
+    LeafReader leaf = getOnlyLeafReader(r);
+    assertEquals(3, leaf.maxDoc());
+    NumericDocValues values = leaf.getNumericDocValues("id");
+    assertEquals(1l, values.get(0));
+    assertEquals(2l, values.get(1));
+    assertEquals(3l, values.get(2));
+    r.close();
+    w.close();
+    dir.close();
+  }
+
   public void testMissingStringFirst() throws Exception {
     Directory dir = newDirectory();
     IndexWriterConfig iwc = new IndexWriterConfig(new MockAnalyzer(random()));
@@ -146,6 +188,48 @@ public class TestIndexSorting extends LuceneTestCase {
     dir.close();
   }
 
+  public void testMissingMultiValuedStringFirst() throws Exception {
+    Directory dir = newDirectory();
+    IndexWriterConfig iwc = new IndexWriterConfig(new MockAnalyzer(random()));
+    SortField sortField = new SortedSetSortField("foo", false);
+    sortField.setMissingValue(SortField.STRING_FIRST);
+    Sort indexSort = new Sort(sortField);
+    iwc.setIndexSort(indexSort);
+    IndexWriter w = new IndexWriter(dir, iwc);
+    Document doc = new Document();
+    doc.add(new NumericDocValuesField("id", 3));
+    doc.add(new SortedSetDocValuesField("foo", new BytesRef("zzz")));
+    doc.add(new SortedSetDocValuesField("foo", new BytesRef("zzza")));
+    doc.add(new SortedSetDocValuesField("foo", new BytesRef("zzzd")));
+    w.addDocument(doc);
+    // so we get more than one segment, so that forceMerge actually does merge, since we only get a sorted segment by merging:
+    w.commit();
+
+    // missing
+    doc = new Document();
+    doc.add(new NumericDocValuesField("id", 1));
+    w.addDocument(doc);
+    w.commit();
+
+    doc = new Document();
+    doc.add(new NumericDocValuesField("id", 2));
+    doc.add(new SortedSetDocValuesField("foo", new BytesRef("mmm")));
+    doc.add(new SortedSetDocValuesField("foo", new BytesRef("nnnn")));
+    w.addDocument(doc);
+    w.forceMerge(1);
+
+    DirectoryReader r = DirectoryReader.open(w);
+    LeafReader leaf = getOnlyLeafReader(r);
+    assertEquals(3, leaf.maxDoc());
+    NumericDocValues values = leaf.getNumericDocValues("id");
+    assertEquals(1l, values.get(0));
+    assertEquals(2l, values.get(1));
+    assertEquals(3l, values.get(2));
+    r.close();
+    w.close();
+    dir.close();
+  }
+
   public void testMissingStringLast() throws Exception {
     Directory dir = newDirectory();
     IndexWriterConfig iwc = new IndexWriterConfig(new MockAnalyzer(random()));
@@ -181,6 +265,47 @@ public class TestIndexSorting extends LuceneTestCase {
     dir.close();
   }
 
+  public void testMissingMultiValuedStringLast() throws Exception {
+    Directory dir = newDirectory();
+    IndexWriterConfig iwc = new IndexWriterConfig(new MockAnalyzer(random()));
+    SortField sortField = new SortedSetSortField("foo", false);
+    sortField.setMissingValue(SortField.STRING_LAST);
+    Sort indexSort = new Sort(sortField);
+    iwc.setIndexSort(indexSort);
+    IndexWriter w = new IndexWriter(dir, iwc);
+    Document doc = new Document();
+    doc.add(new NumericDocValuesField("id", 2));
+    doc.add(new SortedSetDocValuesField("foo", new BytesRef("zzz")));
+    doc.add(new SortedSetDocValuesField("foo", new BytesRef("zzzd")));
+    w.addDocument(doc);
+    // so we get more than one segment, so that forceMerge actually does merge, since we only get a sorted segment by merging:
+    w.commit();
+
+    // missing
+    doc = new Document();
+    doc.add(new NumericDocValuesField("id", 3));
+    w.addDocument(doc);
+    w.commit();
+
+    doc = new Document();
+    doc.add(new NumericDocValuesField("id", 1));
+    doc.add(new SortedSetDocValuesField("foo", new BytesRef("mmm")));
+    doc.add(new SortedSetDocValuesField("foo", new BytesRef("ppp")));
+    w.addDocument(doc);
+    w.forceMerge(1);
+
+    DirectoryReader r = DirectoryReader.open(w);
+    LeafReader leaf = getOnlyLeafReader(r);
+    assertEquals(3, leaf.maxDoc());
+    NumericDocValues values = leaf.getNumericDocValues("id");
+    assertEquals(1l, values.get(0));
+    assertEquals(2l, values.get(1));
+    assertEquals(3l, values.get(2));
+    r.close();
+    w.close();
+    dir.close();
+  }
+
   public void testBasicLong() throws Exception {
     Directory dir = newDirectory();
     IndexWriterConfig iwc = new IndexWriterConfig(new MockAnalyzer(random()));
@@ -215,6 +340,45 @@ public class TestIndexSorting extends LuceneTestCase {
     dir.close();
   }
 
+  public void testBasicMultiValuedLong() throws Exception {
+    Directory dir = newDirectory();
+    IndexWriterConfig iwc = new IndexWriterConfig(new MockAnalyzer(random()));
+    Sort indexSort = new Sort(new SortedNumericSortField("foo", SortField.Type.LONG));
+    iwc.setIndexSort(indexSort);
+    IndexWriter w = new IndexWriter(dir, iwc);
+    Document doc = new Document();
+    doc.add(new NumericDocValuesField("id", 3));
+    doc.add(new SortedNumericDocValuesField("foo", 18));
+    doc.add(new SortedNumericDocValuesField("foo", 35));
+    w.addDocument(doc);
+    // so we get more than one segment, so that forceMerge actually does merge, since we only get a sorted segment by merging:
+    w.commit();
+
+    doc = new Document();
+    doc.add(new NumericDocValuesField("id", 1));
+    doc.add(new SortedNumericDocValuesField("foo", -1));
+    w.addDocument(doc);
+    w.commit();
+
+    doc = new Document();
+    doc.add(new NumericDocValuesField("id", 2));
+    doc.add(new SortedNumericDocValuesField("foo", 7));
+    doc.add(new SortedNumericDocValuesField("foo", 22));
+    w.addDocument(doc);
+    w.forceMerge(1);
+
+    DirectoryReader r = DirectoryReader.open(w);
+    LeafReader leaf = getOnlyLeafReader(r);
+    assertEquals(3, leaf.maxDoc());
+    NumericDocValues values = leaf.getNumericDocValues("id");
+    assertEquals(1, values.get(0));
+    assertEquals(2, values.get(1));
+    assertEquals(3, values.get(2));
+    r.close();
+    w.close();
+    dir.close();
+  }
+
   public void testMissingLongFirst() throws Exception {
     Directory dir = newDirectory();
     IndexWriterConfig iwc = new IndexWriterConfig(new MockAnalyzer(random()));
@@ -247,21 +411,439 @@ public class TestIndexSorting extends LuceneTestCase {
     assertFalse(docsWithField.get(0));
     assertEquals(7, values.get(1));
     assertEquals(18, values.get(2));
+  }
+
+  public void testMissingMultiValuedLongFirst() throws Exception {
+    Directory dir = newDirectory();
+    IndexWriterConfig iwc = new IndexWriterConfig(new MockAnalyzer(random()));
+    SortField sortField = new SortedNumericSortField("foo", SortField.Type.LONG);
+    sortField.setMissingValue(Long.valueOf(Long.MIN_VALUE));
+    Sort indexSort = new Sort(sortField);
+    iwc.setIndexSort(indexSort);
+    IndexWriter w = new IndexWriter(dir, iwc);
+    Document doc = new Document();
+    doc.add(new NumericDocValuesField("id", 3));
+    doc.add(new SortedNumericDocValuesField("foo", 18));
+    doc.add(new SortedNumericDocValuesField("foo", 27));
+    w.addDocument(doc);
+    // so we get more than one segment, so that forceMerge actually does merge, since we only get a sorted segment by merging:
+    w.commit();
+
+    // missing
+    doc = new Document();
+    doc.add(new NumericDocValuesField("id", 1));
+    w.addDocument(doc);
+    w.commit();
+
+    doc = new Document();
+    doc.add(new NumericDocValuesField("id", 2));
+    doc.add(new SortedNumericDocValuesField("foo", 7));
+    doc.add(new SortedNumericDocValuesField("foo", 24));
+    w.addDocument(doc);
+    w.forceMerge(1);
+
+    DirectoryReader r = DirectoryReader.open(w);
+    LeafReader leaf = getOnlyLeafReader(r);
+    assertEquals(3, leaf.maxDoc());
+    NumericDocValues values = leaf.getNumericDocValues("id");
+    assertEquals(1, values.get(0));
+    assertEquals(2, values.get(1));
+    assertEquals(3, values.get(2));
+    r.close();
+    w.close();
+    dir.close();
+  }
+
+  public void testMissingLongLast() throws Exception {
+    Directory dir = newDirectory();
+    IndexWriterConfig iwc = new IndexWriterConfig(new MockAnalyzer(random()));
+    SortField sortField = new SortField("foo", SortField.Type.LONG);
+    sortField.setMissingValue(Long.valueOf(Long.MAX_VALUE));
+    Sort indexSort = new Sort(sortField);
+    iwc.setIndexSort(indexSort);
+    IndexWriter w = new IndexWriter(dir, iwc);
+    Document doc = new Document();
+    doc.add(new NumericDocValuesField("foo", 18));
+    w.addDocument(doc);
+    // so we get more than one segment, so that forceMerge actually does merge, since we only get a sorted segment by merging:
+    w.commit();
+
+    // missing
+    w.addDocument(new Document());
+    w.commit();
+
+    doc = new Document();
+    doc.add(new NumericDocValuesField("foo", 7));
+    w.addDocument(doc);
+    w.forceMerge(1);
+
+    DirectoryReader r = DirectoryReader.open(w);
+    LeafReader leaf = getOnlyLeafReader(r);
+    assertEquals(3, leaf.maxDoc());
+    NumericDocValues values = leaf.getNumericDocValues("foo");
+    assertEquals(7, values.get(0));
+    assertEquals(18, values.get(1));
+    r.close();
+    w.close();
+    dir.close();
+  }
+
+  public void testMissingMultiValuedLongLast() throws Exception {
+    Directory dir = newDirectory();
+    IndexWriterConfig iwc = new IndexWriterConfig(new MockAnalyzer(random()));
+    SortField sortField = new SortedNumericSortField("foo", SortField.Type.LONG);
+    sortField.setMissingValue(Long.valueOf(Long.MAX_VALUE));
+    Sort indexSort = new Sort(sortField);
+    iwc.setIndexSort(indexSort);
+    IndexWriter w = new IndexWriter(dir, iwc);
+    Document doc = new Document();
+    doc.add(new NumericDocValuesField("id", 2));
+    doc.add(new SortedNumericDocValuesField("foo", 18));
+    doc.add(new SortedNumericDocValuesField("foo", 65));
+    w.addDocument(doc);
+    // so we get more than one segment, so that forceMerge actually does merge, since we only get a sorted segment by merging:
+    w.commit();
+
+    // missing
+    doc = new Document();
+    doc.add(new NumericDocValuesField("id", 3));
+    w.addDocument(doc);
+    w.commit();
+
+    doc = new Document();
+    doc.add(new NumericDocValuesField("id", 1));
+    doc.add(new SortedNumericDocValuesField("foo", 7));
+    doc.add(new SortedNumericDocValuesField("foo", 34));
+    doc.add(new SortedNumericDocValuesField("foo", 74));
+    w.addDocument(doc);
+    w.forceMerge(1);
+
+    DirectoryReader r = DirectoryReader.open(w);
+    LeafReader leaf = getOnlyLeafReader(r);
+    assertEquals(3, leaf.maxDoc());
+    NumericDocValues values = leaf.getNumericDocValues("id");
+    assertEquals(1, values.get(0));
+    assertEquals(2, values.get(1));
+    assertEquals(3, values.get(2));
+    r.close();
+    w.close();
+    dir.close();
+  }
+
+  public void testBasicInt() throws Exception {
+    Directory dir = newDirectory();
+    IndexWriterConfig iwc = new IndexWriterConfig(new MockAnalyzer(random()));
+    Sort indexSort = new Sort(new SortField("foo", SortField.Type.INT));
+    iwc.setIndexSort(indexSort);
+    IndexWriter w = new IndexWriter(dir, iwc);
+    Document doc = new Document();
+    doc.add(new NumericDocValuesField("foo", 18));
+    w.addDocument(doc);
+    // so we get more than one segment, so that forceMerge actually does merge, since we only get a sorted segment by merging:
+    w.commit();
+
+    doc = new Document();
+    doc.add(new NumericDocValuesField("foo", -1));
+    w.addDocument(doc);
+    w.commit();
+
+    doc = new Document();
+    doc.add(new NumericDocValuesField("foo", 7));
+    w.addDocument(doc);
+    w.forceMerge(1);
+
+    DirectoryReader r = DirectoryReader.open(w);
+    LeafReader leaf = getOnlyLeafReader(r);
+    assertEquals(3, leaf.maxDoc());
+    NumericDocValues values = leaf.getNumericDocValues("foo");
+    assertEquals(-1, values.get(0));
+    assertEquals(7, values.get(1));
+    assertEquals(18, values.get(2));
+    r.close();
+    w.close();
+    dir.close();
+  }
+
+  public void testBasicMultiValuedInt() throws Exception {
+    Directory dir = newDirectory();
+    IndexWriterConfig iwc = new IndexWriterConfig(new MockAnalyzer(random()));
+    Sort indexSort = new Sort(new SortedNumericSortField("foo", SortField.Type.INT));
+    iwc.setIndexSort(indexSort);
+    IndexWriter w = new IndexWriter(dir, iwc);
+    Document doc = new Document();
+    doc.add(new NumericDocValuesField("id", 3));
+    doc.add(new SortedNumericDocValuesField("foo", 18));
+    doc.add(new SortedNumericDocValuesField("foo", 34));
+    w.addDocument(doc);
+    // so we get more than one segment, so that forceMerge actually does merge, since we only get a sorted segment by merging:
+    w.commit();
+
+    doc = new Document();
+    doc.add(new NumericDocValuesField("id", 1));
+    doc.add(new SortedNumericDocValuesField("foo", -1));
+    doc.add(new SortedNumericDocValuesField("foo", 34));
+    w.addDocument(doc);
+    w.commit();
+
+    doc = new Document();
+    doc.add(new NumericDocValuesField("id", 2));
+    doc.add(new SortedNumericDocValuesField("foo", 7));
+    doc.add(new SortedNumericDocValuesField("foo", 22));
+    doc.add(new SortedNumericDocValuesField("foo", 27));
+    w.addDocument(doc);
+    w.forceMerge(1);
+
+    DirectoryReader r = DirectoryReader.open(w);
+    LeafReader leaf = getOnlyLeafReader(r);
+    assertEquals(3, leaf.maxDoc());
+    NumericDocValues values = leaf.getNumericDocValues("id");
+    assertEquals(1, values.get(0));
+    assertEquals(2, values.get(1));
+    assertEquals(3, values.get(2));
+    r.close();
+    w.close();
+    dir.close();
+  }
+
+  public void testMissingIntFirst() throws Exception {
+    Directory dir = newDirectory();
+    IndexWriterConfig iwc = new IndexWriterConfig(new MockAnalyzer(random()));
+    SortField sortField = new SortField("foo", SortField.Type.INT);
+    sortField.setMissingValue(Integer.valueOf(Integer.MIN_VALUE));
+    Sort indexSort = new Sort(sortField);
+    iwc.setIndexSort(indexSort);
+    IndexWriter w = new IndexWriter(dir, iwc);
+    Document doc = new Document();
+    doc.add(new NumericDocValuesField("foo", 18));
+    w.addDocument(doc);
+    // so we get more than one segment, so that forceMerge actually does merge, since we only get a sorted segment by merging:
+    w.commit();
+
+    // missing
+    w.addDocument(new Document());
+    w.commit();
+
+    doc = new Document();
+    doc.add(new NumericDocValuesField("foo", 7));
+    w.addDocument(doc);
+    w.forceMerge(1);
+
+    DirectoryReader r = DirectoryReader.open(w);
+    LeafReader leaf = getOnlyLeafReader(r);
+    assertEquals(3, leaf.maxDoc());
+    NumericDocValues values = leaf.getNumericDocValues("foo");
+    Bits docsWithField = leaf.getDocsWithField("foo");
+    assertEquals(0, values.get(0));
+    assertFalse(docsWithField.get(0));
+    assertEquals(7, values.get(1));
+    assertEquals(18, values.get(2));
+    r.close();
+    w.close();
+    dir.close();
+  }
+
+  public void testMissingMultiValuedIntFirst() throws Exception {
+    Directory dir = newDirectory();
+    IndexWriterConfig iwc = new IndexWriterConfig(new MockAnalyzer(random()));
+    SortField sortField = new SortedNumericSortField("foo", SortField.Type.INT);
+    sortField.setMissingValue(Integer.valueOf(Integer.MIN_VALUE));
+    Sort indexSort = new Sort(sortField);
+    iwc.setIndexSort(indexSort);
+    IndexWriter w = new IndexWriter(dir, iwc);
+    Document doc = new Document();
+    doc.add(new NumericDocValuesField("id", 3));
+    doc.add(new SortedNumericDocValuesField("foo", 18));
+    doc.add(new SortedNumericDocValuesField("foo", 187667));
+    w.addDocument(doc);
+    // so we get more than one segment, so that forceMerge actually does merge, since we only get a sorted segment by merging:
+    w.commit();
+
+    // missing
+    doc = new Document();
+    doc.add(new NumericDocValuesField("id", 1));
+    w.addDocument(doc);
+    w.commit();
+
+    doc = new Document();
+    doc.add(new NumericDocValuesField("id", 2));
+    doc.add(new SortedNumericDocValuesField("foo", 7));
+    doc.add(new SortedNumericDocValuesField("foo", 34));
+    w.addDocument(doc);
+    w.forceMerge(1);
+
+    DirectoryReader r = DirectoryReader.open(w);
+    LeafReader leaf = getOnlyLeafReader(r);
+    assertEquals(3, leaf.maxDoc());
+    NumericDocValues values = leaf.getNumericDocValues("id");
+    assertEquals(1, values.get(0));
+    assertEquals(2, values.get(1));
+    assertEquals(3, values.get(2));
+    r.close();
+    w.close();
+    dir.close();
+  }
+
+  public void testMissingIntLast() throws Exception {
+    Directory dir = newDirectory();
+    IndexWriterConfig iwc = new IndexWriterConfig(new MockAnalyzer(random()));
+    SortField sortField = new SortField("foo", SortField.Type.INT);
+    sortField.setMissingValue(Integer.valueOf(Integer.MAX_VALUE));
+    Sort indexSort = new Sort(sortField);
+    iwc.setIndexSort(indexSort);
+    IndexWriter w = new IndexWriter(dir, iwc);
+    Document doc = new Document();
+    doc.add(new NumericDocValuesField("foo", 18));
+    w.addDocument(doc);
+    // so we get more than one segment, so that forceMerge actually does merge, since we only get a sorted segment by merging:
+    w.commit();
+
+    // missing
+    w.addDocument(new Document());
+    w.commit();
+
+    doc = new Document();
+    doc.add(new NumericDocValuesField("foo", 7));
+    w.addDocument(doc);
+    w.forceMerge(1);
+
+    DirectoryReader r = DirectoryReader.open(w);
+    LeafReader leaf = getOnlyLeafReader(r);
+    assertEquals(3, leaf.maxDoc());
+    NumericDocValues values = leaf.getNumericDocValues("foo");
+    Bits docsWithField = leaf.getDocsWithField("foo");
+    assertEquals(7, values.get(0));
+    assertEquals(18, values.get(1));
+    assertFalse(docsWithField.get(2));
+    r.close();
+    w.close();
+    dir.close();
+  }
+
+  public void testMissingMultiValuedIntLast() throws Exception {
+    Directory dir = newDirectory();
+    IndexWriterConfig iwc = new IndexWriterConfig(new MockAnalyzer(random()));
+    SortField sortField = new SortedNumericSortField("foo", SortField.Type.INT);
+    sortField.setMissingValue(Integer.valueOf(Integer.MAX_VALUE));
+    Sort indexSort = new Sort(sortField);
+    iwc.setIndexSort(indexSort);
+    IndexWriter w = new IndexWriter(dir, iwc);
+    Document doc = new Document();
+    doc.add(new NumericDocValuesField("id", 2));
+    doc.add(new SortedNumericDocValuesField("foo", 18));
+    doc.add(new SortedNumericDocValuesField("foo", 6372));
+    w.addDocument(doc);
+    // so we get more than one segment, so that forceMerge actually does merge, since we only get a sorted segment by merging:
+    w.commit();
+
+    // missing
+    doc = new Document();
+    doc.add(new NumericDocValuesField("id", 3));
+    w.addDocument(doc);
+    w.commit();
+
+    doc = new Document();
+    doc.add(new NumericDocValuesField("id", 1));
+    doc.add(new SortedNumericDocValuesField("foo", 7));
+    doc.add(new SortedNumericDocValuesField("foo", 8));
+    w.addDocument(doc);
+    w.forceMerge(1);
+
+    DirectoryReader r = DirectoryReader.open(w);
+    LeafReader leaf = getOnlyLeafReader(r);
+    assertEquals(3, leaf.maxDoc());
+    NumericDocValues values = leaf.getNumericDocValues("id");
+    assertEquals(1, values.get(0));
+    assertEquals(2, values.get(1));
+    assertEquals(3, values.get(2));
+    r.close();
+    w.close();
+    dir.close();
+  }
+
+  public void testBasicDouble() throws Exception {
+    Directory dir = newDirectory();
+    IndexWriterConfig iwc = new IndexWriterConfig(new MockAnalyzer(random()));
+    Sort indexSort = new Sort(new SortField("foo", SortField.Type.DOUBLE));
+    iwc.setIndexSort(indexSort);
+    IndexWriter w = new IndexWriter(dir, iwc);
+    Document doc = new Document();
+    doc.add(new DoubleDocValuesField("foo", 18.0));
+    w.addDocument(doc);
+    // so we get more than one segment, so that forceMerge actually does merge, since we only get a sorted segment by merging:
+    w.commit();
+
+    doc = new Document();
+    doc.add(new DoubleDocValuesField("foo", -1.0));
+    w.addDocument(doc);
+    w.commit();
+
+    doc = new Document();
+    doc.add(new DoubleDocValuesField("foo", 7.0));
+    w.addDocument(doc);
+    w.forceMerge(1);
+
+    DirectoryReader r = DirectoryReader.open(w);
+    LeafReader leaf = getOnlyLeafReader(r);
+    assertEquals(3, leaf.maxDoc());
+    NumericDocValues values = leaf.getNumericDocValues("foo");
+    assertEquals(-1.0, Double.longBitsToDouble(values.get(0)), 0.0);
+    assertEquals(7.0, Double.longBitsToDouble(values.get(1)), 0.0);
+    assertEquals(18.0, Double.longBitsToDouble(values.get(2)), 0.0);
+    r.close();
+    w.close();
+    dir.close();
+  }
+
+  public void testBasicMultiValuedDouble() throws Exception {
+    Directory dir = newDirectory();
+    IndexWriterConfig iwc = new IndexWriterConfig(new MockAnalyzer(random()));
+    Sort indexSort = new Sort(new SortedNumericSortField("foo", SortField.Type.DOUBLE));
+    iwc.setIndexSort(indexSort);
+    IndexWriter w = new IndexWriter(dir, iwc);
+    Document doc = new Document();
+    doc.add(new NumericDocValuesField("id", 3));
+    doc.add(new SortedNumericDocValuesField("foo", NumericUtils.doubleToSortableLong(7.54)));
+    doc.add(new SortedNumericDocValuesField("foo", NumericUtils.doubleToSortableLong(27.0)));
+    w.addDocument(doc);
+    // so we get more than one segment, so that forceMerge actually does merge, since we only get a sorted segment by merging:
+    w.commit();
+
+    doc = new Document();
+    doc.add(new NumericDocValuesField("id", 1));
+    doc.add(new SortedNumericDocValuesField("foo", NumericUtils.doubleToSortableLong(-1.0)));
+    doc.add(new SortedNumericDocValuesField("foo", NumericUtils.doubleToSortableLong(0.0)));
+    w.addDocument(doc);
+    w.commit();
+
+    doc = new Document();
+    doc.add(new NumericDocValuesField("id", 2));
+    doc.add(new SortedNumericDocValuesField("foo", NumericUtils.doubleToSortableLong(7.0)));
+    doc.add(new SortedNumericDocValuesField("foo", NumericUtils.doubleToSortableLong(7.67)));
+    w.addDocument(doc);
+    w.forceMerge(1);
+
+    DirectoryReader r = DirectoryReader.open(w);
+    LeafReader leaf = getOnlyLeafReader(r);
+    assertEquals(3, leaf.maxDoc());
+    NumericDocValues values = leaf.getNumericDocValues("id");
+    assertEquals(1, values.get(0));
+    assertEquals(2, values.get(1));
+    assertEquals(3, values.get(2));
     r.close();
     w.close();
     dir.close();
   }
 
-  public void testMissingLongLast() throws Exception {
+  public void testMissingDoubleFirst() throws Exception {
     Directory dir = newDirectory();
     IndexWriterConfig iwc = new IndexWriterConfig(new MockAnalyzer(random()));
-    SortField sortField = new SortField("foo", SortField.Type.LONG);
-    sortField.setMissingValue(Long.valueOf(Long.MAX_VALUE));
+    SortField sortField = new SortField("foo", SortField.Type.DOUBLE);
+    sortField.setMissingValue(Double.NEGATIVE_INFINITY);
     Sort indexSort = new Sort(sortField);
     iwc.setIndexSort(indexSort);
     IndexWriter w = new IndexWriter(dir, iwc);
     Document doc = new Document();
-    doc.add(new NumericDocValuesField("foo", 18));
+    doc.add(new DoubleDocValuesField("foo", 18.0));
     w.addDocument(doc);
     // so we get more than one segment, so that forceMerge actually does merge, since we only get a sorted segment by merging:
     w.commit();
@@ -271,7 +853,7 @@ public class TestIndexSorting extends LuceneTestCase {
     w.commit();
 
     doc = new Document();
-    doc.add(new NumericDocValuesField("foo", 7));
+    doc.add(new DoubleDocValuesField("foo", 7.0));
     w.addDocument(doc);
     w.forceMerge(1);
 
@@ -280,59 +862,66 @@ public class TestIndexSorting extends LuceneTestCase {
     assertEquals(3, leaf.maxDoc());
     NumericDocValues values = leaf.getNumericDocValues("foo");
     Bits docsWithField = leaf.getDocsWithField("foo");
-    assertEquals(7, values.get(0));
-    assertEquals(18, values.get(1));
-    assertEquals(0, values.get(2));
-    assertFalse(docsWithField.get(2));
+    assertEquals(0.0, Double.longBitsToDouble(values.get(0)), 0.0);
+    assertFalse(docsWithField.get(0));
+    assertEquals(7.0, Double.longBitsToDouble(values.get(1)), 0.0);
+    assertEquals(18.0, Double.longBitsToDouble(values.get(2)), 0.0);
     r.close();
     w.close();
     dir.close();
   }
 
-  public void testBasicInt() throws Exception {
+  public void testMissingMultiValuedDoubleFirst() throws Exception {
     Directory dir = newDirectory();
     IndexWriterConfig iwc = new IndexWriterConfig(new MockAnalyzer(random()));
-    Sort indexSort = new Sort(new SortField("foo", SortField.Type.INT));
+    SortField sortField = new SortedNumericSortField("foo", SortField.Type.DOUBLE);
+    sortField.setMissingValue(Double.NEGATIVE_INFINITY);
+    Sort indexSort = new Sort(sortField);
     iwc.setIndexSort(indexSort);
     IndexWriter w = new IndexWriter(dir, iwc);
     Document doc = new Document();
-    doc.add(new NumericDocValuesField("foo", 18));
+    doc.add(new NumericDocValuesField("id", 3));
+    doc.add(new SortedNumericDocValuesField("foo", NumericUtils.doubleToSortableLong(18.0)));
+    doc.add(new SortedNumericDocValuesField("foo", NumericUtils.doubleToSortableLong(18.76)));
     w.addDocument(doc);
     // so we get more than one segment, so that forceMerge actually does merge, since we only get a sorted segment by merging:
     w.commit();
 
+    // missing
     doc = new Document();
-    doc.add(new NumericDocValuesField("foo", -1));
+    doc.add(new NumericDocValuesField("id", 1));
     w.addDocument(doc);
     w.commit();
 
     doc = new Document();
-    doc.add(new NumericDocValuesField("foo", 7));
+    doc.add(new NumericDocValuesField("id", 2));
+    doc.add(new SortedNumericDocValuesField("foo", NumericUtils.doubleToSortableLong(7.0)));
+    doc.add(new SortedNumericDocValuesField("foo", NumericUtils.doubleToSortableLong(70.0)));
     w.addDocument(doc);
     w.forceMerge(1);
 
     DirectoryReader r = DirectoryReader.open(w);
     LeafReader leaf = getOnlyLeafReader(r);
     assertEquals(3, leaf.maxDoc());
-    NumericDocValues values = leaf.getNumericDocValues("foo");
-    assertEquals(-1, values.get(0));
-    assertEquals(7, values.get(1));
-    assertEquals(18, values.get(2));
+    NumericDocValues values = leaf.getNumericDocValues("id");
+    assertEquals(1, values.get(0));
+    assertEquals(2, values.get(1));
+    assertEquals(3, values.get(2));
     r.close();
     w.close();
     dir.close();
   }
 
-  public void testMissingIntFirst() throws Exception {
+  public void testMissingDoubleLast() throws Exception {
     Directory dir = newDirectory();
     IndexWriterConfig iwc = new IndexWriterConfig(new MockAnalyzer(random()));
-    SortField sortField = new SortField("foo", SortField.Type.INT);
-    sortField.setMissingValue(Integer.valueOf(Integer.MIN_VALUE));
+    SortField sortField = new SortField("foo", SortField.Type.DOUBLE);
+    sortField.setMissingValue(Double.POSITIVE_INFINITY);
     Sort indexSort = new Sort(sortField);
     iwc.setIndexSort(indexSort);
     IndexWriter w = new IndexWriter(dir, iwc);
     Document doc = new Document();
-    doc.add(new NumericDocValuesField("foo", 18));
+    doc.add(new DoubleDocValuesField("foo", 18.0));
     w.addDocument(doc);
     // so we get more than one segment, so that forceMerge actually does merge, since we only get a sorted segment by merging:
     w.commit();
@@ -342,7 +931,7 @@ public class TestIndexSorting extends LuceneTestCase {
     w.commit();
 
     doc = new Document();
-    doc.add(new NumericDocValuesField("foo", 7));
+    doc.add(new DoubleDocValuesField("foo", 7.0));
     w.addDocument(doc);
     w.forceMerge(1);
 
@@ -351,71 +940,75 @@ public class TestIndexSorting extends LuceneTestCase {
     assertEquals(3, leaf.maxDoc());
     NumericDocValues values = leaf.getNumericDocValues("foo");
     Bits docsWithField = leaf.getDocsWithField("foo");
-    assertEquals(0, values.get(0));
-    assertFalse(docsWithField.get(0));
-    assertEquals(7, values.get(1));
-    assertEquals(18, values.get(2));
+    assertEquals(7.0, Double.longBitsToDouble(values.get(0)), 0.0);
+    assertEquals(18.0, Double.longBitsToDouble(values.get(1)), 0.0);
+    assertEquals(0.0, Double.longBitsToDouble(values.get(2)), 0.0);
+    assertFalse(docsWithField.get(2));
     r.close();
     w.close();
     dir.close();
   }
 
-  public void testMissingIntLast() throws Exception {
+  public void testMissingMultiValuedDoubleLast() throws Exception {
     Directory dir = newDirectory();
     IndexWriterConfig iwc = new IndexWriterConfig(new MockAnalyzer(random()));
-    SortField sortField = new SortField("foo", SortField.Type.INT);
-    sortField.setMissingValue(Integer.valueOf(Integer.MAX_VALUE));
+    SortField sortField = new SortedNumericSortField("foo", SortField.Type.DOUBLE);
+    sortField.setMissingValue(Double.POSITIVE_INFINITY);
     Sort indexSort = new Sort(sortField);
     iwc.setIndexSort(indexSort);
     IndexWriter w = new IndexWriter(dir, iwc);
     Document doc = new Document();
-    doc.add(new NumericDocValuesField("foo", 18));
+    doc.add(new NumericDocValuesField("id", 2));
+    doc.add(new SortedNumericDocValuesField("foo", NumericUtils.doubleToSortableLong(18.0)));
+    doc.add(new SortedNumericDocValuesField("foo", NumericUtils.doubleToSortableLong(8262.0)));
     w.addDocument(doc);
     // so we get more than one segment, so that forceMerge actually does merge, since we only get a sorted segment by merging:
     w.commit();
 
     // missing
-    w.addDocument(new Document());
+    doc = new Document();
+    doc.add(new NumericDocValuesField("id", 3));
+    w.addDocument(doc);
     w.commit();
 
     doc = new Document();
-    doc.add(new NumericDocValuesField("foo", 7));
+    doc.add(new NumericDocValuesField("id", 1));
+    doc.add(new SortedNumericDocValuesField("foo", NumericUtils.doubleToSortableLong(7.0)));
+    doc.add(new SortedNumericDocValuesField("foo", NumericUtils.doubleToSortableLong(7.87)));
     w.addDocument(doc);
     w.forceMerge(1);
 
     DirectoryReader r = DirectoryReader.open(w);
     LeafReader leaf = getOnlyLeafReader(r);
     assertEquals(3, leaf.maxDoc());
-    NumericDocValues values = leaf.getNumericDocValues("foo");
-    Bits docsWithField = leaf.getDocsWithField("foo");
-    assertEquals(7, values.get(0));
-    assertEquals(18, values.get(1));
-    assertEquals(0, values.get(2));
-    assertFalse(docsWithField.get(2));
+    NumericDocValues values = leaf.getNumericDocValues("id");
+    assertEquals(1, values.get(0));
+    assertEquals(2, values.get(1));
+    assertEquals(3, values.get(2));
     r.close();
     w.close();
     dir.close();
   }
 
-  public void testBasicDouble() throws Exception {
+  public void testBasicFloat() throws Exception {
     Directory dir = newDirectory();
     IndexWriterConfig iwc = new IndexWriterConfig(new MockAnalyzer(random()));
-    Sort indexSort = new Sort(new SortField("foo", SortField.Type.DOUBLE));
+    Sort indexSort = new Sort(new SortField("foo", SortField.Type.FLOAT));
     iwc.setIndexSort(indexSort);
     IndexWriter w = new IndexWriter(dir, iwc);
     Document doc = new Document();
-    doc.add(new DoubleDocValuesField("foo", 18.0));
+    doc.add(new FloatDocValuesField("foo", 18.0f));
     w.addDocument(doc);
     // so we get more than one segment, so that forceMerge actually does merge, since we only get a sorted segment by merging:
     w.commit();
 
     doc = new Document();
-    doc.add(new DoubleDocValuesField("foo", -1.0));
+    doc.add(new FloatDocValuesField("foo", -1.0f));
     w.addDocument(doc);
     w.commit();
 
     doc = new Document();
-    doc.add(new DoubleDocValuesField("foo", 7.0));
+    doc.add(new FloatDocValuesField("foo", 7.0f));
     w.addDocument(doc);
     w.forceMerge(1);
 
@@ -431,53 +1024,55 @@ public class TestIndexSorting extends LuceneTestCase {
     dir.close();
   }
 
-  public void testMissingDoubleFirst() throws Exception {
+  public void testBasicMultiValuedFloat() throws Exception {
     Directory dir = newDirectory();
     IndexWriterConfig iwc = new IndexWriterConfig(new MockAnalyzer(random()));
-    SortField sortField = new SortField("foo", SortField.Type.DOUBLE);
-    sortField.setMissingValue(Double.NEGATIVE_INFINITY);
-    Sort indexSort = new Sort(sortField);
+    Sort indexSort = new Sort(new SortedNumericSortField("foo", SortField.Type.FLOAT));
     iwc.setIndexSort(indexSort);
     IndexWriter w = new IndexWriter(dir, iwc);
     Document doc = new Document();
-    doc.add(new DoubleDocValuesField("foo", 18.0));
+    doc.add(new NumericDocValuesField("id", 3));
+    doc.add(new SortedNumericDocValuesField("foo", NumericUtils.floatToSortableInt(18.0f)));
+    doc.add(new SortedNumericDocValuesField("foo", NumericUtils.floatToSortableInt(29.0f)));
     w.addDocument(doc);
     // so we get more than one segment, so that forceMerge actually does merge, since we only get a sorted segment by merging:
     w.commit();
 
-    // missing
-    w.addDocument(new Document());
+    doc = new Document();
+    doc.add(new NumericDocValuesField("id", 1));
+    doc.add(new SortedNumericDocValuesField("foo", NumericUtils.floatToSortableInt(-1.0f)));
+    doc.add(new SortedNumericDocValuesField("foo", NumericUtils.floatToSortableInt(34.0f)));
+    w.addDocument(doc);
     w.commit();
 
     doc = new Document();
-    doc.add(new DoubleDocValuesField("foo", 7.0));
+    doc.add(new NumericDocValuesField("id", 2));
+    doc.add(new SortedNumericDocValuesField("foo", NumericUtils.floatToSortableInt(7.0f)));
     w.addDocument(doc);
     w.forceMerge(1);
 
     DirectoryReader r = DirectoryReader.open(w);
     LeafReader leaf = getOnlyLeafReader(r);
     assertEquals(3, leaf.maxDoc());
-    NumericDocValues values = leaf.getNumericDocValues("foo");
-    Bits docsWithField = leaf.getDocsWithField("foo");
-    assertEquals(0.0, Double.longBitsToDouble(values.get(0)), 0.0);
-    assertFalse(docsWithField.get(0));
-    assertEquals(7.0, Double.longBitsToDouble(values.get(1)), 0.0);
-    assertEquals(18.0, Double.longBitsToDouble(values.get(2)), 0.0);
+    NumericDocValues values = leaf.getNumericDocValues("id");
+    assertEquals(1, values.get(0));
+    assertEquals(2, values.get(1));
+    assertEquals(3, values.get(2));
     r.close();
     w.close();
     dir.close();
   }
 
-  public void testMissingDoubleLast() throws Exception {
+  public void testMissingFloatFirst() throws Exception {
     Directory dir = newDirectory();
     IndexWriterConfig iwc = new IndexWriterConfig(new MockAnalyzer(random()));
-    SortField sortField = new SortField("foo", SortField.Type.DOUBLE);
-    sortField.setMissingValue(Double.POSITIVE_INFINITY);
+    SortField sortField = new SortField("foo", SortField.Type.FLOAT);
+    sortField.setMissingValue(Float.NEGATIVE_INFINITY);
     Sort indexSort = new Sort(sortField);
     iwc.setIndexSort(indexSort);
     IndexWriter w = new IndexWriter(dir, iwc);
     Document doc = new Document();
-    doc.add(new DoubleDocValuesField("foo", 18.0));
+    doc.add(new FloatDocValuesField("foo", 18.0f));
     w.addDocument(doc);
     // so we get more than one segment, so that forceMerge actually does merge, since we only get a sorted segment by merging:
     w.commit();
@@ -487,7 +1082,7 @@ public class TestIndexSorting extends LuceneTestCase {
     w.commit();
 
     doc = new Document();
-    doc.add(new DoubleDocValuesField("foo", 7.0));
+    doc.add(new FloatDocValuesField("foo", 7.0f));
     w.addDocument(doc);
     w.forceMerge(1);
 
@@ -496,54 +1091,61 @@ public class TestIndexSorting extends LuceneTestCase {
     assertEquals(3, leaf.maxDoc());
     NumericDocValues values = leaf.getNumericDocValues("foo");
     Bits docsWithField = leaf.getDocsWithField("foo");
-    assertEquals(7.0, Double.longBitsToDouble(values.get(0)), 0.0);
-    assertEquals(18.0, Double.longBitsToDouble(values.get(1)), 0.0);
-    assertEquals(0.0, Double.longBitsToDouble(values.get(2)), 0.0);
-    assertFalse(docsWithField.get(2));
+    assertEquals(0.0f, Float.intBitsToFloat((int) values.get(0)), 0.0f);
+    assertFalse(docsWithField.get(0));
+    assertEquals(7.0f, Float.intBitsToFloat((int) values.get(1)), 0.0f);
+    assertEquals(18.0f, Float.intBitsToFloat((int) values.get(2)), 0.0f);
     r.close();
     w.close();
     dir.close();
   }
 
-  public void testBasicFloat() throws Exception {
+  public void testMissingMultiValuedFloatFirst() throws Exception {
     Directory dir = newDirectory();
     IndexWriterConfig iwc = new IndexWriterConfig(new MockAnalyzer(random()));
-    Sort indexSort = new Sort(new SortField("foo", SortField.Type.FLOAT));
+    SortField sortField = new SortedNumericSortField("foo", SortField.Type.FLOAT);
+    sortField.setMissingValue(Float.NEGATIVE_INFINITY);
+    Sort indexSort = new Sort(sortField);
     iwc.setIndexSort(indexSort);
     IndexWriter w = new IndexWriter(dir, iwc);
     Document doc = new Document();
-    doc.add(new FloatDocValuesField("foo", 18.0f));
+    doc.add(new NumericDocValuesField("id", 3));
+    doc.add(new SortedNumericDocValuesField("foo", NumericUtils.floatToSortableInt(18.0f)));
+    doc.add(new SortedNumericDocValuesField("foo", NumericUtils.floatToSortableInt(726.0f)));
     w.addDocument(doc);
     // so we get more than one segment, so that forceMerge actually does merge, since we only get a sorted segment by merging:
     w.commit();
 
+    // missing
     doc = new Document();
-    doc.add(new FloatDocValuesField("foo", -1.0f));
+    doc.add(new NumericDocValuesField("id", 1));
     w.addDocument(doc);
     w.commit();
 
     doc = new Document();
-    doc.add(new FloatDocValuesField("foo", 7.0f));
+    doc.add(new NumericDocValuesField("id", 2));
+    doc.add(new SortedNumericDocValuesField("foo", NumericUtils.floatToSortableInt(7.0f)));
+    doc.add(new SortedNumericDocValuesField("foo", NumericUtils.floatToSortableInt(18.0f)));
     w.addDocument(doc);
     w.forceMerge(1);
 
     DirectoryReader r = DirectoryReader.open(w);
     LeafReader leaf = getOnlyLeafReader(r);
     assertEquals(3, leaf.maxDoc());
-    NumericDocValues values = leaf.getNumericDocValues("foo");
-    assertEquals(-1.0f, Float.intBitsToFloat((int) values.get(0)), 0.0f);
-    assertEquals(7.0f, Float.intBitsToFloat((int) values.get(1)), 0.0f);
-    assertEquals(18.0f, Float.intBitsToFloat((int) values.get(2)), 0.0f);
+    NumericDocValues values = leaf.getNumericDocValues("id");
+    assertEquals(1, values.get(0));
+    assertEquals(2, values.get(1));
+    assertEquals(3, values.get(2));
     r.close();
     w.close();
     dir.close();
   }
 
-  public void testMissingFloatFirst() throws Exception {
+  public void testMissingFloatLast() throws Exception {
     Directory dir = newDirectory();
     IndexWriterConfig iwc = new IndexWriterConfig(new MockAnalyzer(random()));
     SortField sortField = new SortField("foo", SortField.Type.FLOAT);
-    sortField.setMissingValue(Float.NEGATIVE_INFINITY);
+    sortField.setMissingValue(Float.POSITIVE_INFINITY);
     Sort indexSort = new Sort(sortField);
     iwc.setIndexSort(indexSort);
     IndexWriter w = new IndexWriter(dir, iwc);
@@ -567,47 +1169,51 @@ public class TestIndexSorting extends LuceneTestCase {
     assertEquals(3, leaf.maxDoc());
     NumericDocValues values = leaf.getNumericDocValues("foo");
     Bits docsWithField = leaf.getDocsWithField("foo");
-    assertEquals(0.0f, Float.intBitsToFloat((int) values.get(0)), 0.0f);
-    assertFalse(docsWithField.get(0));
-    assertEquals(7.0f, Float.intBitsToFloat((int) values.get(1)), 0.0f);
-    assertEquals(18.0f, Float.intBitsToFloat((int) values.get(2)), 0.0f);
+    assertEquals(7.0f, Float.intBitsToFloat((int) values.get(0)), 0.0f);
+    assertEquals(18.0f, Float.intBitsToFloat((int) values.get(1)), 0.0f);
+    assertEquals(0.0f, Float.intBitsToFloat((int) values.get(2)), 0.0f);
+    assertFalse(docsWithField.get(2));
     r.close();
     w.close();
     dir.close();
   }
 
-  public void testMissingFloatLast() throws Exception {
+  public void testMissingMultiValuedFloatLast() throws Exception {
     Directory dir = newDirectory();
     IndexWriterConfig iwc = new IndexWriterConfig(new MockAnalyzer(random()));
-    SortField sortField = new SortField("foo", SortField.Type.FLOAT);
+    SortField sortField = new SortedNumericSortField("foo", SortField.Type.FLOAT);
     sortField.setMissingValue(Float.POSITIVE_INFINITY);
     Sort indexSort = new Sort(sortField);
     iwc.setIndexSort(indexSort);
     IndexWriter w = new IndexWriter(dir, iwc);
     Document doc = new Document();
-    doc.add(new FloatDocValuesField("foo", 18.0f));
+    doc.add(new NumericDocValuesField("id", 2));
+    doc.add(new SortedNumericDocValuesField("foo", NumericUtils.floatToSortableInt(726.0f)));
+    doc.add(new SortedNumericDocValuesField("foo", NumericUtils.floatToSortableInt(18.0f)));
     w.addDocument(doc);
     // so we get more than one segment, so that forceMerge actually does merge, since we only get a sorted segment by merging:
     w.commit();
 
     // missing
-    w.addDocument(new Document());
+    doc = new Document();
+    doc.add(new NumericDocValuesField("id", 3));
+    w.addDocument(doc);
     w.commit();
 
     doc = new Document();
-    doc.add(new FloatDocValuesField("foo", 7.0f));
+    doc.add(new NumericDocValuesField("id", 1));
+    doc.add(new SortedNumericDocValuesField("foo", NumericUtils.floatToSortableInt(12.67f)));
+    doc.add(new SortedNumericDocValuesField("foo", NumericUtils.floatToSortableInt(7.0f)));
     w.addDocument(doc);
     w.forceMerge(1);
 
     DirectoryReader r = DirectoryReader.open(w);
     LeafReader leaf = getOnlyLeafReader(r);
     assertEquals(3, leaf.maxDoc());
-    NumericDocValues values = leaf.getNumericDocValues("foo");
-    Bits docsWithField = leaf.getDocsWithField("foo");
-    assertEquals(7.0f, Float.intBitsToFloat((int) values.get(0)), 0.0f);
-    assertEquals(18.0f, Float.intBitsToFloat((int) values.get(1)), 0.0f);
-    assertEquals(0.0f, Float.intBitsToFloat((int) values.get(2)), 0.0f);
-    assertFalse(docsWithField.get(2));
+    NumericDocValues values = leaf.getNumericDocValues("id");
+    assertEquals(1, values.get(0));
+    assertEquals(2, values.get(1));
+    assertEquals(3, values.get(2));
     r.close();
     w.close();
     dir.close();
@@ -683,6 +1289,58 @@ public class TestIndexSorting extends LuceneTestCase {
     dir.close();
   }
 
+  public void testMultiValuedRandom1() throws IOException {
+    boolean withDeletes = random().nextBoolean();
+    Directory dir = newDirectory();
+    IndexWriterConfig iwc = new IndexWriterConfig(new MockAnalyzer(random()));
+    Sort indexSort = new Sort(new SortedNumericSortField("foo", SortField.Type.LONG));
+    iwc.setIndexSort(indexSort);
+    IndexWriter w = new IndexWriter(dir, iwc);
+    final int numDocs = atLeast(1000);
+    final FixedBitSet deleted = new FixedBitSet(numDocs);
+    for (int i = 0; i < numDocs; ++i) {
+      Document doc = new Document();
+      int num = random().nextInt(10);
+      for (int j = 0; j < num; j++) {
+        doc.add(new SortedNumericDocValuesField("foo", random().nextInt(2000)));
+      }
+      doc.add(new StringField("id", Integer.toString(i), Store.YES));
+      doc.add(new NumericDocValuesField("id", i));
+      w.addDocument(doc);
+      if (random().nextInt(5) == 0) {
+        w.getReader().close();
+      } else if (random().nextInt(30) == 0) {
+        w.forceMerge(2);
+      } else if (random().nextInt(4) == 0) {
+        final int id = TestUtil.nextInt(random(), 0, i);
+        deleted.set(id);
+        w.deleteDocuments(new Term("id", Integer.toString(id)));
+      }
+    }
+
+    DirectoryReader reader = w.getReader();
+    // Now check that the index is consistent
+    IndexSearcher searcher = newSearcher(reader);
+    for (int i = 0; i < numDocs; ++i) {
+      TermQuery termQuery = new TermQuery(new Term("id", Integer.toString(i)));
+      final TopDocs topDocs = searcher.search(termQuery, 1);
+      if (deleted.get(i)) {
+        assertEquals(0, topDocs.totalHits);
+      } else {
+        assertEquals(1, topDocs.totalHits);
+        NumericDocValues values = MultiDocValues.getNumericValues(reader, "id");
+        assertEquals(topDocs.scoreDocs[0].doc, values.advance(topDocs.scoreDocs[0].doc));
+        assertEquals(i, values.longValue());
+        Document document = reader.document(topDocs.scoreDocs[0].doc);
+        assertEquals(Integer.toString(i), document.get("id"));
+      }
+    }
+
+    reader.close();
+    w.close();
+    dir.close();
+  }
+
   static class UpdateRunnable implements Runnable {
 
     private final int numDocs;
@@ -746,6 +1404,7 @@ public class TestIndexSorting extends LuceneTestCase {
 
     final int numDocs = atLeast(100);
     Thread[] threads = new Thread[2];
+
     final AtomicInteger updateCount = new AtomicInteger(atLeast(1000));
     final CountDownLatch latch = new CountDownLatch(1);
     for (int i = 0; i < threads.length; ++i) {
@@ -975,13 +1634,13 @@ public class TestIndexSorting extends LuceneTestCase {
   }
 
   static final class NormsSimilarity extends Similarity {
-    
+
     private final Similarity in;
-    
+
     public NormsSimilarity(Similarity in) {
       this.in = in;
     }
-    
+
     @Override
     public long computeNorm(FieldInvertState state) {
       if (state.getName().equals("norms")) {
@@ -990,39 +1649,39 @@ public class TestIndexSorting extends LuceneTestCase {
         return in.computeNorm(state);
       }
     }
-    
+
     @Override
     public SimWeight computeWeight(CollectionStatistics collectionStats, TermStatistics... termStats) {
       return in.computeWeight(collectionStats, termStats);
     }
-    
+
     @Override
     public SimScorer simScorer(SimWeight weight, LeafReaderContext context) throws IOException {
       return in.simScorer(weight, context);
     }
-    
+
   }
-  
+
   static final class PositionsTokenStream extends TokenStream {
-    
+
     private final CharTermAttribute term;
     private final PayloadAttribute payload;
     private final OffsetAttribute offset;
-    
+
     private int pos, off;
-    
+
     public PositionsTokenStream() {
       term = addAttribute(CharTermAttribute.class);
       payload = addAttribute(PayloadAttribute.class);
       offset = addAttribute(OffsetAttribute.class);
     }
-    
+
     @Override
     public boolean incrementToken() throws IOException {
       if (pos == 0) {
         return false;
       }
-      
+
       clearAttributes();
       term.append("#all#");
       payload.setPayload(new BytesRef(Integer.toString(pos)));
@@ -1031,7 +1690,7 @@ public class TestIndexSorting extends LuceneTestCase {
       ++off;
       return true;
     }
-    
+
     void setId(int id) {
       pos = id / 10 + 1;
       off = 0;
@@ -1072,10 +1731,10 @@ public class TestIndexSorting extends LuceneTestCase {
       doc.add(norms);
       doc.add(new BinaryDocValuesField("binary", new BytesRef(Integer.toString(id))));
       doc.add(new SortedDocValuesField("sorted", new BytesRef(Integer.toString(id))));
-      doc.add(new SortedSetDocValuesField("sorted_set", new BytesRef(Integer.toString(id))));
-      doc.add(new SortedSetDocValuesField("sorted_set", new BytesRef(Integer.toString(id + 1))));
-      doc.add(new SortedNumericDocValuesField("sorted_numeric", id));
-      doc.add(new SortedNumericDocValuesField("sorted_numeric", id + 1));
+      doc.add(new SortedSetDocValuesField("multi_valued_string", new BytesRef(Integer.toString(id))));
+      doc.add(new SortedSetDocValuesField("multi_valued_string", new BytesRef(Integer.toString(id + 1))));
+      doc.add(new SortedNumericDocValuesField("multi_valued_numeric", id));
+      doc.add(new SortedNumericDocValuesField("multi_valued_numeric", id + 1));
       doc.add(new Field("term_vectors", Integer.toString(id), TERM_VECTORS_TYPE));
       byte[] bytes = new byte[4];
       NumericUtils.intToSortableBytes(id, bytes, 0);
@@ -1088,7 +1747,7 @@ public class TestIndexSorting extends LuceneTestCase {
 
     // We add document alread in ID order for the first writer:
     Directory dir1 = newFSDirectory(createTempDir());
-    
+
     Random random1 = new Random(seed);
     IndexWriterConfig iwc1 = newIndexWriterConfig(random1, a);
     iwc1.setSimilarity(new NormsSimilarity(iwc1.getSimilarity())); // for testing norms field
@@ -1105,7 +1764,7 @@ public class TestIndexSorting extends LuceneTestCase {
 
     // We shuffle documents, but set index sort, for the second writer:
     Directory dir2 = newFSDirectory(createTempDir());
-    
+
     Random random2 = new Random(seed);
     IndexWriterConfig iwc2 = newIndexWriterConfig(random2, a);
     iwc2.setSimilarity(new NormsSimilarity(iwc2.getSimilarity())); // for testing norms field
@@ -1146,10 +1805,16 @@ public class TestIndexSorting extends LuceneTestCase {
   private static final class RandomDoc {
     public final int id;
     public final int intValue;
+    public final int[] intValues;
     public final long longValue;
+    public final long[] longValues;
     public final float floatValue;
+    public final float[] floatValues;
     public final double doubleValue;
+    public final double[] doubleValues;
     public final byte[] bytesValue;
+    public final byte[][] bytesValues;
+
 
     public RandomDoc(int id) {
       this.id = id;
@@ -1159,16 +1824,28 @@ public class TestIndexSorting extends LuceneTestCase {
       doubleValue = random().nextDouble();
       bytesValue = new byte[TestUtil.nextInt(random(), 1, 50)];
       random().nextBytes(bytesValue);
+
+      int numValues = random().nextInt(10);
+      intValues = new int[numValues];
+      longValues = new long[numValues];
+      floatValues = new float[numValues];
+      doubleValues = new double[numValues];
+      bytesValues = new byte[numValues][];
+      for (int i = 0; i < numValues; i++) {
+        intValues[i] = random().nextInt();
+        longValues[i] = random().nextLong();
+        floatValues[i] = random().nextFloat();
+        doubleValues[i] = random().nextDouble();
+        bytesValues[i] = new byte[TestUtil.nextInt(random(), 1, 50)];
+        random().nextBytes(bytesValue);
+      }
     }
   }
 
-  private static Sort randomSort() {
-    int numFields = TestUtil.nextInt(random(), 1, 3);
-    SortField[] sortFields = new SortField[numFields];
-    for(int i=0;i<numFields-1;i++) {
-      boolean reversed = random().nextBoolean();
-      SortField sortField;
-      switch(random().nextInt(5)) {
+  private static SortField randomIndexSortField() {
+    boolean reversed = random().nextBoolean();
+    SortField sortField;
+    switch(random().nextInt(10)) {
       case 0:
         sortField = new SortField("int", SortField.Type.INT, reversed);
         if (random().nextBoolean()) {
@@ -1176,32 +1853,73 @@ public class TestIndexSorting extends LuceneTestCase {
         }
         break;
       case 1:
+        sortField = new SortedNumericSortField("multi_valued_int", SortField.Type.INT, reversed);
+        if (random().nextBoolean()) {
+          sortField.setMissingValue(random().nextInt());
+        }
+        break;
+      case 2:
         sortField = new SortField("long", SortField.Type.LONG, reversed);
         if (random().nextBoolean()) {
           sortField.setMissingValue(random().nextLong());
         }
         break;
-      case 2:
+      case 3:
+        sortField = new SortedNumericSortField("multi_valued_long", SortField.Type.LONG, reversed);
+        if (random().nextBoolean()) {
+          sortField.setMissingValue(random().nextLong());
+        }
+        break;
+      case 4:
         sortField = new SortField("float", SortField.Type.FLOAT, reversed);
         if (random().nextBoolean()) {
           sortField.setMissingValue(random().nextFloat());
         }
         break;
-      case 3:
+      case 5:
+        sortField = new SortedNumericSortField("multi_valued_float", SortField.Type.FLOAT, reversed);
+        if (random().nextBoolean()) {
+          sortField.setMissingValue(random().nextFloat());
+        }
+        break;
+      case 6:
         sortField = new SortField("double", SortField.Type.DOUBLE, reversed);
         if (random().nextBoolean()) {
           sortField.setMissingValue(random().nextDouble());
         }
         break;
-      case 4:
+      case 7:
+        sortField = new SortedNumericSortField("multi_valued_double", SortField.Type.DOUBLE, reversed);
+        if (random().nextBoolean()) {
+          sortField.setMissingValue(random().nextDouble());
+        }
+        break;
+      case 8:
         sortField = new SortField("bytes", SortField.Type.STRING, reversed);
         if (random().nextBoolean()) {
           sortField.setMissingValue(SortField.STRING_LAST);
         }
         break;
+      case 9:
+        sortField = new SortedSetSortField("multi_valued_bytes", reversed);
+        if (random().nextBoolean()) {
+          sortField.setMissingValue(SortField.STRING_LAST);
+        }
+        break;
       default:
-        throw new AssertionError();
-      }
+        sortField = null;
+        fail();
+    }
+    return sortField;
+  }
+
+
+  private static Sort randomSort() {
+    // at least 2
+    int numFields = TestUtil.nextInt(random(), 2, 4);
+    SortField[] sortFields = new SortField[numFields];
+    for(int i=0;i<numFields-1;i++) {
+      SortField sortField = randomIndexSortField();
       sortFields[i] = sortField;
     }
 
@@ -1261,6 +1979,27 @@ public class TestIndexSorting extends LuceneTestCase {
       doc.add(new DoubleDocValuesField("double", docValues.doubleValue));
       doc.add(new FloatDocValuesField("float", docValues.floatValue));
       doc.add(new SortedDocValuesField("bytes", new BytesRef(docValues.bytesValue)));
+
+      for (int value : docValues.intValues) {
+        doc.add(new SortedNumericDocValuesField("multi_valued_int", value));
+      }
+
+      for (long value : docValues.longValues) {
+        doc.add(new SortedNumericDocValuesField("multi_valued_long", value));
+      }
+
+      for (float value : docValues.floatValues) {
+        doc.add(new SortedNumericDocValuesField("multi_valued_float", NumericUtils.floatToSortableInt(value)));
+      }
+
+      for (double value : docValues.doubleValues) {
+        doc.add(new SortedNumericDocValuesField("multi_valued_double", NumericUtils.doubleToSortableLong(value)));
+      }
+
+      for (byte[] value : docValues.bytesValues) {
+        doc.add(new SortedSetDocValuesField("multi_valued_bytes", new BytesRef(value)));
+      }
+
       w1.addDocument(doc);
       w2.addDocument(doc);
       if (random().nextDouble() < deleteChance) {

http://git-wip-us.apache.org/repos/asf/lucene-solr/blob/e357f957/lucene/test-framework/src/java/org/apache/lucene/index/BaseSegmentInfoFormatTestCase.java
----------------------------------------------------------------------
diff --git a/lucene/test-framework/src/java/org/apache/lucene/index/BaseSegmentInfoFormatTestCase.java b/lucene/test-framework/src/java/org/apache/lucene/index/BaseSegmentInfoFormatTestCase.java
index 49d19ae..ae5416f 100644
--- a/lucene/test-framework/src/java/org/apache/lucene/index/BaseSegmentInfoFormatTestCase.java
+++ b/lucene/test-framework/src/java/org/apache/lucene/index/BaseSegmentInfoFormatTestCase.java
@@ -28,6 +28,8 @@ import org.apache.lucene.document.Document;
 import org.apache.lucene.document.StoredField;
 import org.apache.lucene.search.Sort;
 import org.apache.lucene.search.SortField;
+import org.apache.lucene.search.SortedNumericSortField;
+import org.apache.lucene.search.SortedSetSortField;
 import org.apache.lucene.store.Directory;
 import org.apache.lucene.store.IOContext;
 import org.apache.lucene.store.MockDirectoryWrapper;
@@ -167,6 +169,78 @@ public abstract class BaseSegmentInfoFormatTestCase extends BaseIndexFileFormatT
     return true;
   }
 
+  private SortField randomIndexSortField() {
+    boolean reversed = random().nextBoolean();
+    SortField sortField;
+    switch(random().nextInt(10)) {
+      case 0:
+        sortField = new SortField(TestUtil.randomSimpleString(random()), SortField.Type.INT, reversed);
+        if (random().nextBoolean()) {
+          sortField.setMissingValue(random().nextInt());
+        }
+        break;
+      case 1:
+        sortField = new SortedNumericSortField(TestUtil.randomSimpleString(random()), SortField.Type.INT, reversed);
+        if (random().nextBoolean()) {
+          sortField.setMissingValue(random().nextInt());
+        }
+        break;
+
+      case 2:
+        sortField = new SortField(TestUtil.randomSimpleString(random()), SortField.Type.LONG, reversed);
+        if (random().nextBoolean()) {
+          sortField.setMissingValue(random().nextLong());
+        }
+        break;
+      case 3:
+        sortField = new SortedNumericSortField(TestUtil.randomSimpleString(random()), SortField.Type.LONG, reversed);
+        if (random().nextBoolean()) {
+          sortField.setMissingValue(random().nextLong());
+        }
+        break;
+      case 4:
+        sortField = new SortField(TestUtil.randomSimpleString(random()), SortField.Type.FLOAT, reversed);
+        if (random().nextBoolean()) {
+          sortField.setMissingValue(random().nextFloat());
+        }
+        break;
+      case 5:
+        sortField = new SortedNumericSortField(TestUtil.randomSimpleString(random()), SortField.Type.FLOAT, reversed);
+        if (random().nextBoolean()) {
+          sortField.setMissingValue(random().nextFloat());
+        }
+        break;
+      case 6:
+        sortField = new SortField(TestUtil.randomSimpleString(random()), SortField.Type.DOUBLE, reversed);
+        if (random().nextBoolean()) {
+          sortField.setMissingValue(random().nextDouble());
+        }
+        break;
+      case 7:
+        sortField = new SortedNumericSortField(TestUtil.randomSimpleString(random()), SortField.Type.DOUBLE, reversed);
+        if (random().nextBoolean()) {
+          sortField.setMissingValue(random().nextDouble());
+        }
+        break;
+      case 8:
+        sortField = new SortField(TestUtil.randomSimpleString(random()), SortField.Type.STRING, reversed);
+        if (random().nextBoolean()) {
+          sortField.setMissingValue(SortField.STRING_LAST);
+        }
+        break;
+      case 9:
+        sortField = new SortedSetSortField(TestUtil.randomSimpleString(random()), reversed);
+        if (random().nextBoolean()) {
+          sortField.setMissingValue(SortField.STRING_LAST);
+        }
+        break;
+      default:
+        sortField = null;
+        fail();
+    }
+    return sortField;
+  }
+
   /** Test sort */
   public void testSort() throws IOException {
     assumeTrue("test requires a codec that can read/write index sort", supportsIndexSort());
@@ -180,22 +254,7 @@ public abstract class BaseSegmentInfoFormatTestCase extends BaseIndexFileFormatT
         final int numSortFields = TestUtil.nextInt(random(), 1, 3);
         SortField[] sortFields = new SortField[numSortFields];
         for (int j = 0; j < numSortFields; ++j) {
-          sortFields[j] = new SortField(
-              TestUtil.randomSimpleString(random()),
-              random().nextBoolean() ? SortField.Type.LONG : SortField.Type.STRING,
-              random().nextBoolean());
-          if (random().nextBoolean()) {
-            switch (sortFields[j].getType()) {
-              case LONG:
-                sortFields[j].setMissingValue(random().nextLong());
-                break;
-              case STRING:
-                sortFields[j].setMissingValue(random().nextBoolean() ? SortField.STRING_FIRST : SortField.STRING_LAST);
-                break;
-              default:
-                fail();
-            }
-          }
+          sortFields[j] = randomIndexSortField();
         }
         sort = new Sort(sortFields);
       }


[3/3] lucene-solr:branch_6x: LUCENE-7537: Index time sorting now supports multi-valued sorts using selectors (MIN, MAX, etc.)

Posted by mi...@apache.org.
LUCENE-7537: Index time sorting now supports multi-valued sorts using selectors (MIN, MAX, etc.)


Project: http://git-wip-us.apache.org/repos/asf/lucene-solr/repo
Commit: http://git-wip-us.apache.org/repos/asf/lucene-solr/commit/e357f957
Tree: http://git-wip-us.apache.org/repos/asf/lucene-solr/tree/e357f957
Diff: http://git-wip-us.apache.org/repos/asf/lucene-solr/diff/e357f957

Branch: refs/heads/branch_6x
Commit: e357f957f3059add5582b9695f838794c386dcad
Parents: 6962381
Author: Mike McCandless <mi...@apache.org>
Authored: Tue Nov 15 16:22:51 2016 -0500
Committer: Mike McCandless <mi...@apache.org>
Committed: Wed Nov 16 10:37:02 2016 -0500

----------------------------------------------------------------------
 lucene/CHANGES.txt                              |   3 +
 .../simpletext/SimpleTextSegmentInfoFormat.java | 148 ++-
 .../lucene62/Lucene62SegmentInfoFormat.java     | 118 ++-
 .../apache/lucene/index/IndexWriterConfig.java  |   3 +-
 .../org/apache/lucene/index/MultiSorter.java    |  63 +-
 .../java/org/apache/lucene/index/Sorter.java    |  40 +-
 .../lucene/search/SortedNumericSortField.java   |   5 +
 .../apache/lucene/index/TestIndexSorting.java   | 987 ++++++++++++++++---
 .../index/BaseSegmentInfoFormatTestCase.java    |  91 +-
 9 files changed, 1247 insertions(+), 211 deletions(-)
----------------------------------------------------------------------


http://git-wip-us.apache.org/repos/asf/lucene-solr/blob/e357f957/lucene/CHANGES.txt
----------------------------------------------------------------------
diff --git a/lucene/CHANGES.txt b/lucene/CHANGES.txt
index 90dea97..3aa6042 100644
--- a/lucene/CHANGES.txt
+++ b/lucene/CHANGES.txt
@@ -50,6 +50,9 @@ Improvements
   control how text is analyzed and converted into a query (Matt Weber
   via Mike McCandless)
 
+* LUCENE-7537: Index time sorting now supports multi-valued sorts
+  using selectors (MIN, MAX, etc.) (Jim Ferenczi via Mike McCandless)
+
 Other
 
 * LUCENE-7546: Fixed references to benchmark wikipedia data and the Jenkins line-docs file

http://git-wip-us.apache.org/repos/asf/lucene-solr/blob/e357f957/lucene/codecs/src/java/org/apache/lucene/codecs/simpletext/SimpleTextSegmentInfoFormat.java
----------------------------------------------------------------------
diff --git a/lucene/codecs/src/java/org/apache/lucene/codecs/simpletext/SimpleTextSegmentInfoFormat.java b/lucene/codecs/src/java/org/apache/lucene/codecs/simpletext/SimpleTextSegmentInfoFormat.java
index 146e92a..3d38d72 100644
--- a/lucene/codecs/src/java/org/apache/lucene/codecs/simpletext/SimpleTextSegmentInfoFormat.java
+++ b/lucene/codecs/src/java/org/apache/lucene/codecs/simpletext/SimpleTextSegmentInfoFormat.java
@@ -33,9 +33,14 @@ import org.apache.lucene.index.IndexFileNames;
 import org.apache.lucene.index.SegmentInfo;
 import org.apache.lucene.search.Sort;
 import org.apache.lucene.search.SortField;
+import org.apache.lucene.search.SortedNumericSelector;
+import org.apache.lucene.search.SortedNumericSortField;
+import org.apache.lucene.search.SortedSetSelector;
+import org.apache.lucene.search.SortedSetSortField;
 import org.apache.lucene.store.ChecksumIndexInput;
 import org.apache.lucene.store.Directory;
 import org.apache.lucene.store.IOContext;
+import org.apache.lucene.store.IndexInput;
 import org.apache.lucene.store.IndexOutput;
 import org.apache.lucene.util.BytesRef;
 import org.apache.lucene.util.BytesRefBuilder;
@@ -64,6 +69,7 @@ public class SimpleTextSegmentInfoFormat extends SegmentInfoFormat {
   final static BytesRef SI_SORT             = new BytesRef("    sort ");
   final static BytesRef SI_SORT_FIELD       = new BytesRef("      field ");
   final static BytesRef SI_SORT_TYPE        = new BytesRef("      type ");
+  final static BytesRef SI_SELECTOR_TYPE    = new BytesRef("      selector ");
   final static BytesRef SI_SORT_REVERSE     = new BytesRef("      reverse ");
   final static BytesRef SI_SORT_MISSING     = new BytesRef("      missing ");
 
@@ -158,6 +164,8 @@ public class SimpleTextSegmentInfoFormat extends SegmentInfoFormat {
         final String typeAsString = readString(SI_SORT_TYPE.length, scratch);
 
         final SortField.Type type;
+        SortedSetSelector.Type selectorSet = null;
+        SortedNumericSelector.Type selectorNumeric = null;
         switch (typeAsString) {
           case "string":
             type = SortField.Type.STRING;
@@ -174,6 +182,26 @@ public class SimpleTextSegmentInfoFormat extends SegmentInfoFormat {
           case "float":
             type = SortField.Type.FLOAT;
             break;
+          case "multi_valued_string":
+            type = SortField.Type.STRING;
+            selectorSet = readSetSelector(input, scratch);
+            break;
+          case "multi_valued_long":
+            type = SortField.Type.LONG;
+            selectorNumeric = readNumericSelector(input, scratch);
+            break;
+          case "multi_valued_int":
+            type = SortField.Type.INT;
+            selectorNumeric = readNumericSelector(input, scratch);
+            break;
+          case "multi_valued_double":
+            type = SortField.Type.DOUBLE;
+            selectorNumeric = readNumericSelector(input, scratch);
+            break;
+          case "multi_valued_float":
+            type = SortField.Type.FLOAT;
+            selectorNumeric = readNumericSelector(input, scratch);
+            break;
           default:
             throw new CorruptIndexException("unable to parse sort type string: " + typeAsString, input);
         }
@@ -245,7 +273,13 @@ public class SimpleTextSegmentInfoFormat extends SegmentInfoFormat {
           default:
             throw new AssertionError();
         }
-        sortField[i] = new SortField(field, type, reverse);
+        if (selectorSet != null) {
+          sortField[i] = new SortedSetSortField(field, reverse);
+        } else if (selectorNumeric != null) {
+          sortField[i] = new SortedNumericSortField(field, type, reverse);
+        } else {
+          sortField[i] = new SortField(field, type, reverse);
+        }
         if (missingValue != null) {
           sortField[i].setMissingValue(missingValue);
         }
@@ -265,6 +299,38 @@ public class SimpleTextSegmentInfoFormat extends SegmentInfoFormat {
   private String readString(int offset, BytesRefBuilder scratch) {
     return new String(scratch.bytes(), offset, scratch.length()-offset, StandardCharsets.UTF_8);
   }
+
+  private SortedSetSelector.Type readSetSelector(IndexInput input, BytesRefBuilder scratch) throws IOException {
+    SimpleTextUtil.readLine(input, scratch);
+    assert StringHelper.startsWith(scratch.get(), SI_SELECTOR_TYPE);
+    final String selectorAsString = readString(SI_SELECTOR_TYPE.length, scratch);
+    switch (selectorAsString) {
+      case "min":
+        return SortedSetSelector.Type.MIN;
+      case "middle_min":
+        return SortedSetSelector.Type.MIDDLE_MIN;
+      case "middle_max":
+        return SortedSetSelector.Type.MIDDLE_MAX;
+      case "max":
+        return SortedSetSelector.Type.MAX;
+      default:
+        throw new CorruptIndexException("unable to parse SortedSetSelector type: " + selectorAsString, input);
+    }
+  }
+
+  private SortedNumericSelector.Type readNumericSelector(IndexInput input, BytesRefBuilder scratch) throws IOException {
+    SimpleTextUtil.readLine(input, scratch);
+    assert StringHelper.startsWith(scratch.get(), SI_SELECTOR_TYPE);
+    final String selectorAsString = readString(SI_SELECTOR_TYPE.length, scratch);
+    switch (selectorAsString) {
+      case "min":
+        return SortedNumericSelector.Type.MIN;
+      case "max":
+        return SortedNumericSelector.Type.MAX;
+      default:
+        throw new CorruptIndexException("unable to parse SortedNumericSelector type: " + selectorAsString, input);
+    }
+  }
   
   @Override
   public void write(Directory dir, SegmentInfo si, IOContext ioContext) throws IOException {
@@ -352,29 +418,93 @@ public class SimpleTextSegmentInfoFormat extends SegmentInfoFormat {
         SimpleTextUtil.writeNewline(output);
 
         SimpleTextUtil.write(output, SI_SORT_TYPE);
-        final String sortType;
-        switch (sortField.getType()) {
+        final String sortTypeString;
+        final SortField.Type sortType;
+        final boolean multiValued;
+        if (sortField instanceof SortedSetSortField) {
+          sortType = SortField.Type.STRING;
+          multiValued = true;
+        } else if (sortField instanceof SortedNumericSortField) {
+          sortType = ((SortedNumericSortField) sortField).getNumericType();
+          multiValued = true;
+        } else {
+          sortType = sortField.getType();
+          multiValued = false;
+        }
+        switch (sortType) {
           case STRING:
-            sortType = "string";
+              if (multiValued) {
+                sortTypeString = "multi_valued_string";
+              } else {
+                sortTypeString = "string";
+              }
             break;
           case LONG:
-            sortType = "long";
+            if (multiValued) {
+              sortTypeString = "multi_valued_long";
+            } else {
+              sortTypeString = "long";
+            }
             break;
           case INT:
-            sortType = "int";
+            if (multiValued) {
+              sortTypeString = "multi_valued_int";
+            } else {
+              sortTypeString = "int";
+            }
             break;
           case DOUBLE:
-            sortType = "double";
+            if (multiValued) {
+              sortTypeString = "multi_valued_double";
+            } else {
+              sortTypeString = "double";
+            }
             break;
           case FLOAT:
-            sortType = "float";
+            if (multiValued) {
+              sortTypeString = "multi_valued_float";
+            } else {
+              sortTypeString = "float";
+            }
             break;
           default:
             throw new IllegalStateException("Unexpected sort type: " + sortField.getType());
         }
-        SimpleTextUtil.write(output, sortType, scratch);
+        SimpleTextUtil.write(output, sortTypeString, scratch);
         SimpleTextUtil.writeNewline(output);
 
+        if (sortField instanceof SortedSetSortField) {
+          SortedSetSelector.Type selector = ((SortedSetSortField) sortField).getSelector();
+          final String selectorString;
+          if (selector == SortedSetSelector.Type.MIN) {
+            selectorString = "min";
+          } else if (selector == SortedSetSelector.Type.MIDDLE_MIN) {
+            selectorString = "middle_min";
+          } else if (selector == SortedSetSelector.Type.MIDDLE_MAX) {
+            selectorString = "middle_max";
+          } else if (selector == SortedSetSelector.Type.MAX) {
+            selectorString = "max";
+          } else {
+            throw new IllegalStateException("Unexpected SortedSetSelector type selector: " + selector);
+          }
+          SimpleTextUtil.write(output, SI_SELECTOR_TYPE);
+          SimpleTextUtil.write(output, selectorString, scratch);
+          SimpleTextUtil.writeNewline(output);
+        } else if (sortField instanceof SortedNumericSortField) {
+          SortedNumericSelector.Type selector = ((SortedNumericSortField) sortField).getSelector();
+          final String selectorString;
+          if (selector == SortedNumericSelector.Type.MIN) {
+            selectorString = "min";
+          } else if (selector == SortedNumericSelector.Type.MAX) {
+            selectorString = "max";
+          } else {
+            throw new IllegalStateException("Unexpected SortedNumericSelector type selector: " + selector);
+          }
+          SimpleTextUtil.write(output, SI_SELECTOR_TYPE);
+          SimpleTextUtil.write(output, selectorString, scratch);
+          SimpleTextUtil.writeNewline(output);
+        }
+
         SimpleTextUtil.write(output, SI_SORT_REVERSE);
         SimpleTextUtil.write(output, Boolean.toString(sortField.getReverse()), scratch);
         SimpleTextUtil.writeNewline(output);

http://git-wip-us.apache.org/repos/asf/lucene-solr/blob/e357f957/lucene/core/src/java/org/apache/lucene/codecs/lucene62/Lucene62SegmentInfoFormat.java
----------------------------------------------------------------------
diff --git a/lucene/core/src/java/org/apache/lucene/codecs/lucene62/Lucene62SegmentInfoFormat.java b/lucene/core/src/java/org/apache/lucene/codecs/lucene62/Lucene62SegmentInfoFormat.java
index 1ee5258..da6e395 100644
--- a/lucene/core/src/java/org/apache/lucene/codecs/lucene62/Lucene62SegmentInfoFormat.java
+++ b/lucene/core/src/java/org/apache/lucene/codecs/lucene62/Lucene62SegmentInfoFormat.java
@@ -29,6 +29,10 @@ import org.apache.lucene.index.SegmentInfo; // javadocs
 import org.apache.lucene.index.SegmentInfos; // javadocs
 import org.apache.lucene.search.Sort;
 import org.apache.lucene.search.SortField;
+import org.apache.lucene.search.SortedNumericSelector;
+import org.apache.lucene.search.SortedNumericSortField;
+import org.apache.lucene.search.SortedSetSelector;
+import org.apache.lucene.search.SortedSetSortField;
 import org.apache.lucene.store.ChecksumIndexInput;
 import org.apache.lucene.store.DataOutput; // javadocs
 import org.apache.lucene.store.Directory;
@@ -69,7 +73,7 @@ import org.apache.lucene.util.Version;
  *       addIndexes), etc.</li>
  *   <li>Files is a list of files referred to by this segment.</li>
  * </ul>
- * 
+ *
  * @see SegmentInfos
  * @lucene.experimental
  */
@@ -78,7 +82,7 @@ public class Lucene62SegmentInfoFormat extends SegmentInfoFormat {
   /** Sole constructor. */
   public Lucene62SegmentInfoFormat() {
   }
-  
+
   @Override
   public SegmentInfo read(Directory dir, String segment, byte[] segmentID, IOContext context) throws IOException {
     final String fileName = IndexFileNames.segmentFileName(segment, "", Lucene62SegmentInfoFormat.SI_EXTENSION);
@@ -91,13 +95,13 @@ public class Lucene62SegmentInfoFormat extends SegmentInfoFormat {
                                                 Lucene62SegmentInfoFormat.VERSION_CURRENT,
                                                 segmentID, "");
         final Version version = Version.fromBits(input.readInt(), input.readInt(), input.readInt());
-        
+
         final int docCount = input.readInt();
         if (docCount < 0) {
           throw new CorruptIndexException("invalid docCount: " + docCount, input);
         }
         final boolean isCompoundFile = input.readByte() == SegmentInfo.YES;
-        
+
         final Map<String,String> diagnostics = input.readMapOfStrings();
         final Set<String> files = input.readSetOfStrings();
         final Map<String,String> attributes = input.readMapOfStrings();
@@ -110,6 +114,8 @@ public class Lucene62SegmentInfoFormat extends SegmentInfoFormat {
             String fieldName = input.readString();
             int sortTypeID = input.readVInt();
             SortField.Type sortType;
+            SortedSetSelector.Type sortedSetSelector = null;
+            SortedNumericSelector.Type sortedNumericSelector = null;
             switch(sortTypeID) {
             case 0:
               sortType = SortField.Type.STRING;
@@ -126,6 +132,43 @@ public class Lucene62SegmentInfoFormat extends SegmentInfoFormat {
             case 4:
               sortType = SortField.Type.FLOAT;
               break;
+            case 5:
+              sortType = SortField.Type.STRING;
+              byte selector = input.readByte();
+              if (selector == 0) {
+                sortedSetSelector = SortedSetSelector.Type.MIN;
+              } else if (selector == 1) {
+                sortedSetSelector = SortedSetSelector.Type.MAX;
+              } else if (selector == 2) {
+                sortedSetSelector = SortedSetSelector.Type.MIDDLE_MIN;
+              } else if (selector == 3) {
+                sortedSetSelector = SortedSetSelector.Type.MIDDLE_MAX;
+              } else {
+                throw new CorruptIndexException("invalid index SortedSetSelector ID: " + selector, input);
+              }
+              break;
+            case 6:
+              byte type = input.readByte();
+              if (type == 0) {
+                sortType = SortField.Type.LONG;
+              } else if (type == 1) {
+                sortType = SortField.Type.INT;
+              } else if (type == 2) {
+                sortType = SortField.Type.DOUBLE;
+              } else if (type == 3) {
+                sortType = SortField.Type.FLOAT;
+              } else {
+                throw new CorruptIndexException("invalid index SortedNumericSortField type ID: " + type, input);
+              }
+              byte numericSelector = input.readByte();
+              if (numericSelector == 0) {
+                sortedNumericSelector = SortedNumericSelector.Type.MIN;
+              } else if (numericSelector == 1) {
+                sortedNumericSelector = SortedNumericSelector.Type.MAX;
+              } else {
+                throw new CorruptIndexException("invalid index SortedNumericSelector ID: " + numericSelector, input);
+              }
+              break;
             default:
               throw new CorruptIndexException("invalid index sort field type ID: " + sortTypeID, input);
             }
@@ -139,7 +182,13 @@ public class Lucene62SegmentInfoFormat extends SegmentInfoFormat {
               throw new CorruptIndexException("invalid index sort reverse: " + b, input);
             }
 
-            sortFields[i] = new SortField(fieldName, sortType, reverse);
+            if (sortedSetSelector != null) {
+              sortFields[i] = new SortedSetSortField(fieldName, reverse, sortedSetSelector);
+            } else if (sortedNumericSelector != null) {
+              sortFields[i] = new SortedNumericSortField(fieldName, sortType, reverse, sortedNumericSelector);
+            } else {
+              sortFields[i] = new SortField(fieldName, sortType, reverse);
+            }
 
             Object missingValue;
             b = input.readByte();
@@ -194,7 +243,7 @@ public class Lucene62SegmentInfoFormat extends SegmentInfoFormat {
         } else {
           indexSort = null;
         }
-        
+
         si = new SegmentInfo(dir, version, segment, docCount, isCompoundFile, null, diagnostics, segmentID, attributes, indexSort);
         si.setFiles(files);
       } catch (Throwable exception) {
@@ -213,8 +262,8 @@ public class Lucene62SegmentInfoFormat extends SegmentInfoFormat {
     try (IndexOutput output = dir.createOutput(fileName, ioContext)) {
       // Only add the file once we've successfully created it, else IFD assert can trip:
       si.addFile(fileName);
-      CodecUtil.writeIndexHeader(output, 
-                                   Lucene62SegmentInfoFormat.CODEC_NAME, 
+      CodecUtil.writeIndexHeader(output,
+                                   Lucene62SegmentInfoFormat.CODEC_NAME,
                                    Lucene62SegmentInfoFormat.VERSION_CURRENT,
                                    si.getId(),
                                    "");
@@ -245,6 +294,7 @@ public class Lucene62SegmentInfoFormat extends SegmentInfoFormat {
       output.writeVInt(numSortFields);
       for (int i = 0; i < numSortFields; ++i) {
         SortField sortField = indexSort.getSort()[i];
+        SortField.Type sortType = sortField.getType();
         output.writeString(sortField.getField());
         int sortTypeID;
         switch (sortField.getType()) {
@@ -263,10 +313,55 @@ public class Lucene62SegmentInfoFormat extends SegmentInfoFormat {
           case FLOAT:
             sortTypeID = 4;
             break;
+          case CUSTOM:
+            if (sortField instanceof SortedSetSortField) {
+              sortTypeID = 5;
+              sortType = SortField.Type.STRING;
+            } else if (sortField instanceof SortedNumericSortField) {
+              sortTypeID = 6;
+              sortType = ((SortedNumericSortField) sortField).getNumericType();
+            } else {
+              throw new IllegalStateException("Unexpected SortedNumericSortField " + sortField);
+            }
+            break;
           default:
             throw new IllegalStateException("Unexpected sort type: " + sortField.getType());
         }
         output.writeVInt(sortTypeID);
+        if (sortTypeID == 5) {
+          SortedSetSortField ssf = (SortedSetSortField) sortField;
+          if (ssf.getSelector() == SortedSetSelector.Type.MIN) {
+            output.writeByte((byte) 0);
+          } else if (ssf.getSelector() == SortedSetSelector.Type.MAX) {
+            output.writeByte((byte) 1);
+          } else if (ssf.getSelector() == SortedSetSelector.Type.MIDDLE_MIN) {
+            output.writeByte((byte) 2);
+          } else if (ssf.getSelector() == SortedSetSelector.Type.MIDDLE_MAX) {
+            output.writeByte((byte) 3);
+          } else {
+            throw new IllegalStateException("Unexpected SortedSetSelector type: " + ssf.getSelector());
+          }
+        } else if (sortTypeID == 6) {
+          SortedNumericSortField snsf = (SortedNumericSortField) sortField;
+          if (snsf.getNumericType() == SortField.Type.LONG) {
+            output.writeByte((byte) 0);
+          } else if (snsf.getNumericType() == SortField.Type.INT) {
+            output.writeByte((byte) 1);
+          } else if (snsf.getNumericType() == SortField.Type.DOUBLE) {
+            output.writeByte((byte) 2);
+          } else if (snsf.getNumericType() == SortField.Type.FLOAT) {
+            output.writeByte((byte) 3);
+          } else {
+            throw new IllegalStateException("Unexpected SortedNumericSelector type: " + snsf.getNumericType());
+          }
+          if (snsf.getSelector() == SortedNumericSelector.Type.MIN) {
+            output.writeByte((byte) 0);
+          } else if (snsf.getSelector() == SortedNumericSelector.Type.MAX) {
+            output.writeByte((byte) 1);
+          } else {
+            throw new IllegalStateException("Unexpected sorted numeric selector type: " + snsf.getSelector());
+          }
+        }
         output.writeByte((byte) (sortField.getReverse() ? 0 : 1));
 
         // write missing value 
@@ -274,7 +369,7 @@ public class Lucene62SegmentInfoFormat extends SegmentInfoFormat {
         if (missingValue == null) {
           output.writeByte((byte) 0);
         } else {
-          switch(sortField.getType()) {
+          switch(sortType) {
           case STRING:
             if (missingValue == SortField.STRING_LAST) {
               output.writeByte((byte) 1);
@@ -305,7 +400,7 @@ public class Lucene62SegmentInfoFormat extends SegmentInfoFormat {
           }
         }
       }
-      
+
       CodecUtil.writeFooter(output);
     }
   }
@@ -314,5 +409,6 @@ public class Lucene62SegmentInfoFormat extends SegmentInfoFormat {
   public final static String SI_EXTENSION = "si";
   static final String CODEC_NAME = "Lucene62SegmentInfo";
   static final int VERSION_START = 0;
-  static final int VERSION_CURRENT = VERSION_START;
+  static final int VERSION_MULTI_VALUED_SORT = 1;
+  static final int VERSION_CURRENT = VERSION_MULTI_VALUED_SORT;
 }

http://git-wip-us.apache.org/repos/asf/lucene-solr/blob/e357f957/lucene/core/src/java/org/apache/lucene/index/IndexWriterConfig.java
----------------------------------------------------------------------
diff --git a/lucene/core/src/java/org/apache/lucene/index/IndexWriterConfig.java b/lucene/core/src/java/org/apache/lucene/index/IndexWriterConfig.java
index 368259a..4f642ee 100644
--- a/lucene/core/src/java/org/apache/lucene/index/IndexWriterConfig.java
+++ b/lucene/core/src/java/org/apache/lucene/index/IndexWriterConfig.java
@@ -468,7 +468,8 @@ public final class IndexWriterConfig extends LiveIndexWriterConfig {
    */
   public IndexWriterConfig setIndexSort(Sort sort) {
     for(SortField sortField : sort.getSort()) {
-      if (ALLOWED_INDEX_SORT_TYPES.contains(sortField.getType()) == false) {
+      final SortField.Type sortType = Sorter.getSortFieldType(sortField);
+      if (ALLOWED_INDEX_SORT_TYPES.contains(sortType) == false) {
         throw new IllegalArgumentException("invalid SortField type: must be one of " + ALLOWED_INDEX_SORT_TYPES + " but got: " + sortField);
       }
     }

http://git-wip-us.apache.org/repos/asf/lucene-solr/blob/e357f957/lucene/core/src/java/org/apache/lucene/index/MultiSorter.java
----------------------------------------------------------------------
diff --git a/lucene/core/src/java/org/apache/lucene/index/MultiSorter.java b/lucene/core/src/java/org/apache/lucene/index/MultiSorter.java
index 51cabab..7c2c3be 100644
--- a/lucene/core/src/java/org/apache/lucene/index/MultiSorter.java
+++ b/lucene/core/src/java/org/apache/lucene/index/MultiSorter.java
@@ -123,7 +123,11 @@ final class MultiSorter {
     public int compare(int readerIndexA, int docIDA, int readerIndexB, int docIDB);
   }
 
+  /** Returns {@code CrossReaderComparator} for the provided readers to represent the requested {@link SortField} sort order. */
   private static CrossReaderComparator getComparator(List<CodecReader> readers, SortField sortField) throws IOException {
+    final int reverseMul = sortField.getReverse() ? -1 : 1;
+    final SortField.Type sortType = Sorter.getSortFieldType(sortField);
+
     switch(sortField.getType()) {
 
     case STRING:
@@ -138,16 +142,9 @@ final class MultiSorter {
         }
         final int missingOrd;
         if (sortField.getMissingValue() == SortField.STRING_LAST) {
-          missingOrd = Integer.MAX_VALUE;
+          missingOrd = sortField.getReverse() ? Integer.MIN_VALUE : Integer.MAX_VALUE;
         } else {
-          missingOrd = Integer.MIN_VALUE;
-        }
-
-        final int reverseMul;
-        if (sortField.getReverse()) {
-          reverseMul = -1;
-        } else {
-          reverseMul = 1;
+          missingOrd = sortField.getReverse() ? Integer.MAX_VALUE : Integer.MIN_VALUE;
         }
 
         return new CrossReaderComparator() {
@@ -171,19 +168,11 @@ final class MultiSorter {
         List<NumericDocValues> values = new ArrayList<>();
         List<Bits> docsWithFields = new ArrayList<>();
         for(CodecReader reader : readers) {
-          values.add(DocValues.getNumeric(reader, sortField.getField()));
+          values.add(Sorter.getOrWrapNumeric(reader, sortField));
           docsWithFields.add(DocValues.getDocsWithField(reader, sortField.getField()));
         }
 
-        final int reverseMul;
-        if (sortField.getReverse()) {
-          reverseMul = -1;
-        } else {
-          reverseMul = 1;
-        }
-
-        final long missingValue;
-
+        final Long missingValue;
         if (sortField.getMissingValue() != null) {
           missingValue = (Long) sortField.getMissingValue();
         } else {
@@ -216,19 +205,11 @@ final class MultiSorter {
         List<NumericDocValues> values = new ArrayList<>();
         List<Bits> docsWithFields = new ArrayList<>();
         for(CodecReader reader : readers) {
-          values.add(DocValues.getNumeric(reader, sortField.getField()));
+          values.add(Sorter.getOrWrapNumeric(reader, sortField));
           docsWithFields.add(DocValues.getDocsWithField(reader, sortField.getField()));
         }
 
-        final int reverseMul;
-        if (sortField.getReverse()) {
-          reverseMul = -1;
-        } else {
-          reverseMul = 1;
-        }
-
-        final int missingValue;
-
+        final Integer missingValue;
         if (sortField.getMissingValue() != null) {
           missingValue = (Integer) sortField.getMissingValue();
         } else {
@@ -261,19 +242,11 @@ final class MultiSorter {
         List<NumericDocValues> values = new ArrayList<>();
         List<Bits> docsWithFields = new ArrayList<>();
         for(CodecReader reader : readers) {
-          values.add(DocValues.getNumeric(reader, sortField.getField()));
+          values.add(Sorter.getOrWrapNumeric(reader, sortField));
           docsWithFields.add(DocValues.getDocsWithField(reader, sortField.getField()));
         }
 
-        final int reverseMul;
-        if (sortField.getReverse()) {
-          reverseMul = -1;
-        } else {
-          reverseMul = 1;
-        }
-
-        final double missingValue;
-
+        final Double missingValue;
         if (sortField.getMissingValue() != null) {
           missingValue = (Double) sortField.getMissingValue();
         } else {
@@ -306,19 +279,11 @@ final class MultiSorter {
         List<NumericDocValues> values = new ArrayList<>();
         List<Bits> docsWithFields = new ArrayList<>();
         for(CodecReader reader : readers) {
-          values.add(DocValues.getNumeric(reader, sortField.getField()));
+          values.add(Sorter.getOrWrapNumeric(reader, sortField));
           docsWithFields.add(DocValues.getDocsWithField(reader, sortField.getField()));
         }
 
-        final int reverseMul;
-        if (sortField.getReverse()) {
-          reverseMul = -1;
-        } else {
-          reverseMul = 1;
-        }
-
-        final float missingValue;
-
+        final Float missingValue;
         if (sortField.getMissingValue() != null) {
           missingValue = (Float) sortField.getMissingValue();
         } else {

http://git-wip-us.apache.org/repos/asf/lucene-solr/blob/e357f957/lucene/core/src/java/org/apache/lucene/index/Sorter.java
----------------------------------------------------------------------
diff --git a/lucene/core/src/java/org/apache/lucene/index/Sorter.java b/lucene/core/src/java/org/apache/lucene/index/Sorter.java
index cf75c18..9ec472a 100644
--- a/lucene/core/src/java/org/apache/lucene/index/Sorter.java
+++ b/lucene/core/src/java/org/apache/lucene/index/Sorter.java
@@ -24,6 +24,10 @@ import org.apache.lucene.search.LeafFieldComparator;
 import org.apache.lucene.search.Scorer;
 import org.apache.lucene.search.Sort;
 import org.apache.lucene.search.SortField;
+import org.apache.lucene.search.SortedNumericSelector;
+import org.apache.lucene.search.SortedNumericSortField;
+import org.apache.lucene.search.SortedSetSelector;
+import org.apache.lucene.search.SortedSetSortField;
 import org.apache.lucene.util.TimSorter;
 import org.apache.lucene.util.packed.PackedInts;
 import org.apache.lucene.util.packed.PackedLongValues;
@@ -198,6 +202,40 @@ final class Sorter {
     };
   }
 
+  /** Returns the native sort type for {@link SortedSetSortField} and {@link SortedNumericSortField},
+   * {@link SortField#getType()} otherwise */
+  static SortField.Type getSortFieldType(SortField sortField) {
+    if (sortField instanceof SortedSetSortField) {
+      return SortField.Type.STRING;
+    } else if (sortField instanceof SortedNumericSortField) {
+      return ((SortedNumericSortField) sortField).getNumericType();
+    } else {
+      return sortField.getType();
+    }
+  }
+
+  /** Wraps a {@link SortedNumericDocValues} as a single-valued view if the field is an instance of {@link SortedNumericSortField},
+   * returns {@link NumericDocValues} for the field otherwise. */
+  static NumericDocValues getOrWrapNumeric(LeafReader reader, SortField sortField) throws IOException {
+    if (sortField instanceof SortedNumericSortField) {
+      SortedNumericSortField sf = (SortedNumericSortField) sortField;
+      return SortedNumericSelector.wrap(DocValues.getSortedNumeric(reader, sf.getField()), sf.getSelector(), sf.getNumericType());
+    } else {
+      return DocValues.getNumeric(reader, sortField.getField());
+    }
+  }
+
+  /** Wraps a {@link SortedSetDocValues} as a single-valued view if the field is an instance of {@link SortedSetSortField},
+   * returns {@link SortedDocValues} for the field otherwise. */
+  static SortedDocValues getOrWrapSorted(LeafReader reader, SortField sortField) throws IOException {
+    if (sortField instanceof SortedSetSortField) {
+      SortedSetSortField sf = (SortedSetSortField) sortField;
+      return SortedSetSelector.wrap(DocValues.getSortedSet(reader, sf.getField()), sf.getSelector());
+    } else {
+      return DocValues.getSorted(reader, sortField.getField());
+    }
+  }
+
   /**
    * Returns a mapping from the old document ID to its new location in the
    * sorted index. Implementations can use the auxiliary
@@ -258,7 +296,7 @@ final class Sorter {
   public String toString() {
     return getID();
   }
-  
+
   static final Scorer FAKESCORER = new Scorer(null) {
 
     float score;

http://git-wip-us.apache.org/repos/asf/lucene-solr/blob/e357f957/lucene/core/src/java/org/apache/lucene/search/SortedNumericSortField.java
----------------------------------------------------------------------
diff --git a/lucene/core/src/java/org/apache/lucene/search/SortedNumericSortField.java b/lucene/core/src/java/org/apache/lucene/search/SortedNumericSortField.java
index 188a408..6e45047 100644
--- a/lucene/core/src/java/org/apache/lucene/search/SortedNumericSortField.java
+++ b/lucene/core/src/java/org/apache/lucene/search/SortedNumericSortField.java
@@ -82,6 +82,11 @@ public class SortedNumericSortField extends SortField {
     this.selector = selector;
     this.type = type;
   }
+
+  /** Returns the numeric type in use for this sort */
+  public SortField.Type getNumericType() {
+    return type;
+  }
   
   /** Returns the selector in use for this sort */
   public SortedNumericSelector.Type getSelector() {