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Posted to commits@hive.apache.org by jd...@apache.org on 2016/04/20 22:05:20 UTC

[03/30] hive git commit: Revert "HIVE-12159: Create vectorized readers for the complex types (Owen O'Malley, reviewed by Matt McCline)"

http://git-wip-us.apache.org/repos/asf/hive/blob/d559b347/ql/src/test/org/apache/hadoop/hive/ql/io/orc/TestVectorOrcFile.java
----------------------------------------------------------------------
diff --git a/ql/src/test/org/apache/hadoop/hive/ql/io/orc/TestVectorOrcFile.java b/ql/src/test/org/apache/hadoop/hive/ql/io/orc/TestVectorOrcFile.java
index 460c925..a82d672 100644
--- a/ql/src/test/org/apache/hadoop/hive/ql/io/orc/TestVectorOrcFile.java
+++ b/ql/src/test/org/apache/hadoop/hive/ql/io/orc/TestVectorOrcFile.java
@@ -32,14 +32,40 @@ import org.apache.hadoop.hive.ql.exec.vector.LongColumnVector;
 import org.apache.hadoop.hive.ql.exec.vector.MapColumnVector;
 import org.apache.hadoop.hive.ql.exec.vector.StructColumnVector;
 import org.apache.hadoop.hive.ql.exec.vector.TimestampColumnVector;
+import org.apache.hadoop.hive.ql.exec.vector.TimestampUtils;
 import org.apache.hadoop.hive.ql.exec.vector.UnionColumnVector;
 import org.apache.hadoop.hive.ql.exec.vector.VectorizedRowBatch;
 import org.apache.hadoop.hive.ql.io.sarg.PredicateLeaf;
 import org.apache.hadoop.hive.ql.io.sarg.SearchArgument;
 import org.apache.hadoop.hive.ql.io.sarg.SearchArgumentFactory;
+import org.apache.hadoop.hive.serde2.io.ByteWritable;
 import org.apache.hadoop.hive.serde2.io.DateWritable;
+import org.apache.hadoop.hive.serde2.io.DoubleWritable;
 import org.apache.hadoop.hive.serde2.io.HiveDecimalWritable;
+import org.apache.hadoop.hive.serde2.io.ShortWritable;
+import org.apache.hadoop.hive.serde2.io.TimestampWritable;
+import org.apache.hadoop.hive.serde2.objectinspector.ListObjectInspector;
+import org.apache.hadoop.hive.serde2.objectinspector.MapObjectInspector;
+import org.apache.hadoop.hive.serde2.objectinspector.ObjectInspector;
+import org.apache.hadoop.hive.serde2.objectinspector.ObjectInspectorFactory;
+import org.apache.hadoop.hive.serde2.objectinspector.StructField;
+import org.apache.hadoop.hive.serde2.objectinspector.StructObjectInspector;
+import org.apache.hadoop.hive.serde2.objectinspector.primitive.BinaryObjectInspector;
+import org.apache.hadoop.hive.serde2.objectinspector.primitive.BooleanObjectInspector;
+import org.apache.hadoop.hive.serde2.objectinspector.primitive.ByteObjectInspector;
+import org.apache.hadoop.hive.serde2.objectinspector.primitive.DoubleObjectInspector;
+import org.apache.hadoop.hive.serde2.objectinspector.primitive.FloatObjectInspector;
+import org.apache.hadoop.hive.serde2.objectinspector.primitive.HiveDecimalObjectInspector;
+import org.apache.hadoop.hive.serde2.objectinspector.primitive.IntObjectInspector;
+import org.apache.hadoop.hive.serde2.objectinspector.primitive.LongObjectInspector;
+import org.apache.hadoop.hive.serde2.objectinspector.primitive.ShortObjectInspector;
+import org.apache.hadoop.hive.serde2.objectinspector.primitive.StringObjectInspector;
+import org.apache.hadoop.hive.serde2.objectinspector.primitive.TimestampObjectInspector;
+import org.apache.hadoop.io.BooleanWritable;
 import org.apache.hadoop.io.BytesWritable;
+import org.apache.hadoop.io.FloatWritable;
+import org.apache.hadoop.io.IntWritable;
+import org.apache.hadoop.io.LongWritable;
 import org.apache.hadoop.io.Text;
 import org.apache.hive.common.util.HiveTestUtils;
 import org.apache.orc.BinaryColumnStatistics;
@@ -91,10 +117,6 @@ public class TestVectorOrcFile {
   public static class InnerStruct {
     int int1;
     Text string1 = new Text();
-    InnerStruct(int int1, Text string1) {
-      this.int1 = int1;
-      this.string1.set(string1);
-    }
     InnerStruct(int int1, String string1) {
       this.int1 = int1;
       this.string1.set(string1);
@@ -114,6 +136,50 @@ public class TestVectorOrcFile {
     }
   }
 
+  public static class BigRow {
+    Boolean boolean1;
+    Byte byte1;
+    Short short1;
+    Integer int1;
+    Long long1;
+    Float float1;
+    Double double1;
+    BytesWritable bytes1;
+    Text string1;
+    MiddleStruct middle;
+    List<InnerStruct> list = new ArrayList<InnerStruct>();
+    Map<Text, InnerStruct> map = new HashMap<Text, InnerStruct>();
+
+    BigRow(Boolean b1, Byte b2, Short s1, Integer i1, Long l1, Float f1,
+           Double d1,
+           BytesWritable b3, String s2, MiddleStruct m1,
+           List<InnerStruct> l2, Map<String, InnerStruct> m2) {
+      this.boolean1 = b1;
+      this.byte1 = b2;
+      this.short1 = s1;
+      this.int1 = i1;
+      this.long1 = l1;
+      this.float1 = f1;
+      this.double1 = d1;
+      this.bytes1 = b3;
+      if (s2 == null) {
+        this.string1 = null;
+      } else {
+        this.string1 = new Text(s2);
+      }
+      this.middle = m1;
+      this.list = l2;
+      if (m2 != null) {
+        this.map = new HashMap<Text, InnerStruct>();
+        for (Map.Entry<String, InnerStruct> item : m2.entrySet()) {
+          this.map.put(new Text(item.getKey()), item.getValue());
+        }
+      } else {
+        this.map = null;
+      }
+    }
+  }
+
   private static InnerStruct inner(int i, String s) {
     return new InnerStruct(i, s);
   }
@@ -235,115 +301,206 @@ public class TestVectorOrcFile {
     assertEquals("count: 7500 hasNull: true min: bye max: hi sum: 0", stats[9].toString());
 
     // check the inspectors
-    TypeDescription schema = reader.getSchema();
-    assertEquals(TypeDescription.Category.STRUCT, schema.getCategory());
+    StructObjectInspector readerInspector = (StructObjectInspector) reader
+        .getObjectInspector();
+    assertEquals(ObjectInspector.Category.STRUCT, readerInspector.getCategory());
     assertEquals("struct<boolean1:boolean,byte1:tinyint,short1:smallint,"
         + "int1:int,long1:bigint,float1:float,double1:double,bytes1:"
         + "binary,string1:string,middle:struct<list:array<struct<int1:int,"
         + "string1:string>>>,list:array<struct<int1:int,string1:string>>,"
         + "map:map<string,struct<int1:int,string1:string>>,ts:timestamp,"
-        + "decimal1:decimal(38,10)>", schema.toString());
-    VectorizedRowBatch batch = schema.createRowBatch();
-
+        + "decimal1:decimal(38,18)>", readerInspector.getTypeName());
+    List<? extends StructField> fields = readerInspector
+        .getAllStructFieldRefs();
+    BooleanObjectInspector bo = (BooleanObjectInspector) readerInspector
+        .getStructFieldRef("boolean1").getFieldObjectInspector();
+    ByteObjectInspector by = (ByteObjectInspector) readerInspector
+        .getStructFieldRef("byte1").getFieldObjectInspector();
+    ShortObjectInspector sh = (ShortObjectInspector) readerInspector
+        .getStructFieldRef("short1").getFieldObjectInspector();
+    IntObjectInspector in = (IntObjectInspector) readerInspector
+        .getStructFieldRef("int1").getFieldObjectInspector();
+    LongObjectInspector lo = (LongObjectInspector) readerInspector
+        .getStructFieldRef("long1").getFieldObjectInspector();
+    FloatObjectInspector fl = (FloatObjectInspector) readerInspector
+        .getStructFieldRef("float1").getFieldObjectInspector();
+    DoubleObjectInspector dbl = (DoubleObjectInspector) readerInspector
+        .getStructFieldRef("double1").getFieldObjectInspector();
+    BinaryObjectInspector bi = (BinaryObjectInspector) readerInspector
+        .getStructFieldRef("bytes1").getFieldObjectInspector();
+    StringObjectInspector st = (StringObjectInspector) readerInspector
+        .getStructFieldRef("string1").getFieldObjectInspector();
+    StructObjectInspector mid = (StructObjectInspector) readerInspector
+        .getStructFieldRef("middle").getFieldObjectInspector();
+    List<? extends StructField> midFields = mid.getAllStructFieldRefs();
+    ListObjectInspector midli = (ListObjectInspector) midFields.get(0)
+        .getFieldObjectInspector();
+    StructObjectInspector inner = (StructObjectInspector) midli
+        .getListElementObjectInspector();
+    List<? extends StructField> inFields = inner.getAllStructFieldRefs();
+    ListObjectInspector li = (ListObjectInspector) readerInspector
+        .getStructFieldRef("list").getFieldObjectInspector();
+    MapObjectInspector ma = (MapObjectInspector) readerInspector
+        .getStructFieldRef("map").getFieldObjectInspector();
+    TimestampObjectInspector tso = (TimestampObjectInspector) readerInspector
+        .getStructFieldRef("ts").getFieldObjectInspector();
+    HiveDecimalObjectInspector dco = (HiveDecimalObjectInspector) readerInspector
+        .getStructFieldRef("decimal1").getFieldObjectInspector();
+    StringObjectInspector mk = (StringObjectInspector) ma
+        .getMapKeyObjectInspector();
     RecordReader rows = reader.rows();
-    assertEquals(true, rows.nextBatch(batch));
-    assertEquals(1024, batch.size);
-
+    Object row = rows.next(null);
+    assertNotNull(row);
     // check the contents of the first row
-    assertEquals(false, getBoolean(batch, 0));
-    assertEquals(1, getByte(batch, 0));
-    assertEquals(1024, getShort(batch, 0));
-    assertEquals(65536, getInt(batch, 0));
-    assertEquals(Long.MAX_VALUE, getLong(batch, 0));
-    assertEquals(1.0, getFloat(batch, 0), 0.00001);
-    assertEquals(-15.0, getDouble(batch, 0), 0.00001);
-    assertEquals(bytes(0, 1, 2, 3, 4), getBinary(batch, 0));
-    assertEquals("hi", getText(batch, 0).toString());
-
-    StructColumnVector middle = (StructColumnVector) batch.cols[9];
-    ListColumnVector midList = (ListColumnVector) middle.fields[0];
-    StructColumnVector midListStruct = (StructColumnVector) midList.child;
-    LongColumnVector midListInt = (LongColumnVector) midListStruct.fields[0];
-    BytesColumnVector midListStr = (BytesColumnVector) midListStruct.fields[1];
-    ListColumnVector list = (ListColumnVector) batch.cols[10];
-    StructColumnVector listStruct = (StructColumnVector) list.child;
-    LongColumnVector listInts = (LongColumnVector) listStruct.fields[0];
-    BytesColumnVector listStrs = (BytesColumnVector) listStruct.fields[1];
-    MapColumnVector map = (MapColumnVector) batch.cols[11];
-    BytesColumnVector mapKey = (BytesColumnVector) map.keys;
-    StructColumnVector mapValue = (StructColumnVector) map.values;
-    LongColumnVector mapValueInts = (LongColumnVector) mapValue.fields[0];
-    BytesColumnVector mapValueStrs = (BytesColumnVector) mapValue.fields[1];
-    TimestampColumnVector timestamp = (TimestampColumnVector) batch.cols[12];
-    DecimalColumnVector decs = (DecimalColumnVector) batch.cols[13];
-
-    assertEquals(false, middle.isNull[0]);
-    assertEquals(2, midList.lengths[0]);
-    int start = (int) midList.offsets[0];
-    assertEquals(1, midListInt.vector[start]);
-    assertEquals("bye", midListStr.toString(start));
-    assertEquals(2, midListInt.vector[start + 1]);
-    assertEquals("sigh", midListStr.toString(start + 1));
-
-    assertEquals(2, list.lengths[0]);
-    start = (int) list.offsets[0];
-    assertEquals(3, listInts.vector[start]);
-    assertEquals("good", listStrs.toString(start));
-    assertEquals(4, listInts.vector[start + 1]);
-    assertEquals("bad", listStrs.toString(start + 1));
-    assertEquals(0, map.lengths[0]);
+    assertEquals(false,
+        bo.get(readerInspector.getStructFieldData(row, fields.get(0))));
+    assertEquals(1,
+        by.get(readerInspector.getStructFieldData(row, fields.get(1))));
+    assertEquals(1024,
+        sh.get(readerInspector.getStructFieldData(row, fields.get(2))));
+    assertEquals(65536,
+        in.get(readerInspector.getStructFieldData(row, fields.get(3))));
+    assertEquals(Long.MAX_VALUE,
+        lo.get(readerInspector.getStructFieldData(row, fields.get(4))));
+    assertEquals(1.0,
+        fl.get(readerInspector.getStructFieldData(row, fields.get(5))), 0.00001);
+    assertEquals(-15.0,
+        dbl.get(readerInspector.getStructFieldData(row, fields.get(6))),
+        0.00001);
+    assertEquals(bytes(0, 1, 2, 3, 4),
+        bi.getPrimitiveWritableObject(readerInspector.getStructFieldData(row,
+            fields.get(7))));
+    assertEquals("hi", st.getPrimitiveJavaObject(readerInspector
+        .getStructFieldData(row, fields.get(8))));
+    List<?> midRow = midli.getList(mid.getStructFieldData(
+        readerInspector.getStructFieldData(row, fields.get(9)),
+        midFields.get(0)));
+    assertNotNull(midRow);
+    assertEquals(2, midRow.size());
+    assertEquals(1,
+        in.get(inner.getStructFieldData(midRow.get(0), inFields.get(0))));
+    assertEquals("bye", st.getPrimitiveJavaObject(inner.getStructFieldData(
+        midRow.get(0), inFields.get(1))));
+    assertEquals(2,
+        in.get(inner.getStructFieldData(midRow.get(1), inFields.get(0))));
+    assertEquals("sigh", st.getPrimitiveJavaObject(inner.getStructFieldData(
+        midRow.get(1), inFields.get(1))));
+    List<?> list = li.getList(readerInspector.getStructFieldData(row,
+        fields.get(10)));
+    assertEquals(2, list.size());
+    assertEquals(3,
+        in.get(inner.getStructFieldData(list.get(0), inFields.get(0))));
+    assertEquals("good", st.getPrimitiveJavaObject(inner.getStructFieldData(
+        list.get(0), inFields.get(1))));
+    assertEquals(4,
+        in.get(inner.getStructFieldData(list.get(1), inFields.get(0))));
+    assertEquals("bad", st.getPrimitiveJavaObject(inner.getStructFieldData(
+        list.get(1), inFields.get(1))));
+    Map<?, ?> map = ma.getMap(readerInspector.getStructFieldData(row,
+        fields.get(11)));
+    assertEquals(0, map.size());
     assertEquals(Timestamp.valueOf("2000-03-12 15:00:00"),
-        timestamp.asScratchTimestamp(0));
-    assertEquals(new HiveDecimalWritable(HiveDecimal.create("12345678.6547456")),
-        decs.vector[0]);
+        tso.getPrimitiveJavaObject(readerInspector.getStructFieldData(row,
+            fields.get(12))));
+    assertEquals(HiveDecimal.create("12345678.6547456"),
+        dco.getPrimitiveJavaObject(readerInspector.getStructFieldData(row,
+            fields.get(13))));
 
-    // check the contents of row 7499
+    // check the contents of second row
+    assertEquals(true, rows.hasNext());
     rows.seekToRow(7499);
-    assertEquals(true, rows.nextBatch(batch));
-    assertEquals(true, getBoolean(batch, 0));
-    assertEquals(100, getByte(batch, 0));
-    assertEquals(2048, getShort(batch, 0));
-    assertEquals(65536, getInt(batch, 0));
-    assertEquals(Long.MAX_VALUE, getLong(batch, 0));
-    assertEquals(2.0, getFloat(batch, 0), 0.00001);
-    assertEquals(-5.0, getDouble(batch, 0), 0.00001);
-    assertEquals(bytes(), getBinary(batch, 0));
-    assertEquals("bye", getText(batch, 0).toString());
-    assertEquals(false, middle.isNull[0]);
-    assertEquals(2, midList.lengths[0]);
-    start = (int) midList.offsets[0];
-    assertEquals(1, midListInt.vector[start]);
-    assertEquals("bye", midListStr.toString(start));
-    assertEquals(2, midListInt.vector[start + 1]);
-    assertEquals("sigh", midListStr.toString(start + 1));
-    assertEquals(3, list.lengths[0]);
-    start = (int) list.offsets[0];
-    assertEquals(100000000, listInts.vector[start]);
-    assertEquals("cat", listStrs.toString(start));
-    assertEquals(-100000, listInts.vector[start + 1]);
-    assertEquals("in", listStrs.toString(start + 1));
-    assertEquals(1234, listInts.vector[start + 2]);
-    assertEquals("hat", listStrs.toString(start + 2));
-    assertEquals(2, map.lengths[0]);
-    start = (int) map.offsets[0];
-    assertEquals("chani", mapKey.toString(start));
-    assertEquals(5, mapValueInts.vector[start]);
-    assertEquals("chani", mapValueStrs.toString(start));
-    assertEquals("mauddib", mapKey.toString(start + 1));
-    assertEquals(1, mapValueInts.vector[start + 1]);
-    assertEquals("mauddib", mapValueStrs.toString(start + 1));
+    row = rows.next(null);
+    assertEquals(true,
+        bo.get(readerInspector.getStructFieldData(row, fields.get(0))));
+    assertEquals(100,
+        by.get(readerInspector.getStructFieldData(row, fields.get(1))));
+    assertEquals(2048,
+        sh.get(readerInspector.getStructFieldData(row, fields.get(2))));
+    assertEquals(65536,
+        in.get(readerInspector.getStructFieldData(row, fields.get(3))));
+    assertEquals(Long.MAX_VALUE,
+        lo.get(readerInspector.getStructFieldData(row, fields.get(4))));
+    assertEquals(2.0,
+        fl.get(readerInspector.getStructFieldData(row, fields.get(5))), 0.00001);
+    assertEquals(-5.0,
+        dbl.get(readerInspector.getStructFieldData(row, fields.get(6))),
+        0.00001);
+    assertEquals(bytes(), bi.getPrimitiveWritableObject(readerInspector
+        .getStructFieldData(row, fields.get(7))));
+    assertEquals("bye", st.getPrimitiveJavaObject(readerInspector
+        .getStructFieldData(row, fields.get(8))));
+    midRow = midli.getList(mid.getStructFieldData(
+        readerInspector.getStructFieldData(row, fields.get(9)),
+        midFields.get(0)));
+    assertNotNull(midRow);
+    assertEquals(2, midRow.size());
+    assertEquals(1,
+        in.get(inner.getStructFieldData(midRow.get(0), inFields.get(0))));
+    assertEquals("bye", st.getPrimitiveJavaObject(inner.getStructFieldData(
+        midRow.get(0), inFields.get(1))));
+    assertEquals(2,
+        in.get(inner.getStructFieldData(midRow.get(1), inFields.get(0))));
+    assertEquals("sigh", st.getPrimitiveJavaObject(inner.getStructFieldData(
+        midRow.get(1), inFields.get(1))));
+    list = li.getList(readerInspector.getStructFieldData(row, fields.get(10)));
+    assertEquals(3, list.size());
+    assertEquals(100000000,
+        in.get(inner.getStructFieldData(list.get(0), inFields.get(0))));
+    assertEquals("cat", st.getPrimitiveJavaObject(inner.getStructFieldData(
+        list.get(0), inFields.get(1))));
+    assertEquals(-100000,
+        in.get(inner.getStructFieldData(list.get(1), inFields.get(0))));
+    assertEquals("in", st.getPrimitiveJavaObject(inner.getStructFieldData(
+        list.get(1), inFields.get(1))));
+    assertEquals(1234,
+        in.get(inner.getStructFieldData(list.get(2), inFields.get(0))));
+    assertEquals("hat", st.getPrimitiveJavaObject(inner.getStructFieldData(
+        list.get(2), inFields.get(1))));
+    map = ma.getMap(readerInspector.getStructFieldData(row, fields.get(11)));
+    assertEquals(2, map.size());
+    boolean[] found = new boolean[2];
+    for(Object key : map.keySet()) {
+      String str = mk.getPrimitiveJavaObject(key);
+      if (str.equals("chani")) {
+        assertEquals(false, found[0]);
+        assertEquals(5,
+            in.get(inner.getStructFieldData(map.get(key), inFields.get(0))));
+        assertEquals(str, st.getPrimitiveJavaObject(inner.getStructFieldData(
+            map.get(key), inFields.get(1))));
+        found[0] = true;
+      } else if (str.equals("mauddib")) {
+        assertEquals(false, found[1]);
+        assertEquals(1,
+            in.get(inner.getStructFieldData(map.get(key), inFields.get(0))));
+        assertEquals(str, st.getPrimitiveJavaObject(inner.getStructFieldData(
+            map.get(key), inFields.get(1))));
+        found[1] = true;
+      } else {
+        throw new IllegalArgumentException("Unknown key " + str);
+      }
+    }
+    assertEquals(true, found[0]);
+    assertEquals(true, found[1]);
     assertEquals(Timestamp.valueOf("2000-03-12 15:00:01"),
-        timestamp.asScratchTimestamp(0));
-    assertEquals(new HiveDecimalWritable(HiveDecimal.create("12345678.6547457")),
-        decs.vector[0]);
+        tso.getPrimitiveJavaObject(readerInspector.getStructFieldData(row,
+            fields.get(12))));
+    assertEquals(HiveDecimal.create("12345678.6547457"),
+        dco.getPrimitiveJavaObject(readerInspector.getStructFieldData(row,
+            fields.get(13))));
 
     // handle the close up
-    assertEquals(false, rows.nextBatch(batch));
+    assertEquals(false, rows.hasNext());
     rows.close();
   }
 
   @Test
   public void testTimestamp() throws Exception {
+    ObjectInspector inspector;
+    synchronized (TestVectorOrcFile.class) {
+      inspector = ObjectInspectorFactory.getReflectionObjectInspector(Timestamp.class,
+          ObjectInspectorFactory.ObjectInspectorOptions.JAVA);
+    }
+
     TypeDescription schema = TypeDescription.createTimestamp();
     Writer writer = OrcFile.createWriter(testFilePath,
         OrcFile.writerOptions(conf).setSchema(schema).stripeSize(100000)
@@ -376,15 +533,11 @@ public class TestVectorOrcFile {
 
     Reader reader = OrcFile.createReader(testFilePath,
         OrcFile.readerOptions(conf).filesystem(fs));
-    RecordReader rows = reader.rows();
-    batch = reader.getSchema().createRowBatch();
-    TimestampColumnVector timestamps = (TimestampColumnVector) batch.cols[0];
+    RecordReader rows = reader.rows(null);
     int idx = 0;
-    while (rows.nextBatch(batch)) {
-      for(int r=0; r < batch.size; ++r) {
-        assertEquals(tslist.get(idx++).getNanos(),
-            timestamps.asScratchTimestamp(r).getNanos());
-      }
+    while (rows.hasNext()) {
+      Object row = rows.next(null);
+      assertEquals(tslist.get(idx++).getNanos(), ((TimestampWritable) row).getNanos());
     }
     assertEquals(tslist.size(), rows.getRowNumber());
     assertEquals(0, writer.getSchema().getMaximumId());
@@ -455,28 +608,50 @@ public class TestVectorOrcFile {
         stats[2].toString());
 
     // check the inspectors
-    batch = reader.getSchema().createRowBatch();
-    BytesColumnVector bytes = (BytesColumnVector) batch.cols[0];
-    BytesColumnVector strs = (BytesColumnVector) batch.cols[1];
+    StructObjectInspector readerInspector =
+        (StructObjectInspector) reader.getObjectInspector();
+    assertEquals(ObjectInspector.Category.STRUCT,
+        readerInspector.getCategory());
+    assertEquals("struct<bytes1:binary,string1:string>",
+        readerInspector.getTypeName());
+    List<? extends StructField> fields =
+        readerInspector.getAllStructFieldRefs();
+    BinaryObjectInspector bi = (BinaryObjectInspector) readerInspector.
+        getStructFieldRef("bytes1").getFieldObjectInspector();
+    StringObjectInspector st = (StringObjectInspector) readerInspector.
+        getStructFieldRef("string1").getFieldObjectInspector();
     RecordReader rows = reader.rows();
-    assertEquals(true, rows.nextBatch(batch));
-    assertEquals(4, batch.size);
-
+    Object row = rows.next(null);
+    assertNotNull(row);
     // check the contents of the first row
-    assertEquals(bytes(0,1,2,3,4), getBinary(bytes, 0));
-    assertEquals("foo", strs.toString(0));
+    assertEquals(bytes(0,1,2,3,4), bi.getPrimitiveWritableObject(
+        readerInspector.getStructFieldData(row, fields.get(0))));
+    assertEquals("foo", st.getPrimitiveJavaObject(readerInspector.
+        getStructFieldData(row, fields.get(1))));
 
     // check the contents of second row
-    assertEquals(bytes(0,1,2,3), getBinary(bytes, 1));
-    assertEquals("bar", strs.toString(1));
+    assertEquals(true, rows.hasNext());
+    row = rows.next(row);
+    assertEquals(bytes(0,1,2,3), bi.getPrimitiveWritableObject(
+        readerInspector.getStructFieldData(row, fields.get(0))));
+    assertEquals("bar", st.getPrimitiveJavaObject(readerInspector.
+        getStructFieldData(row, fields.get(1))));
 
     // check the contents of third row
-    assertEquals(bytes(0,1,2,3,4,5), getBinary(bytes, 2));
-    assertNull(strs.toString(2));
+    assertEquals(true, rows.hasNext());
+    row = rows.next(row);
+    assertEquals(bytes(0,1,2,3,4,5), bi.getPrimitiveWritableObject(
+        readerInspector.getStructFieldData(row, fields.get(0))));
+    assertNull(st.getPrimitiveJavaObject(readerInspector.
+        getStructFieldData(row, fields.get(1))));
 
     // check the contents of fourth row
-    assertNull(getBinary(bytes, 3));
-    assertEquals("hi", strs.toString(3));
+    assertEquals(true, rows.hasNext());
+    row = rows.next(row);
+    assertNull(bi.getPrimitiveWritableObject(
+        readerInspector.getStructFieldData(row, fields.get(0))));
+    assertEquals("hi", st.getPrimitiveJavaObject(readerInspector.
+        getStructFieldData(row, fields.get(1))));
 
     // handle the close up
     assertEquals(false, rows.hasNext());
@@ -592,19 +767,6 @@ public class TestVectorOrcFile {
     }
   }
 
-  private static void checkInner(StructColumnVector inner, int rowId,
-                                 int rowInBatch, int i, String value) {
-    assertEquals("row " + rowId, i,
-        ((LongColumnVector) inner.fields[0]).vector[rowInBatch]);
-    if (value != null) {
-      assertEquals("row " + rowId, value,
-          ((BytesColumnVector) inner.fields[1]).toString(rowInBatch));
-    } else {
-      assertEquals("row " + rowId, true, inner.fields[1].isNull[rowInBatch]);
-      assertEquals("row " + rowId, false, inner.fields[1].noNulls);
-    }
-  }
-
   private static void setInnerList(ListColumnVector list, int rowId,
                                    List<InnerStruct> value) {
     if (value != null) {
@@ -625,23 +787,6 @@ public class TestVectorOrcFile {
     }
   }
 
-  private static void checkInnerList(ListColumnVector list, int rowId,
-                                     int rowInBatch, List<InnerStruct> value) {
-    if (value != null) {
-      assertEquals("row " + rowId, value.size(), list.lengths[rowInBatch]);
-      int start = (int) list.offsets[rowInBatch];
-      for (int i = 0; i < list.lengths[rowInBatch]; ++i) {
-        InnerStruct inner = value.get(i);
-        checkInner((StructColumnVector) list.child, rowId, i + start,
-            inner.int1, inner.string1.toString());
-      }
-      list.childCount += value.size();
-    } else {
-      assertEquals("row " + rowId, true, list.isNull[rowInBatch]);
-      assertEquals("row " + rowId, false, list.noNulls);
-    }
-  }
-
   private static void setInnerMap(MapColumnVector map, int rowId,
                                   Map<String, InnerStruct> value) {
     if (value != null) {
@@ -667,24 +812,6 @@ public class TestVectorOrcFile {
     }
   }
 
-  private static void checkInnerMap(MapColumnVector map, int rowId,
-                                    int rowInBatch,
-                                    Map<String, InnerStruct> value) {
-    if (value != null) {
-      assertEquals("row " + rowId, value.size(), map.lengths[rowInBatch]);
-      int offset = (int) map.offsets[rowInBatch];
-      for(int i=0; i < value.size(); ++i) {
-        String key = ((BytesColumnVector) map.keys).toString(offset + i);
-        InnerStruct expected = value.get(key);
-        checkInner((StructColumnVector) map.values, rowId, offset + i,
-            expected.int1, expected.string1.toString());
-      }
-    } else {
-      assertEquals("row " + rowId, true, map.isNull[rowId]);
-      assertEquals("row " + rowId, false, map.noNulls);
-    }
-  }
-
   private static void setMiddleStruct(StructColumnVector middle, int rowId,
                                       MiddleStruct value) {
     if (value != null) {
@@ -695,17 +822,6 @@ public class TestVectorOrcFile {
     }
   }
 
-  private static void checkMiddleStruct(StructColumnVector middle, int rowId,
-                                        int rowInBatch, MiddleStruct value) {
-    if (value != null) {
-      checkInnerList((ListColumnVector) middle.fields[0], rowId, rowInBatch,
-          value.list);
-    } else {
-      assertEquals("row " + rowId, true, middle.isNull[rowInBatch]);
-      assertEquals("row " + rowId, false, middle.noNulls);
-    }
-  }
-
   private static void setBigRow(VectorizedRowBatch batch, int rowId,
                                 Boolean b1, Byte b2, Short s1,
                                 Integer i1, Long l1, Float f1,
@@ -737,160 +853,6 @@ public class TestVectorOrcFile {
     setInnerMap((MapColumnVector) batch.cols[11], rowId, m2);
   }
 
-  private static void checkBigRow(VectorizedRowBatch batch,
-                                  int rowInBatch,
-                                  int rowId,
-                                  boolean b1, byte b2, short s1,
-                                  int i1, long l1, float f1,
-                                  double d1, BytesWritable b3, String s2,
-                                  MiddleStruct m1, List<InnerStruct> l2,
-                                  Map<String, InnerStruct> m2) {
-    assertEquals("row " + rowId, b1, getBoolean(batch, rowInBatch));
-    assertEquals("row " + rowId, b2, getByte(batch, rowInBatch));
-    assertEquals("row " + rowId, s1, getShort(batch, rowInBatch));
-    assertEquals("row " + rowId, i1, getInt(batch, rowInBatch));
-    assertEquals("row " + rowId, l1, getLong(batch, rowInBatch));
-    assertEquals("row " + rowId, f1, getFloat(batch, rowInBatch), 0.0001);
-    assertEquals("row " + rowId, d1, getDouble(batch, rowInBatch), 0.0001);
-    if (b3 != null) {
-      BytesColumnVector bytes = (BytesColumnVector) batch.cols[7];
-      assertEquals("row " + rowId, b3.getLength(), bytes.length[rowInBatch]);
-      for(int i=0; i < b3.getLength(); ++i) {
-        assertEquals("row " + rowId + " byte " + i, b3.getBytes()[i],
-            bytes.vector[rowInBatch][bytes.start[rowInBatch] + i]);
-      }
-    } else {
-      assertEquals("row " + rowId, true, batch.cols[7].isNull[rowInBatch]);
-      assertEquals("row " + rowId, false, batch.cols[7].noNulls);
-    }
-    if (s2 != null) {
-      assertEquals("row " + rowId, s2, getText(batch, rowInBatch).toString());
-    } else {
-      assertEquals("row " + rowId, true, batch.cols[8].isNull[rowInBatch]);
-      assertEquals("row " + rowId, false, batch.cols[8].noNulls);
-    }
-    checkMiddleStruct((StructColumnVector) batch.cols[9], rowId, rowInBatch,
-        m1);
-    checkInnerList((ListColumnVector) batch.cols[10], rowId, rowInBatch, l2);
-    checkInnerMap((MapColumnVector) batch.cols[11], rowId, rowInBatch, m2);
-  }
-
-  private static boolean getBoolean(VectorizedRowBatch batch, int rowId) {
-    return ((LongColumnVector) batch.cols[0]).vector[rowId] != 0;
-  }
-
-  private static byte getByte(VectorizedRowBatch batch, int rowId) {
-    return (byte) ((LongColumnVector) batch.cols[1]).vector[rowId];
-  }
-
-  private static short getShort(VectorizedRowBatch batch, int rowId) {
-    return (short) ((LongColumnVector) batch.cols[2]).vector[rowId];
-  }
-
-  private static int getInt(VectorizedRowBatch batch, int rowId) {
-    return (int) ((LongColumnVector) batch.cols[3]).vector[rowId];
-  }
-
-  private static long getLong(VectorizedRowBatch batch, int rowId) {
-    return ((LongColumnVector) batch.cols[4]).vector[rowId];
-  }
-
-  private static float getFloat(VectorizedRowBatch batch, int rowId) {
-    return (float) ((DoubleColumnVector) batch.cols[5]).vector[rowId];
-  }
-
-  private static double getDouble(VectorizedRowBatch batch, int rowId) {
-    return ((DoubleColumnVector) batch.cols[6]).vector[rowId];
-  }
-
-  private static BytesWritable getBinary(BytesColumnVector column, int rowId) {
-    if (column.isRepeating) {
-      rowId = 0;
-    }
-    if (column.noNulls || !column.isNull[rowId]) {
-      return new BytesWritable(Arrays.copyOfRange(column.vector[rowId],
-          column.start[rowId], column.start[rowId] + column.length[rowId]));
-    } else {
-      return null;
-    }
-  }
-
-  private static BytesWritable getBinary(VectorizedRowBatch batch, int rowId) {
-    return getBinary((BytesColumnVector) batch.cols[7], rowId);
-  }
-
-  private static Text getText(BytesColumnVector vector, int rowId) {
-    if (vector.isRepeating) {
-      rowId = 0;
-    }
-    if (vector.noNulls || !vector.isNull[rowId]) {
-      return new Text(Arrays.copyOfRange(vector.vector[rowId],
-          vector.start[rowId], vector.start[rowId] + vector.length[rowId]));
-    } else {
-      return null;
-    }
-  }
-
-  private static Text getText(VectorizedRowBatch batch, int rowId) {
-    return getText((BytesColumnVector) batch.cols[8], rowId);
-  }
-
-  private static InnerStruct getInner(StructColumnVector vector,
-                                      int rowId) {
-    return new InnerStruct(
-        (int) ((LongColumnVector) vector.fields[0]).vector[rowId],
-        getText((BytesColumnVector) vector.fields[1], rowId));
-  }
-
-  private static List<InnerStruct> getList(ListColumnVector cv,
-                                           int rowId) {
-    if (cv.isRepeating) {
-      rowId = 0;
-    }
-    if (cv.noNulls || !cv.isNull[rowId]) {
-      List<InnerStruct> result =
-          new ArrayList<InnerStruct>((int) cv.lengths[rowId]);
-      for(long i=cv.offsets[rowId];
-          i < cv.offsets[rowId] + cv.lengths[rowId]; ++i) {
-        result.add(getInner((StructColumnVector) cv.child, (int) i));
-      }
-      return result;
-    } else {
-      return null;
-    }
-  }
-
-  private static List<InnerStruct> getMidList(VectorizedRowBatch batch,
-                                              int rowId) {
-    return getList((ListColumnVector) ((StructColumnVector) batch.cols[9])
-        .fields[0], rowId);
-  }
-
-  private static List<InnerStruct> getList(VectorizedRowBatch batch,
-                                           int rowId) {
-    return getList((ListColumnVector) batch.cols[10], rowId);
-  }
-
-  private static Map<Text, InnerStruct> getMap(VectorizedRowBatch batch,
-                                               int rowId) {
-    MapColumnVector cv = (MapColumnVector) batch.cols[11];
-    if (cv.isRepeating) {
-      rowId = 0;
-    }
-    if (cv.noNulls || !cv.isNull[rowId]) {
-      Map<Text, InnerStruct> result =
-          new HashMap<Text, InnerStruct>((int) cv.lengths[rowId]);
-      for(long i=cv.offsets[rowId];
-          i < cv.offsets[rowId] + cv.lengths[rowId]; ++i) {
-        result.put(getText((BytesColumnVector) cv.keys, (int) i),
-            getInner((StructColumnVector) cv.values, (int) i));
-      }
-      return result;
-    } else {
-      return null;
-    }
-  }
-
   private static TypeDescription createInnerSchema() {
     return TypeDescription.createStruct()
         .addField("int1", TypeDescription.createInt())
@@ -1019,114 +981,178 @@ public class TestVectorOrcFile {
 
     assertEquals("count: 2 hasNull: false min: bye max: hi sum: 5", stats[9].toString());
 
-    // check the schema
-    TypeDescription readerSchema = reader.getSchema();
-    assertEquals(TypeDescription.Category.STRUCT, readerSchema.getCategory());
+    // check the inspectors
+    StructObjectInspector readerInspector =
+        (StructObjectInspector) reader.getObjectInspector();
+    assertEquals(ObjectInspector.Category.STRUCT,
+        readerInspector.getCategory());
     assertEquals("struct<boolean1:boolean,byte1:tinyint,short1:smallint,"
         + "int1:int,long1:bigint,float1:float,double1:double,bytes1:"
         + "binary,string1:string,middle:struct<list:array<struct<int1:int,"
         + "string1:string>>>,list:array<struct<int1:int,string1:string>>,"
         + "map:map<string,struct<int1:int,string1:string>>>",
-        readerSchema.toString());
-    List<String> fieldNames = readerSchema.getFieldNames();
-    List<TypeDescription> fieldTypes = readerSchema.getChildren();
-    assertEquals("boolean1", fieldNames.get(0));
-    assertEquals(TypeDescription.Category.BOOLEAN, fieldTypes.get(0).getCategory());
-    assertEquals("byte1", fieldNames.get(1));
-    assertEquals(TypeDescription.Category.BYTE, fieldTypes.get(1).getCategory());
-    assertEquals("short1", fieldNames.get(2));
-    assertEquals(TypeDescription.Category.SHORT, fieldTypes.get(2).getCategory());
-    assertEquals("int1", fieldNames.get(3));
-    assertEquals(TypeDescription.Category.INT, fieldTypes.get(3).getCategory());
-    assertEquals("long1", fieldNames.get(4));
-    assertEquals(TypeDescription.Category.LONG, fieldTypes.get(4).getCategory());
-    assertEquals("float1", fieldNames.get(5));
-    assertEquals(TypeDescription.Category.FLOAT, fieldTypes.get(5).getCategory());
-    assertEquals("double1", fieldNames.get(6));
-    assertEquals(TypeDescription.Category.DOUBLE, fieldTypes.get(6).getCategory());
-    assertEquals("bytes1", fieldNames.get(7));
-    assertEquals(TypeDescription.Category.BINARY, fieldTypes.get(7).getCategory());
-    assertEquals("string1", fieldNames.get(8));
-    assertEquals(TypeDescription.Category.STRING, fieldTypes.get(8).getCategory());
-    assertEquals("middle", fieldNames.get(9));
-    TypeDescription middle = fieldTypes.get(9);
-    assertEquals(TypeDescription.Category.STRUCT, middle.getCategory());
-    TypeDescription midList = middle.getChildren().get(0);
-    assertEquals(TypeDescription.Category.LIST, midList.getCategory());
-    TypeDescription inner = midList.getChildren().get(0);
-    assertEquals(TypeDescription.Category.STRUCT, inner.getCategory());
-    assertEquals("int1", inner.getFieldNames().get(0));
-    assertEquals("string1", inner.getFieldNames().get(1));
-
+        readerInspector.getTypeName());
+    List<? extends StructField> fields =
+        readerInspector.getAllStructFieldRefs();
+    BooleanObjectInspector bo = (BooleanObjectInspector) readerInspector.
+        getStructFieldRef("boolean1").getFieldObjectInspector();
+    ByteObjectInspector by = (ByteObjectInspector) readerInspector.
+        getStructFieldRef("byte1").getFieldObjectInspector();
+    ShortObjectInspector sh = (ShortObjectInspector) readerInspector.
+        getStructFieldRef("short1").getFieldObjectInspector();
+    IntObjectInspector in = (IntObjectInspector) readerInspector.
+        getStructFieldRef("int1").getFieldObjectInspector();
+    LongObjectInspector lo = (LongObjectInspector) readerInspector.
+        getStructFieldRef("long1").getFieldObjectInspector();
+    FloatObjectInspector fl = (FloatObjectInspector) readerInspector.
+        getStructFieldRef("float1").getFieldObjectInspector();
+    DoubleObjectInspector dbl = (DoubleObjectInspector) readerInspector.
+        getStructFieldRef("double1").getFieldObjectInspector();
+    BinaryObjectInspector bi = (BinaryObjectInspector) readerInspector.
+        getStructFieldRef("bytes1").getFieldObjectInspector();
+    StringObjectInspector st = (StringObjectInspector) readerInspector.
+        getStructFieldRef("string1").getFieldObjectInspector();
+    StructObjectInspector mid = (StructObjectInspector) readerInspector.
+        getStructFieldRef("middle").getFieldObjectInspector();
+    List<? extends StructField> midFields =
+        mid.getAllStructFieldRefs();
+    ListObjectInspector midli =
+        (ListObjectInspector) midFields.get(0).getFieldObjectInspector();
+    StructObjectInspector inner = (StructObjectInspector)
+        midli.getListElementObjectInspector();
+    List<? extends StructField> inFields = inner.getAllStructFieldRefs();
+    ListObjectInspector li = (ListObjectInspector) readerInspector.
+        getStructFieldRef("list").getFieldObjectInspector();
+    MapObjectInspector ma = (MapObjectInspector) readerInspector.
+        getStructFieldRef("map").getFieldObjectInspector();
+    StringObjectInspector mk = (StringObjectInspector)
+        ma.getMapKeyObjectInspector();
     RecordReader rows = reader.rows();
-    // create a new batch
-    batch = readerSchema.createRowBatch();
-    assertEquals(true, rows.nextBatch(batch));
-    assertEquals(2, batch.size);
-    assertEquals(false, rows.hasNext());
-
+    Object row = rows.next(null);
+    assertNotNull(row);
     // check the contents of the first row
-    assertEquals(false, getBoolean(batch, 0));
-    assertEquals(1, getByte(batch, 0));
-    assertEquals(1024, getShort(batch, 0));
-    assertEquals(65536, getInt(batch, 0));
-    assertEquals(Long.MAX_VALUE, getLong(batch, 0));
-    assertEquals(1.0, getFloat(batch, 0), 0.00001);
-    assertEquals(-15.0, getDouble(batch, 0), 0.00001);
-    assertEquals(bytes(0,1,2,3,4), getBinary(batch, 0));
-    assertEquals("hi", getText(batch, 0).toString());
-    List<InnerStruct> midRow = getMidList(batch, 0);
+    assertEquals(false,
+        bo.get(readerInspector.getStructFieldData(row, fields.get(0))));
+    assertEquals(1, by.get(readerInspector.getStructFieldData(row,
+        fields.get(1))));
+    assertEquals(1024, sh.get(readerInspector.getStructFieldData(row,
+        fields.get(2))));
+    assertEquals(65536, in.get(readerInspector.getStructFieldData(row,
+        fields.get(3))));
+    assertEquals(Long.MAX_VALUE, lo.get(readerInspector.
+        getStructFieldData(row, fields.get(4))));
+    assertEquals(1.0, fl.get(readerInspector.getStructFieldData(row,
+        fields.get(5))), 0.00001);
+    assertEquals(-15.0, dbl.get(readerInspector.getStructFieldData(row,
+        fields.get(6))), 0.00001);
+    assertEquals(bytes(0,1,2,3,4), bi.getPrimitiveWritableObject(
+        readerInspector.getStructFieldData(row, fields.get(7))));
+    assertEquals("hi", st.getPrimitiveJavaObject(readerInspector.
+        getStructFieldData(row, fields.get(8))));
+    List<?> midRow = midli.getList(mid.getStructFieldData(readerInspector.
+        getStructFieldData(row, fields.get(9)), midFields.get(0)));
     assertNotNull(midRow);
     assertEquals(2, midRow.size());
-    assertEquals(1, midRow.get(0).int1);
-    assertEquals("bye", midRow.get(0).string1.toString());
-    assertEquals(2, midRow.get(1).int1);
-    assertEquals("sigh", midRow.get(1).string1.toString());
-    List<InnerStruct> list = getList(batch, 0);
+    assertEquals(1, in.get(inner.getStructFieldData(midRow.get(0),
+        inFields.get(0))));
+    assertEquals("bye", st.getPrimitiveJavaObject(inner.getStructFieldData
+        (midRow.get(0), inFields.get(1))));
+    assertEquals(2, in.get(inner.getStructFieldData(midRow.get(1),
+        inFields.get(0))));
+    assertEquals("sigh", st.getPrimitiveJavaObject(inner.getStructFieldData
+        (midRow.get(1), inFields.get(1))));
+    List<?> list = li.getList(readerInspector.getStructFieldData(row,
+        fields.get(10)));
     assertEquals(2, list.size());
-    assertEquals(3, list.get(0).int1);
-    assertEquals("good", list.get(0).string1.toString());
-    assertEquals(4, list.get(1).int1);
-    assertEquals("bad", list.get(1).string1.toString());
-    Map<Text, InnerStruct> map = getMap(batch, 0);
+    assertEquals(3, in.get(inner.getStructFieldData(list.get(0),
+        inFields.get(0))));
+    assertEquals("good", st.getPrimitiveJavaObject(inner.getStructFieldData
+        (list.get(0), inFields.get(1))));
+    assertEquals(4, in.get(inner.getStructFieldData(list.get(1),
+        inFields.get(0))));
+    assertEquals("bad", st.getPrimitiveJavaObject(inner.getStructFieldData
+        (list.get(1), inFields.get(1))));
+    Map<?,?> map = ma.getMap(readerInspector.getStructFieldData(row,
+        fields.get(11)));
     assertEquals(0, map.size());
 
     // check the contents of second row
-    assertEquals(true, getBoolean(batch, 1));
-    assertEquals(100, getByte(batch, 1));
-    assertEquals(2048, getShort(batch, 1));
-    assertEquals(65536, getInt(batch, 1));
-    assertEquals(Long.MAX_VALUE, getLong(batch, 1));
-    assertEquals(2.0, getFloat(batch, 1), 0.00001);
-    assertEquals(-5.0, getDouble(batch, 1), 0.00001);
-    assertEquals(bytes(), getBinary(batch, 1));
-    assertEquals("bye", getText(batch, 1).toString());
-    midRow = getMidList(batch, 1);
+    assertEquals(true, rows.hasNext());
+    row = rows.next(row);
+    assertEquals(true,
+        bo.get(readerInspector.getStructFieldData(row, fields.get(0))));
+    assertEquals(100, by.get(readerInspector.getStructFieldData(row,
+        fields.get(1))));
+    assertEquals(2048, sh.get(readerInspector.getStructFieldData(row,
+        fields.get(2))));
+    assertEquals(65536, in.get(readerInspector.getStructFieldData(row,
+        fields.get(3))));
+    assertEquals(Long.MAX_VALUE, lo.get(readerInspector.
+        getStructFieldData(row, fields.get(4))));
+    assertEquals(2.0, fl.get(readerInspector.getStructFieldData(row,
+        fields.get(5))), 0.00001);
+    assertEquals(-5.0, dbl.get(readerInspector.getStructFieldData(row,
+        fields.get(6))), 0.00001);
+    assertEquals(bytes(), bi.getPrimitiveWritableObject(
+        readerInspector.getStructFieldData(row, fields.get(7))));
+    assertEquals("bye", st.getPrimitiveJavaObject(readerInspector.
+        getStructFieldData(row, fields.get(8))));
+    midRow = midli.getList(mid.getStructFieldData(readerInspector.
+        getStructFieldData(row, fields.get(9)), midFields.get(0)));
     assertNotNull(midRow);
     assertEquals(2, midRow.size());
-    assertEquals(1, midRow.get(0).int1);
-    assertEquals("bye", midRow.get(0).string1.toString());
-    assertEquals(2, midRow.get(1).int1);
-    assertEquals("sigh", midRow.get(1).string1.toString());
-    list = getList(batch, 1);
+    assertEquals(1, in.get(inner.getStructFieldData(midRow.get(0),
+        inFields.get(0))));
+    assertEquals("bye", st.getPrimitiveJavaObject(inner.getStructFieldData
+        (midRow.get(0), inFields.get(1))));
+    assertEquals(2, in.get(inner.getStructFieldData(midRow.get(1),
+        inFields.get(0))));
+    assertEquals("sigh", st.getPrimitiveJavaObject(inner.getStructFieldData
+        (midRow.get(1), inFields.get(1))));
+    list = li.getList(readerInspector.getStructFieldData(row,
+        fields.get(10)));
     assertEquals(3, list.size());
-    assertEquals(100000000, list.get(0).int1);
-    assertEquals("cat", list.get(0).string1.toString());
-    assertEquals(-100000, list.get(1).int1);
-    assertEquals("in", list.get(1).string1.toString());
-    assertEquals(1234, list.get(2).int1);
-    assertEquals("hat", list.get(2).string1.toString());
-    map = getMap(batch, 1);
+    assertEquals(100000000, in.get(inner.getStructFieldData(list.get(0),
+        inFields.get(0))));
+    assertEquals("cat", st.getPrimitiveJavaObject(inner.getStructFieldData
+        (list.get(0), inFields.get(1))));
+    assertEquals(-100000, in.get(inner.getStructFieldData(list.get(1),
+        inFields.get(0))));
+    assertEquals("in", st.getPrimitiveJavaObject(inner.getStructFieldData
+        (list.get(1), inFields.get(1))));
+    assertEquals(1234, in.get(inner.getStructFieldData(list.get(2),
+        inFields.get(0))));
+    assertEquals("hat", st.getPrimitiveJavaObject(inner.getStructFieldData
+        (list.get(2), inFields.get(1))));
+    map = ma.getMap(readerInspector.getStructFieldData(row,
+        fields.get(11)));
     assertEquals(2, map.size());
-    InnerStruct value = map.get(new Text("chani"));
-    assertEquals(5, value.int1);
-    assertEquals("chani", value.string1.toString());
-    value = map.get(new Text("mauddib"));
-    assertEquals(1, value.int1);
-    assertEquals("mauddib", value.string1.toString());
+    boolean[] found = new boolean[2];
+    for(Object key: map.keySet()) {
+      String str = mk.getPrimitiveJavaObject(key);
+      if (str.equals("chani")) {
+        assertEquals(false, found[0]);
+        assertEquals(5, in.get(inner.getStructFieldData(map.get(key),
+            inFields.get(0))));
+        assertEquals(str, st.getPrimitiveJavaObject(
+            inner.getStructFieldData(map.get(key), inFields.get(1))));
+        found[0] = true;
+      } else if (str.equals("mauddib")) {
+        assertEquals(false, found[1]);
+        assertEquals(1, in.get(inner.getStructFieldData(map.get(key),
+            inFields.get(0))));
+        assertEquals(str, st.getPrimitiveJavaObject(
+            inner.getStructFieldData(map.get(key), inFields.get(1))));
+        found[1] = true;
+      } else {
+        throw new IllegalArgumentException("Unknown key " + str);
+      }
+    }
+    assertEquals(true, found[0]);
+    assertEquals(true, found[1]);
 
     // handle the close up
-    assertEquals(false, rows.nextBatch(batch));
+    assertEquals(false, rows.hasNext());
     rows.close();
   }
 
@@ -1190,36 +1216,35 @@ public class TestVectorOrcFile {
     }
 
     // check out the types
-    TypeDescription type = reader.getSchema();
-    assertEquals(TypeDescription.Category.STRUCT, type.getCategory());
-    assertEquals(2, type.getChildren().size());
-    TypeDescription type1 = type.getChildren().get(0);
-    TypeDescription type2 = type.getChildren().get(1);
-    assertEquals(TypeDescription.Category.INT, type1.getCategory());
-    assertEquals(TypeDescription.Category.STRING, type2.getCategory());
-    assertEquals("struct<int1:int,string1:string>", type.toString());
+    List<OrcProto.Type> types = reader.getTypes();
+    assertEquals(3, types.size());
+    assertEquals(OrcProto.Type.Kind.STRUCT, types.get(0).getKind());
+    assertEquals(2, types.get(0).getSubtypesCount());
+    assertEquals(1, types.get(0).getSubtypes(0));
+    assertEquals(2, types.get(0).getSubtypes(1));
+    assertEquals(OrcProto.Type.Kind.INT, types.get(1).getKind());
+    assertEquals(0, types.get(1).getSubtypesCount());
+    assertEquals(OrcProto.Type.Kind.STRING, types.get(2).getKind());
+    assertEquals(0, types.get(2).getSubtypesCount());
 
     // read the contents and make sure they match
     RecordReader rows1 = reader.rows(new boolean[]{true, true, false});
     RecordReader rows2 = reader.rows(new boolean[]{true, false, true});
     r1 = new Random(1);
     r2 = new Random(2);
-    VectorizedRowBatch batch1 = reader.getSchema().createRowBatch(1000);
-    VectorizedRowBatch batch2 = reader.getSchema().createRowBatch(1000);
-    for(int i = 0; i < 21000; i += 1000) {
-      assertEquals(true, rows1.nextBatch(batch1));
-      assertEquals(true, rows2.nextBatch(batch2));
-      assertEquals(1000, batch1.size);
-      assertEquals(1000, batch2.size);
-      for(int j=0; j < 1000; ++j) {
-        assertEquals(r1.nextInt(),
-            ((LongColumnVector) batch1.cols[0]).vector[j]);
-        assertEquals(Long.toHexString(r2.nextLong()),
-            ((BytesColumnVector) batch2.cols[1]).toString(j));
-      }
-    }
-    assertEquals(false, rows1.nextBatch(batch1));
-    assertEquals(false, rows2.nextBatch(batch2));
+    OrcStruct row1 = null;
+    OrcStruct row2 = null;
+    for(int i = 0; i < 21000; ++i) {
+      assertEquals(true, rows1.hasNext());
+      assertEquals(true, rows2.hasNext());
+      row1 = (OrcStruct) rows1.next(row1);
+      row2 = (OrcStruct) rows2.next(row2);
+      assertEquals(r1.nextInt(), ((IntWritable) row1.getFieldValue(0)).get());
+      assertEquals(Long.toHexString(r2.nextLong()),
+          row2.getFieldValue(1).toString());
+    }
+    assertEquals(false, rows1.hasNext());
+    assertEquals(false, rows2.hasNext());
     rows1.close();
     rows2.close();
   }
@@ -1330,33 +1355,17 @@ public class TestVectorOrcFile {
     Reader reader = OrcFile.createReader(file,
         OrcFile.readerOptions(conf));
     RecordReader rows = reader.rows();
-    batch = reader.getSchema().createRowBatch(1000);
-    TimestampColumnVector times = (TimestampColumnVector) batch.cols[0];
-    LongColumnVector dates = (LongColumnVector) batch.cols[1];
+    OrcStruct row = null;
     for (int year = minYear; year < maxYear; ++year) {
-      rows.nextBatch(batch);
-      assertEquals(1000, batch.size);
       for(int ms = 1000; ms < 2000; ++ms) {
-        StringBuilder buffer = new StringBuilder();
-        times.stringifyValue(buffer, ms - 1000);
-        String expected = Integer.toString(year) + "-05-05 12:34:56.";
-        // suppress the final zeros on the string by dividing by the largest
-        // power of 10 that divides evenly.
-        int roundedMs = ms;
-        for(int round = 1000; round > 0; round /= 10) {
-          if (ms % round == 0) {
-            roundedMs = ms / round;
-            break;
-          }
-        }
-        expected += roundedMs;
-        assertEquals(expected, buffer.toString());
-        assertEquals(Integer.toString(year) + "-12-25",
-            new DateWritable((int) dates.vector[ms - 1000]).toString());
+        row = (OrcStruct) rows.next(row);
+        assertEquals(new TimestampWritable
+                (Timestamp.valueOf(year + "-05-05 12:34:56." + ms)),
+            row.getFieldValue(0));
+        assertEquals(new DateWritable(new Date(year - 1900, 11, 25)),
+            row.getFieldValue(1));
       }
     }
-    rows.nextBatch(batch);
-    assertEquals(0, batch.size);
   }
 
   @Test
@@ -1474,7 +1483,6 @@ public class TestVectorOrcFile {
     for(int c=0; c < batch.cols.length; ++c) {
       batch.cols[c].setRepeating(true);
     }
-    ((UnionColumnVector) batch.cols[1]).fields[0].isRepeating = true;
     setUnion(batch, 0, null, 0, 1732050807, null, null);
     for(int i=0; i < 5; ++i) {
       writer.addRowBatch(batch);
@@ -1532,115 +1540,83 @@ public class TestVectorOrcFile {
     RecordReader rows = reader.rows();
     assertEquals(0, rows.getRowNumber());
     assertEquals(0.0, rows.getProgress(), 0.000001);
-
-    schema = reader.getSchema();
-    batch = schema.createRowBatch(74);
-    assertEquals(0, rows.getRowNumber());
-    rows.nextBatch(batch);
-    assertEquals(74, batch.size);
-    assertEquals(74, rows.getRowNumber());
-    TimestampColumnVector ts = (TimestampColumnVector) batch.cols[0];
-    UnionColumnVector union = (UnionColumnVector) batch.cols[1];
-    LongColumnVector longs = (LongColumnVector) union.fields[0];
-    BytesColumnVector strs = (BytesColumnVector) union.fields[1];
-    DecimalColumnVector decs = (DecimalColumnVector) batch.cols[2];
-
+    assertEquals(true, rows.hasNext());
+    OrcStruct row = (OrcStruct) rows.next(null);
+    assertEquals(1, rows.getRowNumber());
+    ObjectInspector inspector = reader.getObjectInspector();
     assertEquals("struct<time:timestamp,union:uniontype<int,string>,decimal:decimal(38,18)>",
-        schema.toString());
-    assertEquals("2000-03-12 15:00:00.0", ts.asScratchTimestamp(0).toString());
-    assertEquals(0, union.tags[0]);
-    assertEquals(42, longs.vector[0]);
-    assertEquals("12345678.6547456", decs.vector[0].toString());
-
-    assertEquals("2000-03-20 12:00:00.123456789", ts.asScratchTimestamp(1).toString());
-    assertEquals(1, union.tags[1]);
-    assertEquals("hello", strs.toString(1));
-    assertEquals("-5643.234", decs.vector[1].toString());
-
-    assertEquals(false, ts.noNulls);
-    assertEquals(false, union.noNulls);
-    assertEquals(false, decs.noNulls);
-    assertEquals(true, ts.isNull[2]);
-    assertEquals(true, union.isNull[2]);
-    assertEquals(true, decs.isNull[2]);
-
-    assertEquals(true, ts.isNull[3]);
-    assertEquals(false, union.isNull[3]);
-    assertEquals(0, union.tags[3]);
-    assertEquals(true, longs.isNull[3]);
-    assertEquals(true, decs.isNull[3]);
-
-    assertEquals(true, ts.isNull[4]);
-    assertEquals(false, union.isNull[4]);
-    assertEquals(1, union.tags[4]);
-    assertEquals(true, strs.isNull[4]);
-    assertEquals(true, decs.isNull[4]);
-
-    assertEquals(false, ts.isNull[5]);
-    assertEquals("1970-01-01 00:00:00.0", ts.asScratchTimestamp(5).toString());
-    assertEquals(false, union.isNull[5]);
-    assertEquals(0, union.tags[5]);
-    assertEquals(false, longs.isNull[5]);
-    assertEquals(200000, longs.vector[5]);
-    assertEquals(false, decs.isNull[5]);
-    assertEquals("10000000000000000000", decs.vector[5].toString());
-
+        inspector.getTypeName());
+    assertEquals(new TimestampWritable(Timestamp.valueOf("2000-03-12 15:00:00")),
+        row.getFieldValue(0));
+    OrcUnion union = (OrcUnion) row.getFieldValue(1);
+    assertEquals(0, union.getTag());
+    assertEquals(new IntWritable(42), union.getObject());
+    assertEquals(new HiveDecimalWritable(HiveDecimal.create("12345678.6547456")),
+        row.getFieldValue(2));
+    row = (OrcStruct) rows.next(row);
+    assertEquals(2, rows.getRowNumber());
+    assertEquals(new TimestampWritable(Timestamp.valueOf("2000-03-20 12:00:00.123456789")),
+        row.getFieldValue(0));
+    assertEquals(1, union.getTag());
+    assertEquals(new Text("hello"), union.getObject());
+    assertEquals(new HiveDecimalWritable(HiveDecimal.create("-5643.234")),
+        row.getFieldValue(2));
+    row = (OrcStruct) rows.next(row);
+    assertEquals(null, row.getFieldValue(0));
+    assertEquals(null, row.getFieldValue(1));
+    assertEquals(null, row.getFieldValue(2));
+    row = (OrcStruct) rows.next(row);
+    assertEquals(null, row.getFieldValue(0));
+    union = (OrcUnion) row.getFieldValue(1);
+    assertEquals(0, union.getTag());
+    assertEquals(null, union.getObject());
+    assertEquals(null, row.getFieldValue(2));
+    row = (OrcStruct) rows.next(row);
+    assertEquals(null, row.getFieldValue(0));
+    assertEquals(1, union.getTag());
+    assertEquals(null, union.getObject());
+    assertEquals(null, row.getFieldValue(2));
+    row = (OrcStruct) rows.next(row);
+    assertEquals(new TimestampWritable(Timestamp.valueOf("1970-01-01 00:00:00")),
+        row.getFieldValue(0));
+    assertEquals(new IntWritable(200000), union.getObject());
+    assertEquals(new HiveDecimalWritable(HiveDecimal.create("10000000000000000000")),
+                 row.getFieldValue(2));
     rand = new Random(42);
     for(int i=1970; i < 2038; ++i) {
-      int row = 6 + i - 1970;
-      assertEquals(Timestamp.valueOf(i + "-05-05 12:34:56." + i),
-          ts.asScratchTimestamp(row));
+      row = (OrcStruct) rows.next(row);
+      assertEquals(new TimestampWritable(Timestamp.valueOf(i + "-05-05 12:34:56." + i)),
+          row.getFieldValue(0));
       if ((i & 1) == 0) {
-        assertEquals(0, union.tags[row]);
-        assertEquals(i*i, longs.vector[row]);
+        assertEquals(0, union.getTag());
+        assertEquals(new IntWritable(i*i), union.getObject());
       } else {
-        assertEquals(1, union.tags[row]);
-        assertEquals(Integer.toString(i * i), strs.toString(row));
+        assertEquals(1, union.getTag());
+        assertEquals(new Text(Integer.toString(i * i)), union.getObject());
       }
       assertEquals(new HiveDecimalWritable(HiveDecimal.create(new BigInteger(64, rand),
-                                   rand.nextInt(18))), decs.vector[row]);
-    }
-
-    // rebuild the row batch, so that we can read by 1000 rows
-    batch = schema.createRowBatch(1000);
-    ts = (TimestampColumnVector) batch.cols[0];
-    union = (UnionColumnVector) batch.cols[1];
-    longs = (LongColumnVector) union.fields[0];
-    strs = (BytesColumnVector) union.fields[1];
-    decs = (DecimalColumnVector) batch.cols[2];
-
-    for(int i=0; i < 5; ++i) {
-      rows.nextBatch(batch);
-      assertEquals("batch " + i, 1000, batch.size);
-      assertEquals("batch " + i, false, union.isRepeating);
-      assertEquals("batch " + i, true, union.noNulls);
-      for(int r=0; r < batch.size; ++r) {
-        assertEquals("bad tag at " + i + "." +r, 0, union.tags[r]);
-      }
-      assertEquals("batch " + i, true, longs.isRepeating);
-      assertEquals("batch " + i, 1732050807, longs.vector[0]);
-    }
-
-    rows.nextBatch(batch);
-    assertEquals(3, batch.size);
-    assertEquals(0, union.tags[0]);
-    assertEquals(0, longs.vector[0]);
-    assertEquals(0, union.tags[1]);
-    assertEquals(10, longs.vector[1]);
-    assertEquals(0, union.tags[2]);
-    assertEquals(138, longs.vector[2]);
-
-    rows.nextBatch(batch);
-    assertEquals(0, batch.size);
+                                   rand.nextInt(18))), row.getFieldValue(2));
+    }
+    for(int i=0; i < 5000; ++i) {
+      row = (OrcStruct) rows.next(row);
+      assertEquals(new IntWritable(1732050807), union.getObject());
+    }
+    row = (OrcStruct) rows.next(row);
+    assertEquals(new IntWritable(0), union.getObject());
+    row = (OrcStruct) rows.next(row);
+    assertEquals(new IntWritable(10), union.getObject());
+    row = (OrcStruct) rows.next(row);
+    assertEquals(new IntWritable(138), union.getObject());
+    assertEquals(false, rows.hasNext());
     assertEquals(1.0, rows.getProgress(), 0.00001);
     assertEquals(reader.getNumberOfRows(), rows.getRowNumber());
     rows.seekToRow(1);
-    rows.nextBatch(batch);
-    assertEquals(1000, batch.size);
-    assertEquals(Timestamp.valueOf("2000-03-20 12:00:00.123456789"), ts.asScratchTimestamp(0));
-    assertEquals(1, union.tags[0]);
-    assertEquals("hello", strs.toString(0));
-    assertEquals(new HiveDecimalWritable(HiveDecimal.create("-5643.234")), decs.vector[0]);
+    row = (OrcStruct) rows.next(row);
+    assertEquals(new TimestampWritable(Timestamp.valueOf("2000-03-20 12:00:00.123456789")),
+        row.getFieldValue(0));
+    assertEquals(1, union.getTag());
+    assertEquals(new Text("hello"), union.getObject());
+    assertEquals(new HiveDecimalWritable(HiveDecimal.create("-5643.234")), row.getFieldValue(2));
     rows.close();
   }
 
@@ -1671,22 +1647,17 @@ public class TestVectorOrcFile {
     writer.close();
     Reader reader = OrcFile.createReader(testFilePath,
         OrcFile.readerOptions(conf).filesystem(fs));
-    assertEquals(CompressionKind.SNAPPY, reader.getCompressionKind());
     RecordReader rows = reader.rows();
-    batch = reader.getSchema().createRowBatch(1000);
     rand = new Random(12);
-    LongColumnVector longs = (LongColumnVector) batch.cols[0];
-    BytesColumnVector strs = (BytesColumnVector) batch.cols[1];
-    for(int b=0; b < 10; ++b) {
-      rows.nextBatch(batch);
-      assertEquals(1000, batch.size);
-      for(int r=0; r < batch.size; ++r) {
-        assertEquals(rand.nextInt(), longs.vector[r]);
-        assertEquals(Integer.toHexString(rand.nextInt()), strs.toString(r));
-      }
+    OrcStruct row = null;
+    for(int i=0; i < 10000; ++i) {
+      assertEquals(true, rows.hasNext());
+      row = (OrcStruct) rows.next(row);
+      assertEquals(rand.nextInt(), ((IntWritable) row.getFieldValue(0)).get());
+      assertEquals(Integer.toHexString(rand.nextInt()),
+          row.getFieldValue(1).toString());
     }
-    rows.nextBatch(batch);
-    assertEquals(0, batch.size);
+    assertEquals(false, rows.hasNext());
     rows.close();
   }
 
@@ -1726,23 +1697,18 @@ public class TestVectorOrcFile {
     assertEquals(0, stripe.getIndexLength());
     RecordReader rows = reader.rows();
     rand = new Random(24);
-    batch = reader.getSchema().createRowBatch(1000);
-    LongColumnVector longs = (LongColumnVector) batch.cols[0];
-    BytesColumnVector strs = (BytesColumnVector) batch.cols[1];
-    for(int i=0; i < 50; ++i) {
-      rows.nextBatch(batch);
-      assertEquals("batch " + i, 1000, batch.size);
-      for(int j=0; j < 200; ++j) {
-        int intVal = rand.nextInt();
-        String strVal = Integer.toBinaryString(rand.nextInt());
-        for (int k = 0; k < 5; ++k) {
-          assertEquals(intVal, longs.vector[j * 5 + k]);
-          assertEquals(strVal, strs.toString(j * 5 + k));
-        }
+    OrcStruct row = null;
+    for(int i=0; i < 10000; ++i) {
+      int intVal = rand.nextInt();
+      String strVal = Integer.toBinaryString(rand.nextInt());
+      for(int j=0; j < 5; ++j) {
+        assertEquals(true, rows.hasNext());
+        row = (OrcStruct) rows.next(row);
+        assertEquals(intVal, ((IntWritable) row.getFieldValue(0)).get());
+        assertEquals(strVal, row.getFieldValue(1).toString());
       }
     }
-    rows.nextBatch(batch);
-    assertEquals(0, batch.size);
+    assertEquals(false, rows.hasNext());
     rows.close();
   }
 
@@ -1806,18 +1772,34 @@ public class TestVectorOrcFile {
       assertEquals(1000,
           colIndex.getEntry(0).getStatistics().getNumberOfValues());
     }
-    batch = reader.getSchema().createRowBatch();
-    int nextRowInBatch = -1;
-    for(int i=COUNT-1; i >= 0; --i, --nextRowInBatch) {
-      // if we have consumed the previous batch read a new one
-      if (nextRowInBatch < 0) {
-        long base = Math.max(i - 1023, 0);
-        rows.seekToRow(base);
-        assertEquals("row " + i, true, rows.nextBatch(batch));
-        nextRowInBatch = batch.size - 1;
-      }
-      checkRandomRow(batch, intValues, doubleValues,
-          stringValues, byteValues, words, i, nextRowInBatch);
+    OrcStruct row = null;
+    for(int i=COUNT-1; i >= 0; --i) {
+      rows.seekToRow(i);
+      row = (OrcStruct) rows.next(row);
+      BigRow expected = createRandomRow(intValues, doubleValues,
+          stringValues, byteValues, words, i);
+      assertEquals(expected.boolean1.booleanValue(),
+          ((BooleanWritable) row.getFieldValue(0)).get());
+      assertEquals(expected.byte1.byteValue(),
+          ((ByteWritable) row.getFieldValue(1)).get());
+      assertEquals(expected.short1.shortValue(),
+          ((ShortWritable) row.getFieldValue(2)).get());
+      assertEquals(expected.int1.intValue(),
+          ((IntWritable) row.getFieldValue(3)).get());
+      assertEquals(expected.long1.longValue(),
+          ((LongWritable) row.getFieldValue(4)).get());
+      assertEquals(expected.float1,
+          ((FloatWritable) row.getFieldValue(5)).get(), 0.0001);
+      assertEquals(expected.double1,
+          ((DoubleWritable) row.getFieldValue(6)).get(), 0.0001);
+      assertEquals(expected.bytes1, row.getFieldValue(7));
+      assertEquals(expected.string1, row.getFieldValue(8));
+      List<InnerStruct> expectedList = expected.middle.list;
+      List<OrcStruct> actualList =
+          (List<OrcStruct>) ((OrcStruct) row.getFieldValue(9)).getFieldValue(0);
+      compareList(expectedList, actualList, "middle list " + i);
+      compareList(expected.list, (List<OrcStruct>) row.getFieldValue(10),
+          "list " + i);
     }
     rows.close();
     Iterator<StripeInformation> stripeIterator =
@@ -1843,20 +1825,41 @@ public class TestVectorOrcFile {
         .range(offsetOfStripe2, offsetOfStripe4 - offsetOfStripe2)
         .include(columns));
     rows.seekToRow(lastRowOfStripe2);
-    // we only want two rows
-    batch = reader.getSchema().createRowBatch(2);
-    assertEquals(true, rows.nextBatch(batch));
-    assertEquals(1, batch.size);
-    assertEquals(intValues[(int) lastRowOfStripe2], getLong(batch, 0));
-    assertEquals(stringValues[(int) lastRowOfStripe2],
-        getText(batch, 0).toString());
-    assertEquals(true, rows.nextBatch(batch));
-    assertEquals(intValues[(int) lastRowOfStripe2 + 1], getLong(batch, 0));
-    assertEquals(stringValues[(int) lastRowOfStripe2 + 1],
-        getText(batch, 0).toString());
+    for(int i = 0; i < 2; ++i) {
+      row = (OrcStruct) rows.next(row);
+      BigRow expected = createRandomRow(intValues, doubleValues,
+                                        stringValues, byteValues, words,
+                                        (int) (lastRowOfStripe2 + i));
+
+      assertEquals(expected.long1.longValue(),
+          ((LongWritable) row.getFieldValue(4)).get());
+      assertEquals(expected.string1, row.getFieldValue(8));
+    }
     rows.close();
   }
 
+  private void compareInner(InnerStruct expect,
+                            OrcStruct actual,
+                            String context) throws Exception {
+    if (expect == null || actual == null) {
+      assertEquals(context, null, expect);
+      assertEquals(context, null, actual);
+    } else {
+      assertEquals(context, expect.int1,
+          ((IntWritable) actual.getFieldValue(0)).get());
+      assertEquals(context, expect.string1, actual.getFieldValue(1));
+    }
+  }
+
+  private void compareList(List<InnerStruct> expect,
+                           List<OrcStruct> actual,
+                           String context) throws Exception {
+    assertEquals(context, expect.size(), actual.size());
+    for(int j=0; j < expect.size(); ++j) {
+      compareInner(expect.get(j), actual.get(j), context + " at " + j);
+    }
+  }
+
   private void appendRandomRow(VectorizedRowBatch batch,
                                long[] intValues, double[] doubleValues,
                                String[] stringValues,
@@ -1871,18 +1874,17 @@ public class TestVectorOrcFile {
         new MiddleStruct(inner, inner2), list(), map(inner, inner2));
   }
 
-  private void checkRandomRow(VectorizedRowBatch batch,
-                              long[] intValues, double[] doubleValues,
-                              String[] stringValues,
-                              BytesWritable[] byteValues,
-                              String[] words, int i, int rowInBatch) {
+  private BigRow createRandomRow(long[] intValues, double[] doubleValues,
+                                 String[] stringValues,
+                                 BytesWritable[] byteValues,
+                                 String[] words, int i) {
     InnerStruct inner = new InnerStruct((int) intValues[i], stringValues[i]);
     InnerStruct inner2 = new InnerStruct((int) (intValues[i] >> 32),
         words[i % words.length] + "-x");
-    checkBigRow(batch, rowInBatch, i, (intValues[i] & 1) == 0, (byte) intValues[i],
+    return new BigRow((intValues[i] & 1) == 0, (byte) intValues[i],
         (short) intValues[i], (int) intValues[i], intValues[i],
-        (float) doubleValues[i], doubleValues[i], byteValues[i], stringValues[i],
-        new MiddleStruct(inner, inner2), list(), map(inner, inner2));
+        (float) doubleValues[i], doubleValues[i], byteValues[i],stringValues[i],
+        new MiddleStruct(inner, inner2), list(), map(inner,inner2));
   }
 
   private static class MyMemoryManager extends MemoryManager {
@@ -2043,19 +2045,15 @@ public class TestVectorOrcFile {
         .range(0L, Long.MAX_VALUE)
         .include(new boolean[]{true, true, true})
         .searchArgument(sarg, new String[]{null, "int1", "string1"}));
-    batch = reader.getSchema().createRowBatch(2000);
-    LongColumnVector ints = (LongColumnVector) batch.cols[0];
-    BytesColumnVector strs = (BytesColumnVector) batch.cols[1];
-
     assertEquals(1000L, rows.getRowNumber());
-    assertEquals(true, rows.nextBatch(batch));
-    assertEquals(1000, batch.size);
-
+    OrcStruct row = null;
     for(int i=1000; i < 2000; ++i) {
-      assertEquals(300 * i, ints.vector[i - 1000]);
-      assertEquals(Integer.toHexString(10*i), strs.toString(i - 1000));
+      assertTrue(rows.hasNext());
+      row = (OrcStruct) rows.next(row);
+      assertEquals(300 * i, ((IntWritable) row.getFieldValue(0)).get());
+      assertEquals(Integer.toHexString(10*i), row.getFieldValue(1).toString());
     }
-    assertEquals(false, rows.nextBatch(batch));
+    assertTrue(!rows.hasNext());
     assertEquals(3500, rows.getRowNumber());
 
     // look through the file with no rows selected
@@ -2084,26 +2082,40 @@ public class TestVectorOrcFile {
         .range(0L, Long.MAX_VALUE)
         .include(new boolean[]{true, true, true})
         .searchArgument(sarg, new String[]{null, "int1", "string1"}));
-    assertEquals(0, rows.getRowNumber());
-    assertEquals(true, rows.nextBatch(batch));
-    assertEquals(1000, batch.size);
-    assertEquals(3000, rows.getRowNumber());
+    row = null;
     for(int i=0; i < 1000; ++i) {
-      assertEquals(300 * i, ints.vector[i]);
-      assertEquals(Integer.toHexString(10*i), strs.toString(i));
+      assertTrue(rows.hasNext());
+      assertEquals(i, rows.getRowNumber());
+      row = (OrcStruct) rows.next(row);
+      assertEquals(300 * i, ((IntWritable) row.getFieldValue(0)).get());
+      assertEquals(Integer.toHexString(10*i), row.getFieldValue(1).toString());
     }
-
-    assertEquals(true, rows.nextBatch(batch));
-    assertEquals(500, batch.size);
-    assertEquals(3500, rows.getRowNumber());
     for(int i=3000; i < 3500; ++i) {
-      assertEquals(300 * i, ints.vector[i - 3000]);
-      assertEquals(Integer.toHexString(10*i), strs.toString(i - 3000));
+      assertTrue(rows.hasNext());
+      assertEquals(i, rows.getRowNumber());
+      row = (OrcStruct) rows.next(row);
+      assertEquals(300 * i, ((IntWritable) row.getFieldValue(0)).get());
+      assertEquals(Integer.toHexString(10*i), row.getFieldValue(1).toString());
     }
-    assertEquals(false, rows.nextBatch(batch));
+    assertTrue(!rows.hasNext());
     assertEquals(3500, rows.getRowNumber());
   }
 
+  private static String pad(String value, int length) {
+    if (value.length() == length) {
+      return value;
+    } else if (value.length() > length) {
+      return value.substring(0, length);
+    } else {
+      StringBuilder buf = new StringBuilder();
+      buf.append(value);
+      for(int i=0; i < length - value.length(); ++i) {
+        buf.append(' ');
+      }
+      return buf.toString();
+    }
+  }
+
   /**
    * Test all of the types that have distinct ORC writers using the vectorized
    * writer with different combinations of repeating and null values.
@@ -2220,7 +2232,8 @@ public class TestVectorOrcFile {
       ((LongColumnVector) batch.cols[6]).vector[r] =
           new DateWritable(new Date(111, 6, 1)).getDays() + r;
 
-      Timestamp ts = new Timestamp(115, 9, 25, 10, 11, 59 + r, 999999999);
+      Timestamp ts = new Timestamp(115, 9, 23, 10, 11, 59, 999999999);
+      ts.setTime(ts.getTime() + r * 1000);
       ((TimestampColumnVector) batch.cols[7]).set(r, ts);
       ((DecimalColumnVector) batch.cols[8]).vector[r] =
           new HiveDecimalWritable("1.234567");
@@ -2289,125 +2302,118 @@ public class TestVectorOrcFile {
     assertEquals(14813, ((StringColumnStatistics) stats[12]).getSum());
 
     RecordReader rows = reader.rows();
-    batch = reader.getSchema().createRowBatch(1024);
-    BytesColumnVector bins = (BytesColumnVector) batch.cols[0];
-    LongColumnVector bools = (LongColumnVector) batch.cols[1];
-    LongColumnVector bytes = (LongColumnVector) batch.cols[2];
-    LongColumnVector longs = (LongColumnVector) batch.cols[3];
-    DoubleColumnVector floats = (DoubleColumnVector) batch.cols[4];
-    DoubleColumnVector doubles = (DoubleColumnVector) batch.cols[5];
-    LongColumnVector dates = (LongColumnVector) batch.cols[6];
-    TimestampColumnVector times = (TimestampColumnVector) batch.cols[7];
-    DecimalColumnVector decs = (DecimalColumnVector) batch.cols[8];
-    BytesColumnVector strs = (BytesColumnVector) batch.cols[9];
-    BytesColumnVector chars = (BytesColumnVector) batch.cols[10];
-    BytesColumnVector vcs = (BytesColumnVector) batch.cols[11];
-    StructColumnVector structs = (StructColumnVector) batch.cols[12];
-    UnionColumnVector unions = (UnionColumnVector) batch.cols[13];
-    ListColumnVector lists = (ListColumnVector) batch.cols[14];
-    MapColumnVector maps = (MapColumnVector) batch.cols[15];
-    LongColumnVector structInts = (LongColumnVector) structs.fields[0];
-    LongColumnVector unionInts = (LongColumnVector) unions.fields[1];
-    LongColumnVector listInts = (LongColumnVector) lists.child;
-    BytesColumnVector mapKeys = (BytesColumnVector) maps.keys;
-    BytesColumnVector mapValues = (BytesColumnVector) maps.values;
-
-    assertEquals(true, rows.nextBatch(batch));
-    assertEquals(1024, batch.size);
+    OrcStruct row = null;
 
     // read the 1024 nulls
-    for(int f=0; f < batch.cols.length; ++f) {
-      assertEquals("field " + f,
-          true, batch.cols[f].isRepeating);
-      assertEquals("field " + f,
-          false, batch.cols[f].noNulls);
-      assertEquals("field " + f,
-          true, batch.cols[f].isNull[0]);
+    for(int r=0; r < 1024; ++r) {
+      assertEquals(true, rows.hasNext());
+      row = (OrcStruct) rows.next(row);
+      for(int f=0; f < row.getNumFields(); ++f) {
+        assertEquals("non-null on row " + r + " field " + f,
+            null, row.getFieldValue(f));
+      }
     }
 
     // read the 1024 repeat values
-    assertEquals(true, rows.nextBatch(batch));
-    assertEquals(1024, batch.size);
     for(int r=0; r < 1024; ++r) {
-      assertEquals("row " + r, "Horton", bins.toString(r));
-      assertEquals("row " + r, 1, bools.vector[r]);
-      assertEquals("row " + r, -126, bytes.vector[r]);
-      assertEquals("row " + r, 1311768467463790320L, longs.vector[r]);
-      assertEquals("row " + r, 1.125, floats.vector[r], 0.00001);
-      assertEquals("row " + r, 9.765625E-4, doubles.vector[r], 0.000001);
-      assertEquals("row " + r, "2011-07-01",
-          new DateWritable((int) dates.vector[r]).toString());
+      assertEquals(true, rows.hasNext());
+      row = (OrcStruct) rows.next(row);
+      assertEquals("row " + r, "48 6f 72 74 6f 6e",
+          row.getFieldValue(0).toString());
+      assertEquals("row " + r, "true", row.getFieldValue(1).toString());
+      assertEquals("row " + r, "-126", row.getFieldValue(2).toString());
+      assertEquals("row " + r, "1311768467463790320",
+          row.getFieldValue(3).toString());
+      assertEquals("row " + r, "1.125", row.getFieldValue(4).toString());
+      assertEquals("row " + r, "9.765625E-4", row.getFieldValue(5).toString());
+      assertEquals("row " + r, "2011-07-01", row.getFieldValue(6).toString());
       assertEquals("row " + r, "2015-10-23 10:11:59.999999999",
-          times.asScratchTimestamp(r).toString());
-      assertEquals("row " + r, "1.234567", decs.vector[r].toString());
-      assertEquals("row " + r, "Echelon", strs.toString(r));
-      assertEquals("row " + r, "Juggernaut", chars.toString(r));
-      assertEquals("row " + r, "Dreadnaugh", vcs.toString(r));
-      assertEquals("row " + r, 123, structInts.vector[r]);
-      assertEquals("row " + r, 1, unions.tags[r]);
-      assertEquals("row " + r, 1234, unionInts.vector[r]);
-      assertEquals("row " + r, 3, lists.lengths[r]);
-      assertEquals("row " + r, true, listInts.isRepeating);
-      assertEquals("row " + r, 31415, listInts.vector[0]);
-      assertEquals("row " + r, 3, maps.lengths[r]);
-      assertEquals("row " + r, "ORC", mapKeys.toString((int) maps.offsets[r]));
-      assertEquals("row " + r, "Hive", mapKeys.toString((int) maps.offsets[r] + 1));
-      assertEquals("row " + r, "LLAP", mapKeys.toString((int) maps.offsets[r] + 2));
-      assertEquals("row " + r, "fast", mapValues.toString((int) maps.offsets[r]));
-      assertEquals("row " + r, "fast", mapValues.toString((int) maps.offsets[r] + 1));
-      assertEquals("row " + r, "fast", mapValues.toString((int) maps.offsets[r] + 2));
+          row.getFieldValue(7).toString());
+      assertEquals("row " + r, "1.234567", row.getFieldValue(8).toString());
+      assertEquals("row " + r, "Echelon", row.getFieldValue(9).toString());
+      assertEquals("row " + r, "Juggernaut", row.getFieldValue(10).toString());
+      assertEquals("row " + r, "Dreadnaugh", row.getFieldValue(11).toString());
+      assertEquals("row " + r, "{123}", row.getFieldValue(12).toString());
+      assertEquals("row " + r, "union(1, 1234)",
+          row.getFieldValue(13).toString());
+      assertEquals("row " + r, "[31415, 31415, 31415]",
+          row.getFieldValue(14).toString());
+      assertEquals("row " + r, "{ORC=fast, Hive=fast, LLAP=fast}",
+          row.getFieldValue(15).toString());
     }
 
     // read the second set of 1024 nulls
-    assertEquals(true, rows.nextBatch(batch));
-    assertEquals(1024, batch.size);
-    for(int f=0; f < batch.cols.length; ++f) {
-      assertEquals("field " + f,
-          true, batch.cols[f].isRepeating);
-      assertEquals("field " + f,
-          false, batch.cols[f].noNulls);
-      assertEquals("field " + f,
-          true, batch.cols[f].isNull[0]);
+    for(int r=0; r < 1024; ++r) {
+      assertEquals(true, rows.hasNext());
+      row = (OrcStruct) rows.next(row);
+      for(int f=0; f < row.getNumFields(); ++f) {
+        assertEquals("non-null on row " + r + " field " + f,
+            null, row.getFieldValue(f));
+      }
     }
-
-    assertEquals(true, rows.nextBatch(batch));
-    assertEquals(1024, batch.size);
     for(int r=0; r < 1024; ++r) {
-      String hex = Integer.toHexString(r);
-
-      assertEquals("row " + r, hex, bins.toString(r));
-      assertEquals("row " + r, r % 2 == 1 ? 1 : 0, bools.vector[r]);
-      assertEquals("row " + r, (byte) (r % 255), bytes.vector[r]);
-      assertEquals("row " + r, 31415L * r, longs.vector[r]);
-      assertEquals("row " + r, 1.125F * r, floats.vector[r], 0.0001);
-      assertEquals("row " + r, 0.0009765625 * r, doubles.vector[r], 0.000001);
-      assertEquals("row " + r, new DateWritable(new Date(111, 6, 1 + r)),
-          new DateWritable((int) dates.vector[r]));
+      assertEquals(true, rows.hasNext());
+      row = (OrcStruct) rows.next(row);
+      byte[] hex = Integer.toHexString(r).getBytes();
+      StringBuilder expected = new StringBuilder();
+      for(int i=0; i < hex.length; ++i) {
+        if (i != 0) {
+          expected.append(' ');
+        }
+        expected.append(Integer.toHexString(hex[i]));
+      }
+      assertEquals("row " + r, expected.toString(),
+          row.getFieldValue(0).toString());
+      assertEquals("row " + r, r % 2 == 1 ? "true" : "false",
+          row.getFieldValue(1).toString());
+      assertEquals("row " + r, Integer.toString((byte) (r % 255)),
+          row.getFieldValue(2).toString());
+      assertEquals("row " + r, Long.toString(31415L * r),
+          row.getFieldValue(3).toString());
+      assertEquals("row " + r, Float.toString(1.125F * r),
+          row.getFieldValue(4).toString());
+      assertEquals("row " + r, Double.toString(0.0009765625 * r),
+          row.getFieldValue(5).toString());
+      assertEquals("row " + r, new Date(111, 6, 1 + r).toString(),
+          row.getFieldValue(6).toString());
+      Timestamp ts = new Timestamp(115, 9, 23, 10, 11, 59, 999999999);
+      ts.setTime(ts.getTime() + r * 1000);
       assertEquals("row " + r,
-          new Timestamp(115, 9, 25, 10, 11, 59 + r, 999999999),
-          times.asScratchTimestamp(r));
-      assertEquals("row " + r, "1.234567", decs.vector[r].toString());
-      assertEquals("row " + r, Integer.toString(r), strs.toString(r));
-      assertEquals("row " + r, Integer.toHexString(r), chars.toString(r));
-      assertEquals("row " + r, Integer.toHexString(r * 128), vcs.toString(r));
-      assertEquals("row " + r, r + 13, structInts.vector[r]);
-      assertEquals("row " + r, 1, unions.tags[r]);
-      assertEquals("row " + r, r + 42, unionInts.vector[r]);
-      assertEquals("row " + r, 3, lists.lengths[r]);
-      assertEquals("row " + r, 31415, listInts.vector[(int) lists.offsets[r]]);
-      assertEquals("row " + r, 31416, listInts.vector[(int) lists.offsets[r] + 1]);
-      assertEquals("row " + r, 31417, listInts.vector[(int) lists.offsets[r] + 2]);
-      assertEquals("row " + r, 3, maps.lengths[3]);
-      assertEquals("row " + r, Integer.toHexString(3 * r), mapKeys.toString((int) maps.offsets[r]));
-      assertEquals("row " + r, Integer.toString(3 * r), mapValues.toString((int) maps.offsets[r]));
-      assertEquals("row " + r, Integer.toHexString(3 * r + 1), mapKeys.toString((int) maps.offsets[r] + 1));
-      assertEquals("row " + r, Integer.toString(3 * r + 1), mapValues.toString((int) maps.offsets[r] + 1));
-      assertEquals("row " + r, Integer.toHexString(3 * r + 2), mapKeys.toString((int) maps.offsets[r] + 2));
-      assertEquals("row " + r, Integer.toString(3 * r + 2), mapValues.toString((int) maps.offsets[r] + 2));
+          ts.toString(),
+          row.getFieldValue(7).toString());
+      assertEquals("row " + r, "1.234567", row.getFieldValue(8).toString());
+      assertEquals("row " + r, Integer.toString(r),
+          row.getFieldValue(9).toString());
+      assertEquals("row " + r, pad(Integer.toHexString(r), 10),
+          row.getFieldValue(10).toString());
+      assertEquals("row " + r, Integer.toHexString(r * 128),
+          row.getFieldValue(11).toString());
+      assertEquals("row " + r, "{" + Integer.toString(r + 13) + "}",
+          row.getFieldValue(12).toString());
+      assertEquals("row " + r, "union(1, " + Integer.toString(r + 42) + ")",
+          row.getFieldValue(13).toString());
+      assertEquals("row " + r, "[31415, 31416, 31417]",
+          row.getFieldValue(14).toString());
+      expected = new StringBuilder();
+      expected.append('{');
+      expected.append(Integer.toHexString(3 * r));
+      expected.append('=');
+      expected.append(3 * r);
+      expected.append(", ");
+      expected.append(Integer.toHexString(3 * r + 1));
+      expected.append('=');
+      expected.append(3 * r + 1);
+      expected.append(", ");
+      expected.append(Integer.toHexString(3 * r + 2));
+      expected.append('=');
+      expected.append(3 * r + 2);
+      expected.append('}');
+      assertEquals("row " + r, expected.toString(),
+          row.getFieldValue(15).toString());
     }
 
     // should have no more rows
-    assertEquals(false, rows.nextBatch(batch));
+    assertEquals(false, rows.hasNext());
   }
 
   private static String makeString(BytesColumnVector vector, int row) {
@@ -2449,8 +2455,7 @@ public class TestVectorOrcFile {
     Reader reader = OrcFile.createReader(testFilePath,
         OrcFile.readerOptions(conf));
     RecordReader rows = reader.rows();
-    batch = reader.getSchema().createRowBatch();
-    assertEquals(true, rows.nextBatch(batch));
+    batch = rows.nextBatch(null);
     assertEquals(4, batch.size);
     // ORC currently trims the output strings. See HIVE-12286
     assertEquals("",
@@ -2499,20 +2504,19 @@ public class TestVectorOrcFile {
     Reader reader = OrcFile.createReader(testFilePath,
         OrcFile.readerOptions(conf));
     RecordReader rows = reader.rows();
-    batch = reader.getSchema().createRowBatch();
-    assertEquals(true, rows.nextBatch(batch));
+    batch = rows.nextBatch(null);
     assertEquals(1024, batch.size);
     for(int r=0; r < 1024; ++r) {
       assertEquals(Integer.toString(r * 10001),
           makeString((BytesColumnVector) batch.cols[0], r));
     }
-    assertEquals(true, rows.nextBatch(batch));
+    batch = rows.nextBatch(batch);
     assertEquals(1024, batch.size);
     for(int r=0; r < 1024; ++r) {
       assertEquals("Halloween",
           makeString((BytesColumnVector) batch.cols[0], r));
     }
-    assertEquals(false, rows.nextBatch(batch));
+    assertEquals(false, rows.hasNext());
   }
 
   @Test
@@ -2537,21 +2541,18 @@ public class TestVectorOrcFile {
     Reader reader = OrcFile.createReader(testFilePath,
         OrcFile.readerOptions(conf));
     RecordReader rows = reader.rows();
-    batch = reader.getSchema().createRowBatch();
-    rows.nextBatch(batch);
-    assertEquals(1024, batch.size);
-    StructColumnVector inner = (StructColumnVector) batch.cols[0];
-    LongColumnVector vec = (LongColumnVector) inner.fields[0];
+    OrcStruct row = null;
     for(int r=0; r < 1024; ++r) {
+      assertEquals(true, rows.hasNext());
+      row = (OrcStruct) rows.next(row);
+      OrcStruct inner = (OrcStruct) row.getFieldValue(0);
       if (r < 200 || (r >= 400 && r < 600) || r >= 800) {
-        assertEquals("row " + r, true, inner.isNull[r]);
+        assertEquals("row " + r, null, inner);
       } else {
-        assertEquals("row " + r, false, inner.isNull[r]);
-        assertEquals("row " + r, r, vec.vector[r]);
+        assertEquals("row " + r, "{" + r + "}", inner.toString());
       }
     }
-    rows.nextBatch(batch);
-    assertEquals(0, batch.size);
+    assertEquals(false, rows.hasNext());
   }
 
   /**
@@ -2594,38 +2595,28 @@ public class TestVectorOrcFile {
     Reader reader = OrcFile.createReader(testFilePath,
         OrcFile.readerOptions(conf));
     RecordReader rows = reader.rows();
-    batch = reader.getSchema().createRowBatch(1024);
-    UnionColumnVector union = (UnionColumnVector) batch.cols[0];
-    LongColumnVector ints = (LongColumnVector) union.fields[0];
-    LongColumnVector longs = (LongColumnVector) union.fields[1];
-    assertEquals(true, rows.nextBatch(batch));
-    assertEquals(1024, batch.size);
+    OrcStruct row = null;
     for(int r=0; r < 1024; ++r) {
+      assertEquals(true, rows.hasNext());
+      row = (OrcStruct) rows.next(row);
+      OrcUnion inner = (OrcUnion) row.getFieldValue(0);
       if (r < 200) {
-        assertEquals("row " + r, true, union.isNull[r]);
+        assertEquals("row " + r, null, inner);
       } else if (r < 300) {
-        assertEquals("row " + r, false, union.isNull[r]);
-        assertEquals("row " + r, 0, union.tags[r]);
-        assertEquals("row " + r, r, ints.vector[r]);
+        assertEquals("row " + r, "union(0, " + r +")", inner.toString());
       } else if (r < 400) {
-        assertEquals("row " + r, false, union.isNull[r]);
-        assertEquals("row " + r, 1, union.tags[r]);
-        assertEquals("row " + r, -r, longs.vector[r]);
+        assertEquals("row " + r, "union(1, " + -r +")", inner.toString());
       } else if (r < 600) {
-        assertEquals("row " + r, true, union.isNull[r]);
+        assertEquals("row " + r, null, inner);
       } else if (r < 800) {
-        assertEquals("row " + r, false, union.isNull[r]);
-        assertEquals("row " + r, 1, union.tags[r]);
-        assertEquals("row " + r, -r, longs.vector[r]);
+        assertEquals("row " + r, "union(1, " + -r +")", inner.toString());
       } else if (r < 1000) {
-        assertEquals("row " + r, true, union.isNull[r]);
+        assertEquals("row " + r, null, inner);
       } else {
-        assertEquals("row " + r, false, union.isNull[r]);
-        assertEquals("row " + r, 1, union.tags[r]);
-        assertEquals("row " + r, -r, longs.vector[r]);
+        assertEquals("row " + r, "union(1, " + -r +")", inner.toString());
       }
     }
-    assertEquals(false, rows.nextBatch(batch));
+    assertEquals(false, rows.hasNext());
   }
 
   /**
@@ -2672,33 +2663,31 @@ public class TestVectorOrcFile {
     Reader r

<TRUNCATED>