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From marmb...@apache.org
Subject [2/2] spark git commit: [SPARK-5212][SQL] Add support of schema-less, custom field delimiter and SerDe for HiveQL transform
Date Mon, 02 Feb 2015 21:54:02 GMT
[SPARK-5212][SQL] Add support of schema-less, custom field delimiter and SerDe for HiveQL transform

This pr adds the support of schema-less syntax, custom field delimiter and SerDe for HiveQL's transform.

Author: Liang-Chi Hsieh <viirya@gmail.com>

Closes #4014 from viirya/schema_less_trans and squashes the following commits:

ac2d1fe [Liang-Chi Hsieh] Refactor codes for comments.
a137933 [Liang-Chi Hsieh] Merge remote-tracking branch 'upstream/master' into schema_less_trans
aa10fbd [Liang-Chi Hsieh] Add Hive golden answer files again.
575f695 [Liang-Chi Hsieh] Add Hive golden answer files for new unit tests.
a422562 [Liang-Chi Hsieh] Use createQueryTest for unit tests and remove unnecessary imports.
ccb71e3 [Liang-Chi Hsieh] Refactor codes for comments.
37bd391 [Liang-Chi Hsieh] Merge remote-tracking branch 'upstream/master' into schema_less_trans
6000889 [Liang-Chi Hsieh] Wrap input and output schema into ScriptInputOutputSchema.
21727f7 [Liang-Chi Hsieh] Move schema-less output to proper place. Use multilines instead of a long line SQL.
9a6dc04 [Liang-Chi Hsieh] setRecordReaderID is introduced in 0.13.1, use reflection API to call it.
7a14f31 [Liang-Chi Hsieh] Fix bug.
799b5e1 [Liang-Chi Hsieh] Call getSerializedClass instead of using Text.
be2c3fc [Liang-Chi Hsieh] Fix style.
32d3046 [Liang-Chi Hsieh] Add SerDe support.
ab22f7b [Liang-Chi Hsieh] Fix style.
7a48e42 [Liang-Chi Hsieh] Add support of custom field delimiter.
b1729d9 [Liang-Chi Hsieh] Fix style.
ccee49e [Liang-Chi Hsieh] Add unit test.
f561c37 [Liang-Chi Hsieh] Add support of schema-less script transformation.


Project: http://git-wip-us.apache.org/repos/asf/spark/repo
Commit: http://git-wip-us.apache.org/repos/asf/spark/commit/683e9382
Tree: http://git-wip-us.apache.org/repos/asf/spark/tree/683e9382
Diff: http://git-wip-us.apache.org/repos/asf/spark/diff/683e9382

Branch: refs/heads/master
Commit: 683e938242e29a0d584452e5230b4168b85bdab2
Parents: 62a93a1
Author: Liang-Chi Hsieh <viirya@gmail.com>
Authored: Mon Feb 2 13:53:55 2015 -0800
Committer: Michael Armbrust <michael@databricks.com>
Committed: Mon Feb 2 13:53:55 2015 -0800

----------------------------------------------------------------------
 .../plans/logical/ScriptTransformation.scala    |  10 +-
 .../org/apache/spark/sql/hive/HiveQl.scala      |  59 ++-
 .../apache/spark/sql/hive/HiveStrategies.scala  |   4 +-
 .../hive/execution/ScriptTransformation.scala   | 220 +++++++-
 ...transform-0-d5738de14dd6e29da712ec3318f4118f | 500 +++++++++++++++++++
 ...transform-1-49624ef4e2c3cc2040c06660b926219b | 500 +++++++++++++++++++
 ...ith SerDe-0-cdc393f3914c879787efe523f692b1e0 | 500 +++++++++++++++++++
 ...th SerDe3-0-58a8b7eb07a949bc44dccb723222957f | 500 +++++++++++++++++++
 ...th SerDe4-0-ba9ad2499a7408cb350c7abafaf9ea97 | 500 +++++++++++++++++++
 ...delimiter-0-703cca3c02ced422feb11dc13b744484 | 500 +++++++++++++++++++
 ...delimiter-0-82639dda9ba42df817466dffe2929174 | 500 +++++++++++++++++++
 ...elimiter2-0-e8713b21483e1efb78ee90b61530479b | 500 +++++++++++++++++++
 ...elimiter2-0-e8d2b2e60551f69bfb44e555f5cff064 | 500 +++++++++++++++++++
 ...elimiter3-0-d4f4f471819345e9ce1964e281ea5289 | 500 +++++++++++++++++++
 .../sql/hive/execution/HiveQuerySuite.scala     |  76 ++-
 .../org/apache/spark/sql/hive/Shim12.scala      |   6 +-
 .../org/apache/spark/sql/hive/Shim13.scala      |  19 +-
 17 files changed, 5360 insertions(+), 34 deletions(-)
----------------------------------------------------------------------


http://git-wip-us.apache.org/repos/asf/spark/blob/683e9382/sql/catalyst/src/main/scala/org/apache/spark/sql/catalyst/plans/logical/ScriptTransformation.scala
----------------------------------------------------------------------
diff --git a/sql/catalyst/src/main/scala/org/apache/spark/sql/catalyst/plans/logical/ScriptTransformation.scala b/sql/catalyst/src/main/scala/org/apache/spark/sql/catalyst/plans/logical/ScriptTransformation.scala
index 4460c86..cfe2c7a 100644
--- a/sql/catalyst/src/main/scala/org/apache/spark/sql/catalyst/plans/logical/ScriptTransformation.scala
+++ b/sql/catalyst/src/main/scala/org/apache/spark/sql/catalyst/plans/logical/ScriptTransformation.scala
@@ -25,9 +25,17 @@ import org.apache.spark.sql.catalyst.expressions.{Attribute, Expression}
  * @param input the set of expression that should be passed to the script.
  * @param script the command that should be executed.
  * @param output the attributes that are produced by the script.
+ * @param ioschema the input and output schema applied in the execution of the script.
  */
 case class ScriptTransformation(
     input: Seq[Expression],
     script: String,
     output: Seq[Attribute],
-    child: LogicalPlan) extends UnaryNode
+    child: LogicalPlan,
+    ioschema: ScriptInputOutputSchema) extends UnaryNode
+
+/**
+ * A placeholder for implementation specific input and output properties when passing data
+ * to a script. For example, in Hive this would specify which SerDes to use.
+ */
+trait ScriptInputOutputSchema

http://git-wip-us.apache.org/repos/asf/spark/blob/683e9382/sql/hive/src/main/scala/org/apache/spark/sql/hive/HiveQl.scala
----------------------------------------------------------------------
diff --git a/sql/hive/src/main/scala/org/apache/spark/sql/hive/HiveQl.scala b/sql/hive/src/main/scala/org/apache/spark/sql/hive/HiveQl.scala
index 30a64b4..ab305e1 100644
--- a/sql/hive/src/main/scala/org/apache/spark/sql/hive/HiveQl.scala
+++ b/sql/hive/src/main/scala/org/apache/spark/sql/hive/HiveQl.scala
@@ -33,7 +33,7 @@ import org.apache.spark.sql.catalyst.plans._
 import org.apache.spark.sql.catalyst.plans.logical
 import org.apache.spark.sql.catalyst.plans.logical._
 import org.apache.spark.sql.execution.ExplainCommand
-import org.apache.spark.sql.hive.execution.{HiveNativeCommand, DropTable, AnalyzeTable}
+import org.apache.spark.sql.hive.execution.{HiveNativeCommand, DropTable, AnalyzeTable, HiveScriptIOSchema}
 import org.apache.spark.sql.types._
 
 /* Implicit conversions */
@@ -627,29 +627,64 @@ https://cwiki.apache.org/confluence/display/Hive/Enhanced+Aggregation%2C+Cube%2C
           case Token("TOK_SELEXPR",
                  Token("TOK_TRANSFORM",
                    Token("TOK_EXPLIST", inputExprs) ::
-                   Token("TOK_SERDE", Nil) ::
+                   Token("TOK_SERDE", inputSerdeClause) ::
                    Token("TOK_RECORDWRITER", writerClause) ::
                    // TODO: Need to support other types of (in/out)put
                    Token(script, Nil) ::
-                   Token("TOK_SERDE", serdeClause) ::
+                   Token("TOK_SERDE", outputSerdeClause) ::
                    Token("TOK_RECORDREADER", readerClause) ::
-                   outputClause :: Nil) :: Nil) =>
-
-            val output = outputClause match {
-              case Token("TOK_ALIASLIST", aliases) =>
-                aliases.map { case Token(name, Nil) => AttributeReference(name, StringType)() }
-              case Token("TOK_TABCOLLIST", attributes) =>
-                attributes.map { case Token("TOK_TABCOL", Token(name, Nil) :: dataType :: Nil) =>
-                  AttributeReference(name, nodeToDataType(dataType))() }
+                   outputClause) :: Nil) =>
+
+            val (output, schemaLess) = outputClause match {
+              case Token("TOK_ALIASLIST", aliases) :: Nil =>
+                (aliases.map { case Token(name, Nil) => AttributeReference(name, StringType)() },
+                  false)
+              case Token("TOK_TABCOLLIST", attributes) :: Nil =>
+                (attributes.map { case Token("TOK_TABCOL", Token(name, Nil) :: dataType :: Nil) =>
+                  AttributeReference(name, nodeToDataType(dataType))() }, false)
+              case Nil =>
+                (List(AttributeReference("key", StringType)(),
+                  AttributeReference("value", StringType)()), true)
             }
+
+            def matchSerDe(clause: Seq[ASTNode]) = clause match {
+              case Token("TOK_SERDEPROPS", propsClause) :: Nil =>
+                val rowFormat = propsClause.map {
+                  case Token(name, Token(value, Nil) :: Nil) => (name, value)
+                }
+                (rowFormat, "", Nil)
+
+              case Token("TOK_SERDENAME", Token(serdeClass, Nil) :: Nil) :: Nil =>
+                (Nil, serdeClass, Nil)
+
+              case Token("TOK_SERDENAME", Token(serdeClass, Nil) ::
+                Token("TOK_TABLEPROPERTIES",
+                Token("TOK_TABLEPROPLIST", propsClause) :: Nil) :: Nil) :: Nil =>
+                val serdeProps = propsClause.map {
+                  case Token("TOK_TABLEPROPERTY", Token(name, Nil) :: Token(value, Nil) :: Nil) =>
+                    (name, value)
+                } 
+                (Nil, serdeClass, serdeProps)
+
+              case Nil => (Nil, "", Nil)
+            }
+
+            val (inRowFormat, inSerdeClass, inSerdeProps) = matchSerDe(inputSerdeClause)
+            val (outRowFormat, outSerdeClass, outSerdeProps) = matchSerDe(outputSerdeClause)
+
             val unescapedScript = BaseSemanticAnalyzer.unescapeSQLString(script)
 
+            val schema = HiveScriptIOSchema(
+              inRowFormat, outRowFormat,
+              inSerdeClass, outSerdeClass,
+              inSerdeProps, outSerdeProps, schemaLess)
+
             Some(
               logical.ScriptTransformation(
                 inputExprs.map(nodeToExpr),
                 unescapedScript,
                 output,
-                withWhere))
+                withWhere, schema))
           case _ => None
         }
 

http://git-wip-us.apache.org/repos/asf/spark/blob/683e9382/sql/hive/src/main/scala/org/apache/spark/sql/hive/HiveStrategies.scala
----------------------------------------------------------------------
diff --git a/sql/hive/src/main/scala/org/apache/spark/sql/hive/HiveStrategies.scala b/sql/hive/src/main/scala/org/apache/spark/sql/hive/HiveStrategies.scala
index ace9329..83244ce 100644
--- a/sql/hive/src/main/scala/org/apache/spark/sql/hive/HiveStrategies.scala
+++ b/sql/hive/src/main/scala/org/apache/spark/sql/hive/HiveStrategies.scala
@@ -166,8 +166,8 @@ private[hive] trait HiveStrategies {
 
   object Scripts extends Strategy {
     def apply(plan: LogicalPlan): Seq[SparkPlan] = plan match {
-      case logical.ScriptTransformation(input, script, output, child) =>
-        ScriptTransformation(input, script, output, planLater(child))(hiveContext) :: Nil
+      case logical.ScriptTransformation(input, script, output, child, schema: HiveScriptIOSchema) =>
+        ScriptTransformation(input, script, output, planLater(child), schema)(hiveContext) :: Nil
       case _ => Nil
     }
   }

http://git-wip-us.apache.org/repos/asf/spark/blob/683e9382/sql/hive/src/main/scala/org/apache/spark/sql/hive/execution/ScriptTransformation.scala
----------------------------------------------------------------------
diff --git a/sql/hive/src/main/scala/org/apache/spark/sql/hive/execution/ScriptTransformation.scala b/sql/hive/src/main/scala/org/apache/spark/sql/hive/execution/ScriptTransformation.scala
index 0c8f676..c54fbb6 100644
--- a/sql/hive/src/main/scala/org/apache/spark/sql/hive/execution/ScriptTransformation.scala
+++ b/sql/hive/src/main/scala/org/apache/spark/sql/hive/execution/ScriptTransformation.scala
@@ -18,11 +18,26 @@
 package org.apache.spark.sql.hive.execution
 
 import java.io.{BufferedReader, InputStreamReader}
+import java.io.{DataInputStream, DataOutputStream, EOFException}
+import java.util.Properties
+
+import org.apache.hadoop.hive.serde.serdeConstants
+import org.apache.hadoop.hive.serde2.AbstractSerDe
+import org.apache.hadoop.hive.serde2.Serializer
+import org.apache.hadoop.hive.serde2.Deserializer
+import org.apache.hadoop.hive.serde2.objectinspector._
+import org.apache.hadoop.hive.serde2.objectinspector.ObjectInspectorFactory.ObjectInspectorOptions
+import org.apache.hadoop.hive.serde2.objectinspector.ObjectInspectorUtils.ObjectInspectorCopyOption
 
 import org.apache.spark.annotation.DeveloperApi
 import org.apache.spark.sql.catalyst.expressions._
+import org.apache.spark.sql.catalyst.plans.logical.ScriptInputOutputSchema
 import org.apache.spark.sql.execution._
-import org.apache.spark.sql.hive.HiveContext
+import org.apache.spark.sql.types.DataType
+import org.apache.spark.sql.hive.{HiveContext, HiveInspectors}
+import org.apache.spark.sql.hive.HiveShim._
+import org.apache.spark.util.Utils
+
 
 /* Implicit conversions */
 import scala.collection.JavaConversions._
@@ -40,7 +55,8 @@ case class ScriptTransformation(
     input: Seq[Expression],
     script: String,
     output: Seq[Attribute],
-    child: SparkPlan)(@transient sc: HiveContext)
+    child: SparkPlan,
+    ioschema: HiveScriptIOSchema)(@transient sc: HiveContext)
   extends UnaryNode {
 
   override def otherCopyArgs = sc :: Nil
@@ -53,28 +69,202 @@ case class ScriptTransformation(
       val inputStream = proc.getInputStream
       val outputStream = proc.getOutputStream
       val reader = new BufferedReader(new InputStreamReader(inputStream))
+ 
+      val (outputSerde, outputSoi) = ioschema.initOutputSerDe(output)
+
+      val iterator: Iterator[Row] = new Iterator[Row] with HiveInspectors {
+        var cacheRow: Row = null
+        var curLine: String = null
+        var eof: Boolean = false
+
+        override def hasNext: Boolean = {
+          if (outputSerde == null) {
+            if (curLine == null) {
+              curLine = reader.readLine()
+              curLine != null
+            } else {
+              true
+            }
+          } else {
+            !eof
+          }
+        }
+
+        def deserialize(): Row = {
+          if (cacheRow != null) return cacheRow
+
+          val mutableRow = new SpecificMutableRow(output.map(_.dataType))
+          try {
+            val dataInputStream = new DataInputStream(inputStream)
+            val writable = outputSerde.getSerializedClass().newInstance
+            writable.readFields(dataInputStream)
+
+            val raw = outputSerde.deserialize(writable)
+            val dataList = outputSoi.getStructFieldsDataAsList(raw)
+            val fieldList = outputSoi.getAllStructFieldRefs()
+            
+            var i = 0
+            dataList.foreach( element => {
+              if (element == null) {
+                mutableRow.setNullAt(i)
+              } else {
+                mutableRow(i) = unwrap(element, fieldList(i).getFieldObjectInspector)
+              }
+              i += 1
+            })
+            return mutableRow
+          } catch {
+            case e: EOFException =>
+              eof = true
+              return null
+          }
+        }
 
-      // TODO: This should be exposed as an iterator instead of reading in all the data at once.
-      val outputLines = collection.mutable.ArrayBuffer[Row]()
-      val readerThread = new Thread("Transform OutputReader") {
-        override def run() {
-          var curLine = reader.readLine()
-          while (curLine != null) {
-            // TODO: Use SerDe
-            outputLines += new GenericRow(curLine.split("\t").asInstanceOf[Array[Any]])
+        override def next(): Row = {
+          if (!hasNext) {
+            throw new NoSuchElementException
+          }
+ 
+          if (outputSerde == null) {
+            val prevLine = curLine
             curLine = reader.readLine()
+ 
+            if (!ioschema.schemaLess) {
+              new GenericRow(
+                prevLine.split(ioschema.outputRowFormatMap("TOK_TABLEROWFORMATFIELD"))
+                .asInstanceOf[Array[Any]])
+            } else {
+              new GenericRow(
+                prevLine.split(ioschema.outputRowFormatMap("TOK_TABLEROWFORMATFIELD"), 2)
+                .asInstanceOf[Array[Any]])
+            }
+          } else {
+            val ret = deserialize()
+            if (!eof) {
+              cacheRow = null
+              cacheRow = deserialize()
+            }
+            ret
           }
         }
       }
-      readerThread.start()
+
+      val (inputSerde, inputSoi) = ioschema.initInputSerDe(input)
+      val dataOutputStream = new DataOutputStream(outputStream)
       val outputProjection = new InterpretedProjection(input, child.output)
+
       iter
         .map(outputProjection)
-        // TODO: Use SerDe
-        .map(_.mkString("", "\t", "\n").getBytes("utf-8")).foreach(outputStream.write)
+        .foreach { row =>
+          if (inputSerde == null) {
+            val data = row.mkString("", ioschema.inputRowFormatMap("TOK_TABLEROWFORMATFIELD"),
+            ioschema.inputRowFormatMap("TOK_TABLEROWFORMATLINES")).getBytes("utf-8")
+ 
+            outputStream.write(data)
+          } else {
+            val writable = inputSerde.serialize(row.asInstanceOf[GenericRow].values, inputSoi)
+            prepareWritable(writable).write(dataOutputStream)
+          }
+        }
       outputStream.close()
-      readerThread.join()
-      outputLines.toIterator
+      iterator
+    }
+  }
+}
+
+/**
+ * The wrapper class of Hive input and output schema properties
+ */
+case class HiveScriptIOSchema (
+    inputRowFormat: Seq[(String, String)],
+    outputRowFormat: Seq[(String, String)],
+    inputSerdeClass: String,
+    outputSerdeClass: String,
+    inputSerdeProps: Seq[(String, String)],
+    outputSerdeProps: Seq[(String, String)],
+    schemaLess: Boolean) extends ScriptInputOutputSchema with HiveInspectors {
+
+  val defaultFormat = Map(("TOK_TABLEROWFORMATFIELD", "\t"),
+                          ("TOK_TABLEROWFORMATLINES", "\n"))
+
+  val inputRowFormatMap = inputRowFormat.toMap.withDefault((k) => defaultFormat(k))
+  val outputRowFormatMap = outputRowFormat.toMap.withDefault((k) => defaultFormat(k))
+
+  
+  def initInputSerDe(input: Seq[Expression]): (AbstractSerDe, ObjectInspector) = {
+    val (columns, columnTypes) = parseAttrs(input)
+    val serde = initSerDe(inputSerdeClass, columns, columnTypes, inputSerdeProps)
+    (serde, initInputSoi(serde, columns, columnTypes))
+  }
+
+  def initOutputSerDe(output: Seq[Attribute]): (AbstractSerDe, StructObjectInspector) = {
+    val (columns, columnTypes) = parseAttrs(output)
+    val serde = initSerDe(outputSerdeClass, columns, columnTypes, outputSerdeProps)
+    (serde, initOutputputSoi(serde))
+  }
+
+  def parseAttrs(attrs: Seq[Expression]): (Seq[String], Seq[DataType]) = {
+                                                
+    val columns = attrs.map {
+      case aref: AttributeReference => aref.name
+      case e: NamedExpression => e.name
+      case _ => null
+    }
+ 
+    val columnTypes = attrs.map {
+      case aref: AttributeReference => aref.dataType
+      case e: NamedExpression => e.dataType
+      case _ =>  null
+    }
+
+    (columns, columnTypes)
+  }
+ 
+  def initSerDe(serdeClassName: String, columns: Seq[String],
+    columnTypes: Seq[DataType], serdeProps: Seq[(String, String)]): AbstractSerDe = {
+
+    val serde: AbstractSerDe = if (serdeClassName != "") {
+      val trimed_class = serdeClassName.split("'")(1)
+      Utils.classForName(trimed_class)
+        .newInstance.asInstanceOf[AbstractSerDe]
+    } else {
+      null
+    }
+
+    if (serde != null) {
+      val columnTypesNames = columnTypes.map(_.toTypeInfo.getTypeName()).mkString(",")
+
+      var propsMap = serdeProps.map(kv => {
+        (kv._1.split("'")(1), kv._2.split("'")(1))
+      }).toMap + (serdeConstants.LIST_COLUMNS -> columns.mkString(","))
+      propsMap = propsMap + (serdeConstants.LIST_COLUMN_TYPES -> columnTypesNames)
+    
+      val properties = new Properties()
+      properties.putAll(propsMap)
+      serde.initialize(null, properties)
+    }
+
+    serde
+  }
+
+  def initInputSoi(inputSerde: AbstractSerDe, columns: Seq[String], columnTypes: Seq[DataType])
+    : ObjectInspector = {
+
+    if (inputSerde != null) {
+      val fieldObjectInspectors = columnTypes.map(toInspector(_))
+      ObjectInspectorFactory
+        .getStandardStructObjectInspector(columns, fieldObjectInspectors)
+        .asInstanceOf[ObjectInspector]
+    } else {
+      null
+    }
+  }
+ 
+  def initOutputputSoi(outputSerde: AbstractSerDe): StructObjectInspector = {
+    if (outputSerde != null) {
+      outputSerde.getObjectInspector().asInstanceOf[StructObjectInspector]
+    } else {
+      null
     }
   }
 }

http://git-wip-us.apache.org/repos/asf/spark/blob/683e9382/sql/hive/src/test/resources/golden/schema-less transform-0-d5738de14dd6e29da712ec3318f4118f
----------------------------------------------------------------------
diff --git a/sql/hive/src/test/resources/golden/schema-less transform-0-d5738de14dd6e29da712ec3318f4118f b/sql/hive/src/test/resources/golden/schema-less transform-0-d5738de14dd6e29da712ec3318f4118f
new file mode 100644
index 0000000..7aae61e
--- /dev/null
+++ b/sql/hive/src/test/resources/golden/schema-less transform-0-d5738de14dd6e29da712ec3318f4118f	
@@ -0,0 +1,500 @@
+238	val_238
+86	val_86
+311	val_311
+27	val_27
+165	val_165
+409	val_409
+255	val_255
+278	val_278
+98	val_98
+484	val_484
+265	val_265
+193	val_193
+401	val_401
+150	val_150
+273	val_273
+224	val_224
+369	val_369
+66	val_66
+128	val_128
+213	val_213
+146	val_146
+406	val_406
+429	val_429
+374	val_374
+152	val_152
+469	val_469
+145	val_145
+495	val_495
+37	val_37
+327	val_327
+281	val_281
+277	val_277
+209	val_209
+15	val_15
+82	val_82
+403	val_403
+166	val_166
+417	val_417
+430	val_430
+252	val_252
+292	val_292
+219	val_219
+287	val_287
+153	val_153
+193	val_193
+338	val_338
+446	val_446
+459	val_459
+394	val_394
+237	val_237
+482	val_482
+174	val_174
+413	val_413
+494	val_494
+207	val_207
+199	val_199
+466	val_466
+208	val_208
+174	val_174
+399	val_399
+396	val_396
+247	val_247
+417	val_417
+489	val_489
+162	val_162
+377	val_377
+397	val_397
+309	val_309
+365	val_365
+266	val_266
+439	val_439
+342	val_342
+367	val_367
+325	val_325
+167	val_167
+195	val_195
+475	val_475
+17	val_17
+113	val_113
+155	val_155
+203	val_203
+339	val_339
+0	val_0
+455	val_455
+128	val_128
+311	val_311
+316	val_316
+57	val_57
+302	val_302
+205	val_205
+149	val_149
+438	val_438
+345	val_345
+129	val_129
+170	val_170
+20	val_20
+489	val_489
+157	val_157
+378	val_378
+221	val_221
+92	val_92
+111	val_111
+47	val_47
+72	val_72
+4	val_4
+280	val_280
+35	val_35
+427	val_427
+277	val_277
+208	val_208
+356	val_356
+399	val_399
+169	val_169
+382	val_382
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http://git-wip-us.apache.org/repos/asf/spark/blob/683e9382/sql/hive/src/test/resources/golden/schema-less transform-1-49624ef4e2c3cc2040c06660b926219b
----------------------------------------------------------------------
diff --git a/sql/hive/src/test/resources/golden/schema-less transform-1-49624ef4e2c3cc2040c06660b926219b b/sql/hive/src/test/resources/golden/schema-less transform-1-49624ef4e2c3cc2040c06660b926219b
new file mode 100644
index 0000000..7aae61e
--- /dev/null
+++ b/sql/hive/src/test/resources/golden/schema-less transform-1-49624ef4e2c3cc2040c06660b926219b	
@@ -0,0 +1,500 @@
+238	val_238
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+255	val_255
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+97	val_97

http://git-wip-us.apache.org/repos/asf/spark/blob/683e9382/sql/hive/src/test/resources/golden/transform with SerDe-0-cdc393f3914c879787efe523f692b1e0
----------------------------------------------------------------------
diff --git a/sql/hive/src/test/resources/golden/transform with SerDe-0-cdc393f3914c879787efe523f692b1e0 b/sql/hive/src/test/resources/golden/transform with SerDe-0-cdc393f3914c879787efe523f692b1e0
new file mode 100644
index 0000000..7aae61e
--- /dev/null
+++ b/sql/hive/src/test/resources/golden/transform with SerDe-0-cdc393f3914c879787efe523f692b1e0	
@@ -0,0 +1,500 @@
+238	val_238
+86	val_86
+311	val_311
+27	val_27
+165	val_165
+409	val_409
+255	val_255
+278	val_278
+98	val_98
+484	val_484
+265	val_265
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+150	val_150
+273	val_273
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+369	val_369
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+146	val_146
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http://git-wip-us.apache.org/repos/asf/spark/blob/683e9382/sql/hive/src/test/resources/golden/transform with SerDe3-0-58a8b7eb07a949bc44dccb723222957f
----------------------------------------------------------------------
diff --git a/sql/hive/src/test/resources/golden/transform with SerDe3-0-58a8b7eb07a949bc44dccb723222957f b/sql/hive/src/test/resources/golden/transform with SerDe3-0-58a8b7eb07a949bc44dccb723222957f
new file mode 100644
index 0000000..7aae61e
--- /dev/null
+++ b/sql/hive/src/test/resources/golden/transform with SerDe3-0-58a8b7eb07a949bc44dccb723222957f	
@@ -0,0 +1,500 @@
+238	val_238
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+255	val_255
+278	val_278
+98	val_98
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+224	val_224
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+200	val_200
+97	val_97

http://git-wip-us.apache.org/repos/asf/spark/blob/683e9382/sql/hive/src/test/resources/golden/transform with SerDe4-0-ba9ad2499a7408cb350c7abafaf9ea97
----------------------------------------------------------------------
diff --git a/sql/hive/src/test/resources/golden/transform with SerDe4-0-ba9ad2499a7408cb350c7abafaf9ea97 b/sql/hive/src/test/resources/golden/transform with SerDe4-0-ba9ad2499a7408cb350c7abafaf9ea97
new file mode 100644
index 0000000..7aae61e
--- /dev/null
+++ b/sql/hive/src/test/resources/golden/transform with SerDe4-0-ba9ad2499a7408cb350c7abafaf9ea97	
@@ -0,0 +1,500 @@
+238	val_238
+86	val_86
+311	val_311
+27	val_27
+165	val_165
+409	val_409
+255	val_255
+278	val_278
+98	val_98
+484	val_484
+265	val_265
+193	val_193
+401	val_401
+150	val_150
+273	val_273
+224	val_224
+369	val_369
+66	val_66
+128	val_128
+213	val_213
+146	val_146
+406	val_406
+429	val_429
+374	val_374
+152	val_152
+469	val_469
+145	val_145
+495	val_495
+37	val_37
+327	val_327
+281	val_281
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http://git-wip-us.apache.org/repos/asf/spark/blob/683e9382/sql/hive/src/test/resources/golden/transform with custom field delimiter-0-703cca3c02ced422feb11dc13b744484
----------------------------------------------------------------------
diff --git a/sql/hive/src/test/resources/golden/transform with custom field delimiter-0-703cca3c02ced422feb11dc13b744484 b/sql/hive/src/test/resources/golden/transform with custom field delimiter-0-703cca3c02ced422feb11dc13b744484
new file mode 100644
index 0000000..e341185
--- /dev/null
+++ b/sql/hive/src/test/resources/golden/transform with custom field delimiter-0-703cca3c02ced422feb11dc13b744484	
@@ -0,0 +1,500 @@
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http://git-wip-us.apache.org/repos/asf/spark/blob/683e9382/sql/hive/src/test/resources/golden/transform with custom field delimiter-0-82639dda9ba42df817466dffe2929174
----------------------------------------------------------------------
diff --git a/sql/hive/src/test/resources/golden/transform with custom field delimiter-0-82639dda9ba42df817466dffe2929174 b/sql/hive/src/test/resources/golden/transform with custom field delimiter-0-82639dda9ba42df817466dffe2929174
new file mode 100644
index 0000000..e341185
--- /dev/null
+++ b/sql/hive/src/test/resources/golden/transform with custom field delimiter-0-82639dda9ba42df817466dffe2929174	
@@ -0,0 +1,500 @@
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+414
+477
+222
+126
+90
+169
+403
+400
+200
+97

http://git-wip-us.apache.org/repos/asf/spark/blob/683e9382/sql/hive/src/test/resources/golden/transform with custom field delimiter2-0-e8713b21483e1efb78ee90b61530479b
----------------------------------------------------------------------
diff --git a/sql/hive/src/test/resources/golden/transform with custom field delimiter2-0-e8713b21483e1efb78ee90b61530479b b/sql/hive/src/test/resources/golden/transform with custom field delimiter2-0-e8713b21483e1efb78ee90b61530479b
new file mode 100644
index 0000000..7aae61e
--- /dev/null
+++ b/sql/hive/src/test/resources/golden/transform with custom field delimiter2-0-e8713b21483e1efb78ee90b61530479b	
@@ -0,0 +1,500 @@
+238	val_238
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+200	val_200
+97	val_97

http://git-wip-us.apache.org/repos/asf/spark/blob/683e9382/sql/hive/src/test/resources/golden/transform with custom field delimiter2-0-e8d2b2e60551f69bfb44e555f5cff064
----------------------------------------------------------------------
diff --git a/sql/hive/src/test/resources/golden/transform with custom field delimiter2-0-e8d2b2e60551f69bfb44e555f5cff064 b/sql/hive/src/test/resources/golden/transform with custom field delimiter2-0-e8d2b2e60551f69bfb44e555f5cff064
new file mode 100644
index 0000000..7aae61e
--- /dev/null
+++ b/sql/hive/src/test/resources/golden/transform with custom field delimiter2-0-e8d2b2e60551f69bfb44e555f5cff064	
@@ -0,0 +1,500 @@
+238	val_238
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+27	val_27
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+255	val_255
+278	val_278
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+407	val_407
+384	val_384
+256	val_256
+26	val_26
+134	val_134
+67	val_67
+384	val_384
+379	val_379
+18	val_18
+462	val_462
+492	val_492
+100	val_100
+298	val_298
+9	val_9
+341	val_341
+498	val_498
+146	val_146
+458	val_458
+362	val_362
+186	val_186
+285	val_285
+348	val_348
+167	val_167
+18	val_18
+273	val_273
+183	val_183
+281	val_281
+344	val_344
+97	val_97
+469	val_469
+315	val_315
+84	val_84
+28	val_28
+37	val_37
+448	val_448
+152	val_152
+348	val_348
+307	val_307
+194	val_194
+414	val_414
+477	val_477
+222	val_222
+126	val_126
+90	val_90
+169	val_169
+403	val_403
+400	val_400
+200	val_200
+97	val_97

http://git-wip-us.apache.org/repos/asf/spark/blob/683e9382/sql/hive/src/test/resources/golden/transform with custom field delimiter3-0-d4f4f471819345e9ce1964e281ea5289
----------------------------------------------------------------------
diff --git a/sql/hive/src/test/resources/golden/transform with custom field delimiter3-0-d4f4f471819345e9ce1964e281ea5289 b/sql/hive/src/test/resources/golden/transform with custom field delimiter3-0-d4f4f471819345e9ce1964e281ea5289
new file mode 100644
index 0000000..7aae61e
--- /dev/null
+++ b/sql/hive/src/test/resources/golden/transform with custom field delimiter3-0-d4f4f471819345e9ce1964e281ea5289	
@@ -0,0 +1,500 @@
+238	val_238
+86	val_86
+311	val_311
+27	val_27
+165	val_165
+409	val_409
+255	val_255
+278	val_278
+98	val_98
+484	val_484
+265	val_265
+193	val_193
+401	val_401
+150	val_150
+273	val_273
+224	val_224
+369	val_369
+66	val_66
+128	val_128
+213	val_213
+146	val_146
+406	val_406
+429	val_429
+374	val_374
+152	val_152
+469	val_469
+145	val_145
+495	val_495
+37	val_37
+327	val_327
+281	val_281
+277	val_277
+209	val_209
+15	val_15
+82	val_82
+403	val_403
+166	val_166
+417	val_417
+430	val_430
+252	val_252
+292	val_292
+219	val_219
+287	val_287
+153	val_153
+193	val_193
+338	val_338
+446	val_446
+459	val_459
+394	val_394
+237	val_237
+482	val_482
+174	val_174
+413	val_413
+494	val_494
+207	val_207
+199	val_199
+466	val_466
+208	val_208
+174	val_174
+399	val_399
+396	val_396
+247	val_247
+417	val_417
+489	val_489
+162	val_162
+377	val_377
+397	val_397
+309	val_309
+365	val_365
+266	val_266
+439	val_439
+342	val_342
+367	val_367
+325	val_325
+167	val_167
+195	val_195
+475	val_475
+17	val_17
+113	val_113
+155	val_155
+203	val_203
+339	val_339
+0	val_0
+455	val_455
+128	val_128
+311	val_311
+316	val_316
+57	val_57
+302	val_302
+205	val_205
+149	val_149
+438	val_438
+345	val_345
+129	val_129
+170	val_170
+20	val_20
+489	val_489
+157	val_157
+378	val_378
+221	val_221
+92	val_92
+111	val_111
+47	val_47
+72	val_72
+4	val_4
+280	val_280
+35	val_35
+427	val_427
+277	val_277
+208	val_208
+356	val_356
+399	val_399
+169	val_169
+382	val_382
+498	val_498
+125	val_125
+386	val_386
+437	val_437
+469	val_469
+192	val_192
+286	val_286
+187	val_187
+176	val_176
+54	val_54
+459	val_459
+51	val_51
+138	val_138
+103	val_103
+239	val_239
+213	val_213
+216	val_216
+430	val_430
+278	val_278
+176	val_176
+289	val_289
+221	val_221
+65	val_65
+318	val_318
+332	val_332
+311	val_311
+275	val_275
+137	val_137
+241	val_241
+83	val_83
+333	val_333
+180	val_180
+284	val_284
+12	val_12
+230	val_230
+181	val_181
+67	val_67
+260	val_260
+404	val_404
+384	val_384
+489	val_489
+353	val_353
+373	val_373
+272	val_272
+138	val_138
+217	val_217
+84	val_84
+348	val_348
+466	val_466
+58	val_58
+8	val_8
+411	val_411
+230	val_230
+208	val_208
+348	val_348
+24	val_24
+463	val_463
+431	val_431
+179	val_179
+172	val_172
+42	val_42
+129	val_129
+158	val_158
+119	val_119
+496	val_496
+0	val_0
+322	val_322
+197	val_197
+468	val_468
+393	val_393
+454	val_454
+100	val_100
+298	val_298
+199	val_199
+191	val_191
+418	val_418
+96	val_96
+26	val_26
+165	val_165
+327	val_327
+230	val_230
+205	val_205
+120	val_120
+131	val_131
+51	val_51
+404	val_404
+43	val_43
+436	val_436
+156	val_156
+469	val_469
+468	val_468
+308	val_308
+95	val_95
+196	val_196
+288	val_288
+481	val_481
+457	val_457
+98	val_98
+282	val_282
+197	val_197
+187	val_187
+318	val_318
+318	val_318
+409	val_409
+470	val_470
+137	val_137
+369	val_369
+316	val_316
+169	val_169
+413	val_413
+85	val_85
+77	val_77
+0	val_0
+490	val_490
+87	val_87
+364	val_364
+179	val_179
+118	val_118
+134	val_134
+395	val_395
+282	val_282
+138	val_138
+238	val_238
+419	val_419
+15	val_15
+118	val_118
+72	val_72
+90	val_90
+307	val_307
+19	val_19
+435	val_435
+10	val_10
+277	val_277
+273	val_273
+306	val_306
+224	val_224
+309	val_309
+389	val_389
+327	val_327
+242	val_242
+369	val_369
+392	val_392
+272	val_272
+331	val_331
+401	val_401
+242	val_242
+452	val_452
+177	val_177
+226	val_226
+5	val_5
+497	val_497
+402	val_402
+396	val_396
+317	val_317
+395	val_395
+58	val_58
+35	val_35
+336	val_336
+95	val_95
+11	val_11
+168	val_168
+34	val_34
+229	val_229
+233	val_233
+143	val_143
+472	val_472
+322	val_322
+498	val_498
+160	val_160
+195	val_195
+42	val_42
+321	val_321
+430	val_430
+119	val_119
+489	val_489
+458	val_458
+78	val_78
+76	val_76
+41	val_41
+223	val_223
+492	val_492
+149	val_149
+449	val_449
+218	val_218
+228	val_228
+138	val_138
+453	val_453
+30	val_30
+209	val_209
+64	val_64
+468	val_468
+76	val_76
+74	val_74
+342	val_342
+69	val_69
+230	val_230
+33	val_33
+368	val_368
+103	val_103
+296	val_296
+113	val_113
+216	val_216
+367	val_367
+344	val_344
+167	val_167
+274	val_274
+219	val_219
+239	val_239
+485	val_485
+116	val_116
+223	val_223
+256	val_256
+263	val_263
+70	val_70
+487	val_487
+480	val_480
+401	val_401
+288	val_288
+191	val_191
+5	val_5
+244	val_244
+438	val_438
+128	val_128
+467	val_467
+432	val_432
+202	val_202
+316	val_316
+229	val_229
+469	val_469
+463	val_463
+280	val_280
+2	val_2
+35	val_35
+283	val_283
+331	val_331
+235	val_235
+80	val_80
+44	val_44
+193	val_193
+321	val_321
+335	val_335
+104	val_104
+466	val_466
+366	val_366
+175	val_175
+403	val_403
+483	val_483
+53	val_53
+105	val_105
+257	val_257
+406	val_406
+409	val_409
+190	val_190
+406	val_406
+401	val_401
+114	val_114
+258	val_258
+90	val_90
+203	val_203
+262	val_262
+348	val_348
+424	val_424
+12	val_12
+396	val_396
+201	val_201
+217	val_217
+164	val_164
+431	val_431
+454	val_454
+478	val_478
+298	val_298
+125	val_125
+431	val_431
+164	val_164
+424	val_424
+187	val_187
+382	val_382
+5	val_5
+70	val_70
+397	val_397
+480	val_480
+291	val_291
+24	val_24
+351	val_351
+255	val_255
+104	val_104
+70	val_70
+163	val_163
+438	val_438
+119	val_119
+414	val_414
+200	val_200
+491	val_491
+237	val_237
+439	val_439
+360	val_360
+248	val_248
+479	val_479
+305	val_305
+417	val_417
+199	val_199
+444	val_444
+120	val_120
+429	val_429
+169	val_169
+443	val_443
+323	val_323
+325	val_325
+277	val_277
+230	val_230
+478	val_478
+178	val_178
+468	val_468
+310	val_310
+317	val_317
+333	val_333
+493	val_493
+460	val_460
+207	val_207
+249	val_249
+265	val_265
+480	val_480
+83	val_83
+136	val_136
+353	val_353
+172	val_172
+214	val_214
+462	val_462
+233	val_233
+406	val_406
+133	val_133
+175	val_175
+189	val_189
+454	val_454
+375	val_375
+401	val_401
+421	val_421
+407	val_407
+384	val_384
+256	val_256
+26	val_26
+134	val_134
+67	val_67
+384	val_384
+379	val_379
+18	val_18
+462	val_462
+492	val_492
+100	val_100
+298	val_298
+9	val_9
+341	val_341
+498	val_498
+146	val_146
+458	val_458
+362	val_362
+186	val_186
+285	val_285
+348	val_348
+167	val_167
+18	val_18
+273	val_273
+183	val_183
+281	val_281
+344	val_344
+97	val_97
+469	val_469
+315	val_315
+84	val_84
+28	val_28
+37	val_37
+448	val_448
+152	val_152
+348	val_348
+307	val_307
+194	val_194
+414	val_414
+477	val_477
+222	val_222
+126	val_126
+90	val_90
+169	val_169
+403	val_403
+400	val_400
+200	val_200
+97	val_97

http://git-wip-us.apache.org/repos/asf/spark/blob/683e9382/sql/hive/src/test/scala/org/apache/spark/sql/hive/execution/HiveQuerySuite.scala
----------------------------------------------------------------------
diff --git a/sql/hive/src/test/scala/org/apache/spark/sql/hive/execution/HiveQuerySuite.scala b/sql/hive/src/test/scala/org/apache/spark/sql/hive/execution/HiveQuerySuite.scala
index 60619f5..4c53b10 100644
--- a/sql/hive/src/test/scala/org/apache/spark/sql/hive/execution/HiveQuerySuite.scala
+++ b/sql/hive/src/test/scala/org/apache/spark/sql/hive/execution/HiveQuerySuite.scala
@@ -63,7 +63,7 @@ class HiveQuerySuite extends HiveComparisonTest with BeforeAndAfter {
       sql("SHOW TABLES")
     }
   }
-  
+
   createQueryTest("! operator",
     """
       |SELECT a FROM (
@@ -329,6 +329,80 @@ class HiveQuerySuite extends HiveComparisonTest with BeforeAndAfter {
   createQueryTest("transform",
     "SELECT TRANSFORM (key) USING 'cat' AS (tKey) FROM src")
 
+  createQueryTest("schema-less transform",
+    """
+      |SELECT TRANSFORM (key, value) USING 'cat' FROM src;
+      |SELECT TRANSFORM (*) USING 'cat' FROM src;
+    """.stripMargin)
+
+  val delimiter = "'\t'"
+
+  createQueryTest("transform with custom field delimiter",
+    s"""
+      |SELECT TRANSFORM (key) ROW FORMAT DELIMITED FIELDS TERMINATED BY ${delimiter}
+      |USING 'cat' AS (tKey) ROW FORMAT DELIMITED FIELDS TERMINATED BY ${delimiter} FROM src;
+    """.stripMargin.replaceAll("\n", " "))
+
+  createQueryTest("transform with custom field delimiter2",
+    s"""
+      |SELECT TRANSFORM (key, value) ROW FORMAT DELIMITED FIELDS TERMINATED BY ${delimiter}
+      |USING 'cat' ROW FORMAT DELIMITED FIELDS TERMINATED BY ${delimiter} FROM src;
+    """.stripMargin.replaceAll("\n", " "))
+
+  createQueryTest("transform with custom field delimiter3",
+    s"""
+      |SELECT TRANSFORM (*) ROW FORMAT DELIMITED FIELDS TERMINATED BY ${delimiter}
+      |USING 'cat' ROW FORMAT DELIMITED FIELDS TERMINATED BY ${delimiter} FROM src;
+    """.stripMargin.replaceAll("\n", " "))
+
+  createQueryTest("transform with SerDe",
+    """
+      |SELECT TRANSFORM (key, value) ROW FORMAT SERDE
+      |'org.apache.hadoop.hive.serde2.lazy.LazySimpleSerDe'
+      |USING 'cat' AS (tKey, tValue) ROW FORMAT SERDE
+      |'org.apache.hadoop.hive.serde2.lazy.LazySimpleSerDe' FROM src;
+    """.stripMargin.replaceAll("\n", " "))
+
+  test("transform with SerDe2") {
+
+    sql("CREATE TABLE small_src(key INT, value STRING)")
+    sql("INSERT OVERWRITE TABLE small_src SELECT key, value FROM src LIMIT 10")
+
+    val expected = sql("SELECT key FROM small_src").collect().head
+    val res = sql(
+      """
+        |SELECT TRANSFORM (key) ROW FORMAT SERDE
+        |'org.apache.hadoop.hive.serde2.avro.AvroSerDe'
+        |WITH SERDEPROPERTIES ('avro.schema.literal'='{"namespace":
+        |"testing.hive.avro.serde","name": "src","type": "record","fields":
+        |[{"name":"key","type":"int"}]}') USING 'cat' AS (tKey INT) ROW FORMAT SERDE
+        |'org.apache.hadoop.hive.serde2.avro.AvroSerDe' WITH SERDEPROPERTIES
+        |('avro.schema.literal'='{"namespace": "testing.hive.avro.serde","name":
+        |"src","type": "record","fields": [{"name":"key","type":"int"}]}')
+        |FROM small_src
+      """.stripMargin.replaceAll("\n", " ")).collect().head
+
+    assert(expected(0) === res(0))
+  }
+
+  createQueryTest("transform with SerDe3",
+    """
+      |SELECT TRANSFORM (*) ROW FORMAT SERDE
+      |'org.apache.hadoop.hive.serde2.lazy.LazySimpleSerDe' WITH SERDEPROPERTIES
+      |('serialization.last.column.takes.rest'='true') USING 'cat' AS (tKey, tValue)
+      |ROW FORMAT SERDE 'org.apache.hadoop.hive.serde2.lazy.LazySimpleSerDe'
+      |WITH SERDEPROPERTIES ('serialization.last.column.takes.rest'='true') FROM src;
+    """.stripMargin.replaceAll("\n", " "))
+
+  createQueryTest("transform with SerDe4",
+    """
+      |SELECT TRANSFORM (*) ROW FORMAT SERDE
+      |'org.apache.hadoop.hive.serde2.lazy.LazySimpleSerDe' WITH SERDEPROPERTIES
+      |('serialization.last.column.takes.rest'='true') USING 'cat' ROW FORMAT SERDE
+      |'org.apache.hadoop.hive.serde2.lazy.LazySimpleSerDe' WITH SERDEPROPERTIES
+      |('serialization.last.column.takes.rest'='true') FROM src;
+    """.stripMargin.replaceAll("\n", " "))
+ 
   createQueryTest("LIKE",
     "SELECT * FROM src WHERE value LIKE '%1%'")
 

http://git-wip-us.apache.org/repos/asf/spark/blob/683e9382/sql/hive/v0.12.0/src/main/scala/org/apache/spark/sql/hive/Shim12.scala
----------------------------------------------------------------------
diff --git a/sql/hive/v0.12.0/src/main/scala/org/apache/spark/sql/hive/Shim12.scala b/sql/hive/v0.12.0/src/main/scala/org/apache/spark/sql/hive/Shim12.scala
index c0b7741..254919e 100644
--- a/sql/hive/v0.12.0/src/main/scala/org/apache/spark/sql/hive/Shim12.scala
+++ b/sql/hive/v0.12.0/src/main/scala/org/apache/spark/sql/hive/Shim12.scala
@@ -38,7 +38,7 @@ import org.apache.hadoop.hive.serde2.objectinspector.{ObjectInspector, Primitive
 import org.apache.hadoop.hive.serde2.objectinspector.PrimitiveObjectInspector.PrimitiveCategory
 import org.apache.hadoop.hive.serde2.objectinspector.primitive.{HiveDecimalObjectInspector, PrimitiveObjectInspectorFactory}
 import org.apache.hadoop.hive.serde2.typeinfo.{TypeInfo, TypeInfoFactory}
-import org.apache.hadoop.io.NullWritable
+import org.apache.hadoop.io.{NullWritable, Writable}
 import org.apache.hadoop.mapred.InputFormat
 
 import org.apache.spark.sql.types.{Decimal, DecimalType}
@@ -241,6 +241,10 @@ private[hive] object HiveShim {
       Decimal(hdoi.getPrimitiveJavaObject(data).bigDecimalValue())
     }
   }
+
+  def prepareWritable(w: Writable): Writable = {
+    w
+  }
 }
 
 class ShimFileSinkDesc(var dir: String, var tableInfo: TableDesc, var compressed: Boolean)


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