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Posted to commits@spark.apache.org by rx...@apache.org on 2015/07/15 07:52:57 UTC
spark git commit: [SPARK-8993][SQL] More comprehensive type checking
in expressions.
Repository: spark
Updated Branches:
refs/heads/master f650a005e -> f23a721c1
[SPARK-8993][SQL] More comprehensive type checking in expressions.
This patch makes the following changes:
1. ExpectsInputTypes only defines expected input types, but does not perform any implicit type casting.
2. ImplicitCastInputTypes is a new trait that defines both expected input types, as well as performs implicit type casting.
3. BinaryOperator has a new abstract function "inputType", which defines the expected input type for both left/right. Concrete BinaryOperator expressions no longer perform any implicit type casting.
4. For BinaryOperators, convert NullType (i.e. null literals) into some accepted type so BinaryOperators don't need to handle NullTypes.
TODOs needed: fix unit tests for error reporting.
I'm intentionally not changing anything in aggregate expressions because yhuai is doing a big refactoring on that right now.
Author: Reynold Xin <rx...@databricks.com>
Closes #7348 from rxin/typecheck and squashes the following commits:
8fcf814 [Reynold Xin] Fixed ordering of cases.
3bb63e7 [Reynold Xin] Style fix.
f45408f [Reynold Xin] Comment update.
aa7790e [Reynold Xin] Moved RemoveNullTypes into ImplicitTypeCasts.
438ea07 [Reynold Xin] space
d55c9e5 [Reynold Xin] Removes NullTypes.
360d124 [Reynold Xin] Fixed the rule.
fb66657 [Reynold Xin] Convert NullType into some accepted type for BinaryOperators.
2e22330 [Reynold Xin] Fixed unit tests.
4932d57 [Reynold Xin] Style fix.
d061691 [Reynold Xin] Rename existing ExpectsInputTypes -> ImplicitCastInputTypes.
e4727cc [Reynold Xin] BinaryOperator should not be doing implicit cast.
d017861 [Reynold Xin] Improve expression type checking.
Project: http://git-wip-us.apache.org/repos/asf/spark/repo
Commit: http://git-wip-us.apache.org/repos/asf/spark/commit/f23a721c
Tree: http://git-wip-us.apache.org/repos/asf/spark/tree/f23a721c
Diff: http://git-wip-us.apache.org/repos/asf/spark/diff/f23a721c
Branch: refs/heads/master
Commit: f23a721c10b64ec5c6768634fc5e9e7b60ee7ca8
Parents: f650a00
Author: Reynold Xin <rx...@databricks.com>
Authored: Tue Jul 14 22:52:53 2015 -0700
Committer: Reynold Xin <rx...@databricks.com>
Committed: Tue Jul 14 22:52:53 2015 -0700
----------------------------------------------------------------------
.../catalyst/analysis/FunctionRegistry.scala | 1 +
.../catalyst/analysis/HiveTypeCoercion.scala | 43 ++++++----
.../expressions/ExpectsInputTypes.scala | 17 +++-
.../sql/catalyst/expressions/Expression.scala | 44 +++++++++-
.../sql/catalyst/expressions/ScalaUDF.scala | 2 +-
.../sql/catalyst/expressions/arithmetic.scala | 84 +++++++++-----------
.../sql/catalyst/expressions/bitwise.scala | 30 +++----
.../spark/sql/catalyst/expressions/math.scala | 18 ++---
.../spark/sql/catalyst/expressions/misc.scala | 8 +-
.../sql/catalyst/expressions/predicates.scala | 83 ++++++++++---------
.../catalyst/expressions/stringOperations.scala | 36 ++++-----
.../spark/sql/catalyst/util/TypeUtils.scala | 8 --
.../spark/sql/types/AbstractDataType.scala | 35 ++++++++
.../catalyst/analysis/AnalysisErrorSuite.scala | 2 +-
.../analysis/ExpressionTypeCheckingSuite.scala | 6 +-
.../analysis/HiveTypeCoercionSuite.scala | 56 +++++++++++++
.../apache/spark/sql/MathExpressionsSuite.scala | 1 -
17 files changed, 309 insertions(+), 165 deletions(-)
----------------------------------------------------------------------
http://git-wip-us.apache.org/repos/asf/spark/blob/f23a721c/sql/catalyst/src/main/scala/org/apache/spark/sql/catalyst/analysis/FunctionRegistry.scala
----------------------------------------------------------------------
diff --git a/sql/catalyst/src/main/scala/org/apache/spark/sql/catalyst/analysis/FunctionRegistry.scala b/sql/catalyst/src/main/scala/org/apache/spark/sql/catalyst/analysis/FunctionRegistry.scala
index ed69c42..6b1a94e 100644
--- a/sql/catalyst/src/main/scala/org/apache/spark/sql/catalyst/analysis/FunctionRegistry.scala
+++ b/sql/catalyst/src/main/scala/org/apache/spark/sql/catalyst/analysis/FunctionRegistry.scala
@@ -17,6 +17,7 @@
package org.apache.spark.sql.catalyst.analysis
+import scala.language.existentials
import scala.reflect.ClassTag
import scala.util.{Failure, Success, Try}
http://git-wip-us.apache.org/repos/asf/spark/blob/f23a721c/sql/catalyst/src/main/scala/org/apache/spark/sql/catalyst/analysis/HiveTypeCoercion.scala
----------------------------------------------------------------------
diff --git a/sql/catalyst/src/main/scala/org/apache/spark/sql/catalyst/analysis/HiveTypeCoercion.scala b/sql/catalyst/src/main/scala/org/apache/spark/sql/catalyst/analysis/HiveTypeCoercion.scala
index 8cb7199..15da5ee 100644
--- a/sql/catalyst/src/main/scala/org/apache/spark/sql/catalyst/analysis/HiveTypeCoercion.scala
+++ b/sql/catalyst/src/main/scala/org/apache/spark/sql/catalyst/analysis/HiveTypeCoercion.scala
@@ -214,19 +214,6 @@ object HiveTypeCoercion {
}
Union(newLeft, newRight)
-
- // Also widen types for BinaryOperator.
- case q: LogicalPlan => q transformExpressions {
- // Skip nodes who's children have not been resolved yet.
- case e if !e.childrenResolved => e
-
- case b @ BinaryOperator(left, right) if left.dataType != right.dataType =>
- findTightestCommonTypeOfTwo(left.dataType, right.dataType).map { widestType =>
- val newLeft = if (left.dataType == widestType) left else Cast(left, widestType)
- val newRight = if (right.dataType == widestType) right else Cast(right, widestType)
- b.makeCopy(Array(newLeft, newRight))
- }.getOrElse(b) // If there is no applicable conversion, leave expression unchanged.
- }
}
}
@@ -672,20 +659,44 @@ object HiveTypeCoercion {
}
/**
- * Casts types according to the expected input types for Expressions that have the trait
- * [[ExpectsInputTypes]].
+ * Casts types according to the expected input types for [[Expression]]s.
*/
object ImplicitTypeCasts extends Rule[LogicalPlan] {
def apply(plan: LogicalPlan): LogicalPlan = plan transformAllExpressions {
// Skip nodes who's children have not been resolved yet.
case e if !e.childrenResolved => e
- case e: ExpectsInputTypes if (e.inputTypes.nonEmpty) =>
+ case b @ BinaryOperator(left, right) if left.dataType != right.dataType =>
+ findTightestCommonTypeOfTwo(left.dataType, right.dataType).map { commonType =>
+ if (b.inputType.acceptsType(commonType)) {
+ // If the expression accepts the tighest common type, cast to that.
+ val newLeft = if (left.dataType == commonType) left else Cast(left, commonType)
+ val newRight = if (right.dataType == commonType) right else Cast(right, commonType)
+ b.makeCopy(Array(newLeft, newRight))
+ } else {
+ // Otherwise, don't do anything with the expression.
+ b
+ }
+ }.getOrElse(b) // If there is no applicable conversion, leave expression unchanged.
+
+ case e: ImplicitCastInputTypes if e.inputTypes.nonEmpty =>
val children: Seq[Expression] = e.children.zip(e.inputTypes).map { case (in, expected) =>
// If we cannot do the implicit cast, just use the original input.
implicitCast(in, expected).getOrElse(in)
}
e.withNewChildren(children)
+
+ case e: ExpectsInputTypes if e.inputTypes.nonEmpty =>
+ // Convert NullType into some specific target type for ExpectsInputTypes that don't do
+ // general implicit casting.
+ val children: Seq[Expression] = e.children.zip(e.inputTypes).map { case (in, expected) =>
+ if (in.dataType == NullType && !expected.acceptsType(NullType)) {
+ Cast(in, expected.defaultConcreteType)
+ } else {
+ in
+ }
+ }
+ e.withNewChildren(children)
}
/**
http://git-wip-us.apache.org/repos/asf/spark/blob/f23a721c/sql/catalyst/src/main/scala/org/apache/spark/sql/catalyst/expressions/ExpectsInputTypes.scala
----------------------------------------------------------------------
diff --git a/sql/catalyst/src/main/scala/org/apache/spark/sql/catalyst/expressions/ExpectsInputTypes.scala b/sql/catalyst/src/main/scala/org/apache/spark/sql/catalyst/expressions/ExpectsInputTypes.scala
index 3eb0eb1..ded89e8 100644
--- a/sql/catalyst/src/main/scala/org/apache/spark/sql/catalyst/expressions/ExpectsInputTypes.scala
+++ b/sql/catalyst/src/main/scala/org/apache/spark/sql/catalyst/expressions/ExpectsInputTypes.scala
@@ -19,10 +19,15 @@ package org.apache.spark.sql.catalyst.expressions
import org.apache.spark.sql.catalyst.analysis.TypeCheckResult
import org.apache.spark.sql.types.AbstractDataType
-
+import org.apache.spark.sql.catalyst.analysis.HiveTypeCoercion.ImplicitTypeCasts
/**
* An trait that gets mixin to define the expected input types of an expression.
+ *
+ * This trait is typically used by operator expressions (e.g. [[Add]], [[Subtract]]) to define
+ * expected input types without any implicit casting.
+ *
+ * Most function expressions (e.g. [[Substring]] should extends [[ImplicitCastInputTypes]]) instead.
*/
trait ExpectsInputTypes { self: Expression =>
@@ -40,7 +45,7 @@ trait ExpectsInputTypes { self: Expression =>
val mismatches = children.zip(inputTypes).zipWithIndex.collect {
case ((child, expected), idx) if !expected.acceptsType(child.dataType) =>
s"argument ${idx + 1} is expected to be of type ${expected.simpleString}, " +
- s"however, '${child.prettyString}' is of type ${child.dataType.simpleString}."
+ s"however, '${child.prettyString}' is of type ${child.dataType.simpleString}."
}
if (mismatches.isEmpty) {
@@ -50,3 +55,11 @@ trait ExpectsInputTypes { self: Expression =>
}
}
}
+
+
+/**
+ * A mixin for the analyzer to perform implicit type casting using [[ImplicitTypeCasts]].
+ */
+trait ImplicitCastInputTypes extends ExpectsInputTypes { self: Expression =>
+ // No other methods
+}
http://git-wip-us.apache.org/repos/asf/spark/blob/f23a721c/sql/catalyst/src/main/scala/org/apache/spark/sql/catalyst/expressions/Expression.scala
----------------------------------------------------------------------
diff --git a/sql/catalyst/src/main/scala/org/apache/spark/sql/catalyst/expressions/Expression.scala b/sql/catalyst/src/main/scala/org/apache/spark/sql/catalyst/expressions/Expression.scala
index 54ec104..3f19ac2 100644
--- a/sql/catalyst/src/main/scala/org/apache/spark/sql/catalyst/expressions/Expression.scala
+++ b/sql/catalyst/src/main/scala/org/apache/spark/sql/catalyst/expressions/Expression.scala
@@ -24,8 +24,20 @@ import org.apache.spark.sql.catalyst.trees
import org.apache.spark.sql.catalyst.trees.TreeNode
import org.apache.spark.sql.types._
+////////////////////////////////////////////////////////////////////////////////////////////////////
+// This file defines the basic expression abstract classes in Catalyst, including:
+// Expression: the base expression abstract class
+// LeafExpression
+// UnaryExpression
+// BinaryExpression
+// BinaryOperator
+//
+// For details, see their classdocs.
+////////////////////////////////////////////////////////////////////////////////////////////////////
/**
+ * An expression in Catalyst.
+ *
* If an expression wants to be exposed in the function registry (so users can call it with
* "name(arguments...)", the concrete implementation must be a case class whose constructor
* arguments are all Expressions types.
@@ -335,15 +347,41 @@ abstract class BinaryExpression extends Expression with trees.BinaryNode[Express
/**
- * An expression that has two inputs that are expected to the be same type. If the two inputs have
- * different types, the analyzer will find the tightest common type and do the proper type casting.
+ * A [[BinaryExpression]] that is an operator, with two properties:
+ *
+ * 1. The string representation is "x symbol y", rather than "funcName(x, y)".
+ * 2. Two inputs are expected to the be same type. If the two inputs have different types,
+ * the analyzer will find the tightest common type and do the proper type casting.
*/
-abstract class BinaryOperator extends BinaryExpression {
+abstract class BinaryOperator extends BinaryExpression with ExpectsInputTypes {
self: Product =>
+ /**
+ * Expected input type from both left/right child expressions, similar to the
+ * [[ImplicitCastInputTypes]] trait.
+ */
+ def inputType: AbstractDataType
+
def symbol: String
override def toString: String = s"($left $symbol $right)"
+
+ override def inputTypes: Seq[AbstractDataType] = Seq(inputType, inputType)
+
+ override def checkInputDataTypes(): TypeCheckResult = {
+ // First call the checker for ExpectsInputTypes, and then check whether left and right have
+ // the same type.
+ super.checkInputDataTypes() match {
+ case TypeCheckResult.TypeCheckSuccess =>
+ if (left.dataType != right.dataType) {
+ TypeCheckResult.TypeCheckFailure(s"differing types in '$prettyString' " +
+ s"(${left.dataType.simpleString} and ${right.dataType.simpleString}).")
+ } else {
+ TypeCheckResult.TypeCheckSuccess
+ }
+ case TypeCheckResult.TypeCheckFailure(msg) => TypeCheckResult.TypeCheckFailure(msg)
+ }
+ }
}
http://git-wip-us.apache.org/repos/asf/spark/blob/f23a721c/sql/catalyst/src/main/scala/org/apache/spark/sql/catalyst/expressions/ScalaUDF.scala
----------------------------------------------------------------------
diff --git a/sql/catalyst/src/main/scala/org/apache/spark/sql/catalyst/expressions/ScalaUDF.scala b/sql/catalyst/src/main/scala/org/apache/spark/sql/catalyst/expressions/ScalaUDF.scala
index 6fb3343..22687ac 100644
--- a/sql/catalyst/src/main/scala/org/apache/spark/sql/catalyst/expressions/ScalaUDF.scala
+++ b/sql/catalyst/src/main/scala/org/apache/spark/sql/catalyst/expressions/ScalaUDF.scala
@@ -29,7 +29,7 @@ case class ScalaUDF(
function: AnyRef,
dataType: DataType,
children: Seq[Expression],
- inputTypes: Seq[DataType] = Nil) extends Expression with ExpectsInputTypes {
+ inputTypes: Seq[DataType] = Nil) extends Expression with ImplicitCastInputTypes {
override def nullable: Boolean = true
http://git-wip-us.apache.org/repos/asf/spark/blob/f23a721c/sql/catalyst/src/main/scala/org/apache/spark/sql/catalyst/expressions/arithmetic.scala
----------------------------------------------------------------------
diff --git a/sql/catalyst/src/main/scala/org/apache/spark/sql/catalyst/expressions/arithmetic.scala b/sql/catalyst/src/main/scala/org/apache/spark/sql/catalyst/expressions/arithmetic.scala
index 8476af4..1a55a08 100644
--- a/sql/catalyst/src/main/scala/org/apache/spark/sql/catalyst/expressions/arithmetic.scala
+++ b/sql/catalyst/src/main/scala/org/apache/spark/sql/catalyst/expressions/arithmetic.scala
@@ -18,23 +18,19 @@
package org.apache.spark.sql.catalyst.expressions
import org.apache.spark.sql.catalyst.InternalRow
-import org.apache.spark.sql.catalyst.analysis.TypeCheckResult
import org.apache.spark.sql.catalyst.expressions.codegen.{CodeGenContext, GeneratedExpressionCode}
import org.apache.spark.sql.catalyst.util.TypeUtils
import org.apache.spark.sql.types._
-abstract class UnaryArithmetic extends UnaryExpression {
- self: Product =>
+
+case class UnaryMinus(child: Expression) extends UnaryExpression with ExpectsInputTypes {
+
+ override def inputTypes: Seq[AbstractDataType] = Seq(NumericType)
override def dataType: DataType = child.dataType
-}
-case class UnaryMinus(child: Expression) extends UnaryArithmetic {
override def toString: String = s"-$child"
- override def checkInputDataTypes(): TypeCheckResult =
- TypeUtils.checkForNumericExpr(child.dataType, "operator -")
-
private lazy val numeric = TypeUtils.getNumeric(dataType)
override def genCode(ctx: CodeGenContext, ev: GeneratedExpressionCode): String = dataType match {
@@ -45,9 +41,13 @@ case class UnaryMinus(child: Expression) extends UnaryArithmetic {
protected override def nullSafeEval(input: Any): Any = numeric.negate(input)
}
-case class UnaryPositive(child: Expression) extends UnaryArithmetic {
+case class UnaryPositive(child: Expression) extends UnaryExpression with ExpectsInputTypes {
override def prettyName: String = "positive"
+ override def inputTypes: Seq[AbstractDataType] = Seq(NumericType)
+
+ override def dataType: DataType = child.dataType
+
override def genCode(ctx: CodeGenContext, ev: GeneratedExpressionCode): String =
defineCodeGen(ctx, ev, c => c)
@@ -57,9 +57,11 @@ case class UnaryPositive(child: Expression) extends UnaryArithmetic {
/**
* A function that get the absolute value of the numeric value.
*/
-case class Abs(child: Expression) extends UnaryArithmetic {
- override def checkInputDataTypes(): TypeCheckResult =
- TypeUtils.checkForNumericExpr(child.dataType, "function abs")
+case class Abs(child: Expression) extends UnaryExpression with ExpectsInputTypes {
+
+ override def inputTypes: Seq[AbstractDataType] = Seq(NumericType)
+
+ override def dataType: DataType = child.dataType
private lazy val numeric = TypeUtils.getNumeric(dataType)
@@ -71,18 +73,6 @@ abstract class BinaryArithmetic extends BinaryOperator {
override def dataType: DataType = left.dataType
- override def checkInputDataTypes(): TypeCheckResult = {
- if (left.dataType != right.dataType) {
- TypeCheckResult.TypeCheckFailure(
- s"differing types in ${this.getClass.getSimpleName} " +
- s"(${left.dataType} and ${right.dataType}).")
- } else {
- checkTypesInternal(dataType)
- }
- }
-
- protected def checkTypesInternal(t: DataType): TypeCheckResult
-
/** Name of the function for this expression on a [[Decimal]] type. */
def decimalMethod: String =
sys.error("BinaryArithmetics must override either decimalMethod or genCode")
@@ -104,62 +94,61 @@ private[sql] object BinaryArithmetic {
}
case class Add(left: Expression, right: Expression) extends BinaryArithmetic {
+
+ override def inputType: AbstractDataType = NumericType
+
override def symbol: String = "+"
override def decimalMethod: String = "$plus"
override lazy val resolved =
childrenResolved && checkInputDataTypes().isSuccess && !DecimalType.isFixed(dataType)
- protected def checkTypesInternal(t: DataType) =
- TypeUtils.checkForNumericExpr(t, "operator " + symbol)
-
private lazy val numeric = TypeUtils.getNumeric(dataType)
protected override def nullSafeEval(input1: Any, input2: Any): Any = numeric.plus(input1, input2)
}
case class Subtract(left: Expression, right: Expression) extends BinaryArithmetic {
+
+ override def inputType: AbstractDataType = NumericType
+
override def symbol: String = "-"
override def decimalMethod: String = "$minus"
override lazy val resolved =
childrenResolved && checkInputDataTypes().isSuccess && !DecimalType.isFixed(dataType)
- protected def checkTypesInternal(t: DataType) =
- TypeUtils.checkForNumericExpr(t, "operator " + symbol)
-
private lazy val numeric = TypeUtils.getNumeric(dataType)
protected override def nullSafeEval(input1: Any, input2: Any): Any = numeric.minus(input1, input2)
}
case class Multiply(left: Expression, right: Expression) extends BinaryArithmetic {
+
+ override def inputType: AbstractDataType = NumericType
+
override def symbol: String = "*"
override def decimalMethod: String = "$times"
override lazy val resolved =
childrenResolved && checkInputDataTypes().isSuccess && !DecimalType.isFixed(dataType)
- protected def checkTypesInternal(t: DataType) =
- TypeUtils.checkForNumericExpr(t, "operator " + symbol)
-
private lazy val numeric = TypeUtils.getNumeric(dataType)
protected override def nullSafeEval(input1: Any, input2: Any): Any = numeric.times(input1, input2)
}
case class Divide(left: Expression, right: Expression) extends BinaryArithmetic {
+
+ override def inputType: AbstractDataType = NumericType
+
override def symbol: String = "/"
override def decimalMethod: String = "$div"
-
override def nullable: Boolean = true
override lazy val resolved =
childrenResolved && checkInputDataTypes().isSuccess && !DecimalType.isFixed(dataType)
- protected def checkTypesInternal(t: DataType) =
- TypeUtils.checkForNumericExpr(t, "operator " + symbol)
-
private lazy val div: (Any, Any) => Any = dataType match {
case ft: FractionalType => ft.fractional.asInstanceOf[Fractional[Any]].div
case it: IntegralType => it.integral.asInstanceOf[Integral[Any]].quot
@@ -215,17 +204,16 @@ case class Divide(left: Expression, right: Expression) extends BinaryArithmetic
}
case class Remainder(left: Expression, right: Expression) extends BinaryArithmetic {
+
+ override def inputType: AbstractDataType = NumericType
+
override def symbol: String = "%"
override def decimalMethod: String = "remainder"
-
override def nullable: Boolean = true
override lazy val resolved =
childrenResolved && checkInputDataTypes().isSuccess && !DecimalType.isFixed(dataType)
- protected def checkTypesInternal(t: DataType) =
- TypeUtils.checkForNumericExpr(t, "operator " + symbol)
-
private lazy val integral = dataType match {
case i: IntegralType => i.integral.asInstanceOf[Integral[Any]]
case i: FractionalType => i.asIntegral.asInstanceOf[Integral[Any]]
@@ -281,10 +269,11 @@ case class Remainder(left: Expression, right: Expression) extends BinaryArithmet
}
case class MaxOf(left: Expression, right: Expression) extends BinaryArithmetic {
- override def nullable: Boolean = left.nullable && right.nullable
+ // TODO: Remove MaxOf and MinOf, and replace its usage with Greatest and Least.
- protected def checkTypesInternal(t: DataType) =
- TypeUtils.checkForOrderingExpr(t, "function maxOf")
+ override def inputType: AbstractDataType = TypeCollection.Ordered
+
+ override def nullable: Boolean = left.nullable && right.nullable
private lazy val ordering = TypeUtils.getOrdering(dataType)
@@ -335,10 +324,11 @@ case class MaxOf(left: Expression, right: Expression) extends BinaryArithmetic {
}
case class MinOf(left: Expression, right: Expression) extends BinaryArithmetic {
- override def nullable: Boolean = left.nullable && right.nullable
+ // TODO: Remove MaxOf and MinOf, and replace its usage with Greatest and Least.
- protected def checkTypesInternal(t: DataType) =
- TypeUtils.checkForOrderingExpr(t, "function minOf")
+ override def inputType: AbstractDataType = TypeCollection.Ordered
+
+ override def nullable: Boolean = left.nullable && right.nullable
private lazy val ordering = TypeUtils.getOrdering(dataType)
http://git-wip-us.apache.org/repos/asf/spark/blob/f23a721c/sql/catalyst/src/main/scala/org/apache/spark/sql/catalyst/expressions/bitwise.scala
----------------------------------------------------------------------
diff --git a/sql/catalyst/src/main/scala/org/apache/spark/sql/catalyst/expressions/bitwise.scala b/sql/catalyst/src/main/scala/org/apache/spark/sql/catalyst/expressions/bitwise.scala
index 2d47124..af1abbc 100644
--- a/sql/catalyst/src/main/scala/org/apache/spark/sql/catalyst/expressions/bitwise.scala
+++ b/sql/catalyst/src/main/scala/org/apache/spark/sql/catalyst/expressions/bitwise.scala
@@ -17,9 +17,7 @@
package org.apache.spark.sql.catalyst.expressions
-import org.apache.spark.sql.catalyst.analysis.TypeCheckResult
import org.apache.spark.sql.catalyst.expressions.codegen._
-import org.apache.spark.sql.catalyst.util.TypeUtils
import org.apache.spark.sql.types._
@@ -29,10 +27,10 @@ import org.apache.spark.sql.types._
* Code generation inherited from BinaryArithmetic.
*/
case class BitwiseAnd(left: Expression, right: Expression) extends BinaryArithmetic {
- override def symbol: String = "&"
- protected def checkTypesInternal(t: DataType) =
- TypeUtils.checkForBitwiseExpr(t, "operator " + symbol)
+ override def inputType: AbstractDataType = TypeCollection.Bitwise
+
+ override def symbol: String = "&"
private lazy val and: (Any, Any) => Any = dataType match {
case ByteType =>
@@ -54,10 +52,10 @@ case class BitwiseAnd(left: Expression, right: Expression) extends BinaryArithme
* Code generation inherited from BinaryArithmetic.
*/
case class BitwiseOr(left: Expression, right: Expression) extends BinaryArithmetic {
- override def symbol: String = "|"
- protected def checkTypesInternal(t: DataType) =
- TypeUtils.checkForBitwiseExpr(t, "operator " + symbol)
+ override def inputType: AbstractDataType = TypeCollection.Bitwise
+
+ override def symbol: String = "|"
private lazy val or: (Any, Any) => Any = dataType match {
case ByteType =>
@@ -79,10 +77,10 @@ case class BitwiseOr(left: Expression, right: Expression) extends BinaryArithmet
* Code generation inherited from BinaryArithmetic.
*/
case class BitwiseXor(left: Expression, right: Expression) extends BinaryArithmetic {
- override def symbol: String = "^"
- protected def checkTypesInternal(t: DataType) =
- TypeUtils.checkForBitwiseExpr(t, "operator " + symbol)
+ override def inputType: AbstractDataType = TypeCollection.Bitwise
+
+ override def symbol: String = "^"
private lazy val xor: (Any, Any) => Any = dataType match {
case ByteType =>
@@ -101,11 +99,13 @@ case class BitwiseXor(left: Expression, right: Expression) extends BinaryArithme
/**
* A function that calculates bitwise not(~) of a number.
*/
-case class BitwiseNot(child: Expression) extends UnaryArithmetic {
- override def toString: String = s"~$child"
+case class BitwiseNot(child: Expression) extends UnaryExpression with ExpectsInputTypes {
- override def checkInputDataTypes(): TypeCheckResult =
- TypeUtils.checkForBitwiseExpr(child.dataType, "operator ~")
+ override def inputTypes: Seq[AbstractDataType] = Seq(TypeCollection.Bitwise)
+
+ override def dataType: DataType = child.dataType
+
+ override def toString: String = s"~$child"
private lazy val not: (Any) => Any = dataType match {
case ByteType =>
http://git-wip-us.apache.org/repos/asf/spark/blob/f23a721c/sql/catalyst/src/main/scala/org/apache/spark/sql/catalyst/expressions/math.scala
----------------------------------------------------------------------
diff --git a/sql/catalyst/src/main/scala/org/apache/spark/sql/catalyst/expressions/math.scala b/sql/catalyst/src/main/scala/org/apache/spark/sql/catalyst/expressions/math.scala
index c31890e..4b7fe05 100644
--- a/sql/catalyst/src/main/scala/org/apache/spark/sql/catalyst/expressions/math.scala
+++ b/sql/catalyst/src/main/scala/org/apache/spark/sql/catalyst/expressions/math.scala
@@ -55,7 +55,7 @@ abstract class LeafMathExpression(c: Double, name: String)
* @param name The short name of the function
*/
abstract class UnaryMathExpression(f: Double => Double, name: String)
- extends UnaryExpression with Serializable with ExpectsInputTypes { self: Product =>
+ extends UnaryExpression with Serializable with ImplicitCastInputTypes { self: Product =>
override def inputTypes: Seq[DataType] = Seq(DoubleType)
override def dataType: DataType = DoubleType
@@ -89,7 +89,7 @@ abstract class UnaryMathExpression(f: Double => Double, name: String)
* @param name The short name of the function
*/
abstract class BinaryMathExpression(f: (Double, Double) => Double, name: String)
- extends BinaryExpression with Serializable with ExpectsInputTypes { self: Product =>
+ extends BinaryExpression with Serializable with ImplicitCastInputTypes { self: Product =>
override def inputTypes: Seq[DataType] = Seq(DoubleType, DoubleType)
@@ -174,7 +174,7 @@ object Factorial {
)
}
-case class Factorial(child: Expression) extends UnaryExpression with ExpectsInputTypes {
+case class Factorial(child: Expression) extends UnaryExpression with ImplicitCastInputTypes {
override def inputTypes: Seq[DataType] = Seq(IntegerType)
@@ -251,7 +251,7 @@ case class ToRadians(child: Expression) extends UnaryMathExpression(math.toRadia
}
case class Bin(child: Expression)
- extends UnaryExpression with Serializable with ExpectsInputTypes {
+ extends UnaryExpression with Serializable with ImplicitCastInputTypes {
override def inputTypes: Seq[DataType] = Seq(LongType)
override def dataType: DataType = StringType
@@ -285,7 +285,7 @@ object Hex {
* Otherwise if the number is a STRING, it converts each character into its hex representation
* and returns the resulting STRING. Negative numbers would be treated as two's complement.
*/
-case class Hex(child: Expression) extends UnaryExpression with ExpectsInputTypes {
+case class Hex(child: Expression) extends UnaryExpression with ImplicitCastInputTypes {
// TODO: Create code-gen version.
override def inputTypes: Seq[AbstractDataType] =
@@ -329,7 +329,7 @@ case class Hex(child: Expression) extends UnaryExpression with ExpectsInputTypes
* Performs the inverse operation of HEX.
* Resulting characters are returned as a byte array.
*/
-case class Unhex(child: Expression) extends UnaryExpression with ExpectsInputTypes {
+case class Unhex(child: Expression) extends UnaryExpression with ImplicitCastInputTypes {
// TODO: Create code-gen version.
override def inputTypes: Seq[AbstractDataType] = Seq(StringType)
@@ -416,7 +416,7 @@ case class Pow(left: Expression, right: Expression)
* @param right number of bits to left shift.
*/
case class ShiftLeft(left: Expression, right: Expression)
- extends BinaryExpression with ExpectsInputTypes {
+ extends BinaryExpression with ImplicitCastInputTypes {
override def inputTypes: Seq[AbstractDataType] =
Seq(TypeCollection(IntegerType, LongType), IntegerType)
@@ -442,7 +442,7 @@ case class ShiftLeft(left: Expression, right: Expression)
* @param right number of bits to left shift.
*/
case class ShiftRight(left: Expression, right: Expression)
- extends BinaryExpression with ExpectsInputTypes {
+ extends BinaryExpression with ImplicitCastInputTypes {
override def inputTypes: Seq[AbstractDataType] =
Seq(TypeCollection(IntegerType, LongType), IntegerType)
@@ -468,7 +468,7 @@ case class ShiftRight(left: Expression, right: Expression)
* @param right the number of bits to right shift.
*/
case class ShiftRightUnsigned(left: Expression, right: Expression)
- extends BinaryExpression with ExpectsInputTypes {
+ extends BinaryExpression with ImplicitCastInputTypes {
override def inputTypes: Seq[AbstractDataType] =
Seq(TypeCollection(IntegerType, LongType), IntegerType)
http://git-wip-us.apache.org/repos/asf/spark/blob/f23a721c/sql/catalyst/src/main/scala/org/apache/spark/sql/catalyst/expressions/misc.scala
----------------------------------------------------------------------
diff --git a/sql/catalyst/src/main/scala/org/apache/spark/sql/catalyst/expressions/misc.scala b/sql/catalyst/src/main/scala/org/apache/spark/sql/catalyst/expressions/misc.scala
index 3b59cd4..a269ec4 100644
--- a/sql/catalyst/src/main/scala/org/apache/spark/sql/catalyst/expressions/misc.scala
+++ b/sql/catalyst/src/main/scala/org/apache/spark/sql/catalyst/expressions/misc.scala
@@ -31,7 +31,7 @@ import org.apache.spark.unsafe.types.UTF8String
* A function that calculates an MD5 128-bit checksum and returns it as a hex string
* For input of type [[BinaryType]]
*/
-case class Md5(child: Expression) extends UnaryExpression with ExpectsInputTypes {
+case class Md5(child: Expression) extends UnaryExpression with ImplicitCastInputTypes {
override def dataType: DataType = StringType
@@ -55,7 +55,7 @@ case class Md5(child: Expression) extends UnaryExpression with ExpectsInputTypes
* the hash length is not one of the permitted values, the return value is NULL.
*/
case class Sha2(left: Expression, right: Expression)
- extends BinaryExpression with Serializable with ExpectsInputTypes {
+ extends BinaryExpression with Serializable with ImplicitCastInputTypes {
override def dataType: DataType = StringType
@@ -118,7 +118,7 @@ case class Sha2(left: Expression, right: Expression)
* A function that calculates a sha1 hash value and returns it as a hex string
* For input of type [[BinaryType]] or [[StringType]]
*/
-case class Sha1(child: Expression) extends UnaryExpression with ExpectsInputTypes {
+case class Sha1(child: Expression) extends UnaryExpression with ImplicitCastInputTypes {
override def dataType: DataType = StringType
@@ -138,7 +138,7 @@ case class Sha1(child: Expression) extends UnaryExpression with ExpectsInputType
* A function that computes a cyclic redundancy check value and returns it as a bigint
* For input of type [[BinaryType]]
*/
-case class Crc32(child: Expression) extends UnaryExpression with ExpectsInputTypes {
+case class Crc32(child: Expression) extends UnaryExpression with ImplicitCastInputTypes {
override def dataType: DataType = LongType
http://git-wip-us.apache.org/repos/asf/spark/blob/f23a721c/sql/catalyst/src/main/scala/org/apache/spark/sql/catalyst/expressions/predicates.scala
----------------------------------------------------------------------
diff --git a/sql/catalyst/src/main/scala/org/apache/spark/sql/catalyst/expressions/predicates.scala b/sql/catalyst/src/main/scala/org/apache/spark/sql/catalyst/expressions/predicates.scala
index f74fd04..aa6c30e 100644
--- a/sql/catalyst/src/main/scala/org/apache/spark/sql/catalyst/expressions/predicates.scala
+++ b/sql/catalyst/src/main/scala/org/apache/spark/sql/catalyst/expressions/predicates.scala
@@ -33,12 +33,17 @@ object InterpretedPredicate {
}
}
+
+/**
+ * An [[Expression]] that returns a boolean value.
+ */
trait Predicate extends Expression {
self: Product =>
override def dataType: DataType = BooleanType
}
+
trait PredicateHelper {
protected def splitConjunctivePredicates(condition: Expression): Seq[Expression] = {
condition match {
@@ -70,7 +75,10 @@ trait PredicateHelper {
expr.references.subsetOf(plan.outputSet)
}
-case class Not(child: Expression) extends UnaryExpression with Predicate with ExpectsInputTypes {
+
+case class Not(child: Expression)
+ extends UnaryExpression with Predicate with ImplicitCastInputTypes {
+
override def toString: String = s"NOT $child"
override def inputTypes: Seq[DataType] = Seq(BooleanType)
@@ -82,6 +90,7 @@ case class Not(child: Expression) extends UnaryExpression with Predicate with Ex
}
}
+
/**
* Evaluates to `true` if `list` contains `value`.
*/
@@ -97,6 +106,7 @@ case class In(value: Expression, list: Seq[Expression]) extends Predicate {
}
}
+
/**
* Optimized version of In clause, when all filter values of In clause are
* static.
@@ -112,12 +122,12 @@ case class InSet(child: Expression, hset: Set[Any])
}
}
-case class And(left: Expression, right: Expression)
- extends BinaryExpression with Predicate with ExpectsInputTypes {
- override def toString: String = s"($left && $right)"
+case class And(left: Expression, right: Expression) extends BinaryOperator with Predicate {
+
+ override def inputType: AbstractDataType = BooleanType
- override def inputTypes: Seq[DataType] = Seq(BooleanType, BooleanType)
+ override def symbol: String = "&&"
override def eval(input: InternalRow): Any = {
val input1 = left.eval(input)
@@ -161,12 +171,12 @@ case class And(left: Expression, right: Expression)
}
}
-case class Or(left: Expression, right: Expression)
- extends BinaryExpression with Predicate with ExpectsInputTypes {
- override def toString: String = s"($left || $right)"
+case class Or(left: Expression, right: Expression) extends BinaryOperator with Predicate {
- override def inputTypes: Seq[DataType] = Seq(BooleanType, BooleanType)
+ override def inputType: AbstractDataType = BooleanType
+
+ override def symbol: String = "||"
override def eval(input: InternalRow): Any = {
val input1 = left.eval(input)
@@ -210,21 +220,10 @@ case class Or(left: Expression, right: Expression)
}
}
+
abstract class BinaryComparison extends BinaryOperator with Predicate {
self: Product =>
- override def checkInputDataTypes(): TypeCheckResult = {
- if (left.dataType != right.dataType) {
- TypeCheckResult.TypeCheckFailure(
- s"differing types in ${this.getClass.getSimpleName} " +
- s"(${left.dataType} and ${right.dataType}).")
- } else {
- checkTypesInternal(dataType)
- }
- }
-
- protected def checkTypesInternal(t: DataType): TypeCheckResult
-
override def genCode(ctx: CodeGenContext, ev: GeneratedExpressionCode): String = {
if (ctx.isPrimitiveType(left.dataType)) {
// faster version
@@ -235,10 +234,12 @@ abstract class BinaryComparison extends BinaryOperator with Predicate {
}
}
+
private[sql] object BinaryComparison {
def unapply(e: BinaryComparison): Option[(Expression, Expression)] = Some((e.left, e.right))
}
+
/** An extractor that matches both standard 3VL equality and null-safe equality. */
private[sql] object Equality {
def unapply(e: BinaryComparison): Option[(Expression, Expression)] = e match {
@@ -248,10 +249,12 @@ private[sql] object Equality {
}
}
+
case class EqualTo(left: Expression, right: Expression) extends BinaryComparison {
- override def symbol: String = "="
- override protected def checkTypesInternal(t: DataType) = TypeCheckResult.TypeCheckSuccess
+ override def inputType: AbstractDataType = AnyDataType
+
+ override def symbol: String = "="
protected override def nullSafeEval(input1: Any, input2: Any): Any = {
if (left.dataType != BinaryType) input1 == input2
@@ -263,13 +266,15 @@ case class EqualTo(left: Expression, right: Expression) extends BinaryComparison
}
}
+
case class EqualNullSafe(left: Expression, right: Expression) extends BinaryComparison {
+
+ override def inputType: AbstractDataType = AnyDataType
+
override def symbol: String = "<=>"
override def nullable: Boolean = false
- override protected def checkTypesInternal(t: DataType) = TypeCheckResult.TypeCheckSuccess
-
override def eval(input: InternalRow): Any = {
val input1 = left.eval(input)
val input2 = right.eval(input)
@@ -298,44 +303,48 @@ case class EqualNullSafe(left: Expression, right: Expression) extends BinaryComp
}
}
+
case class LessThan(left: Expression, right: Expression) extends BinaryComparison {
- override def symbol: String = "<"
- override protected def checkTypesInternal(t: DataType) =
- TypeUtils.checkForOrderingExpr(left.dataType, "operator " + symbol)
+ override def inputType: AbstractDataType = TypeCollection.Ordered
+
+ override def symbol: String = "<"
private lazy val ordering = TypeUtils.getOrdering(left.dataType)
protected override def nullSafeEval(input1: Any, input2: Any): Any = ordering.lt(input1, input2)
}
+
case class LessThanOrEqual(left: Expression, right: Expression) extends BinaryComparison {
- override def symbol: String = "<="
- override protected def checkTypesInternal(t: DataType) =
- TypeUtils.checkForOrderingExpr(left.dataType, "operator " + symbol)
+ override def inputType: AbstractDataType = TypeCollection.Ordered
+
+ override def symbol: String = "<="
private lazy val ordering = TypeUtils.getOrdering(left.dataType)
protected override def nullSafeEval(input1: Any, input2: Any): Any = ordering.lteq(input1, input2)
}
+
case class GreaterThan(left: Expression, right: Expression) extends BinaryComparison {
- override def symbol: String = ">"
- override protected def checkTypesInternal(t: DataType) =
- TypeUtils.checkForOrderingExpr(left.dataType, "operator " + symbol)
+ override def inputType: AbstractDataType = TypeCollection.Ordered
+
+ override def symbol: String = ">"
private lazy val ordering = TypeUtils.getOrdering(left.dataType)
protected override def nullSafeEval(input1: Any, input2: Any): Any = ordering.gt(input1, input2)
}
+
case class GreaterThanOrEqual(left: Expression, right: Expression) extends BinaryComparison {
- override def symbol: String = ">="
- override protected def checkTypesInternal(t: DataType) =
- TypeUtils.checkForOrderingExpr(left.dataType, "operator " + symbol)
+ override def inputType: AbstractDataType = TypeCollection.Ordered
+
+ override def symbol: String = ">="
private lazy val ordering = TypeUtils.getOrdering(left.dataType)
http://git-wip-us.apache.org/repos/asf/spark/blob/f23a721c/sql/catalyst/src/main/scala/org/apache/spark/sql/catalyst/expressions/stringOperations.scala
----------------------------------------------------------------------
diff --git a/sql/catalyst/src/main/scala/org/apache/spark/sql/catalyst/expressions/stringOperations.scala b/sql/catalyst/src/main/scala/org/apache/spark/sql/catalyst/expressions/stringOperations.scala
index f64899c..03b55ce 100644
--- a/sql/catalyst/src/main/scala/org/apache/spark/sql/catalyst/expressions/stringOperations.scala
+++ b/sql/catalyst/src/main/scala/org/apache/spark/sql/catalyst/expressions/stringOperations.scala
@@ -29,7 +29,7 @@ import org.apache.spark.sql.types._
import org.apache.spark.unsafe.types.UTF8String
-trait StringRegexExpression extends ExpectsInputTypes {
+trait StringRegexExpression extends ImplicitCastInputTypes {
self: BinaryExpression =>
def escape(v: String): String
@@ -105,7 +105,7 @@ case class RLike(left: Expression, right: Expression)
override def toString: String = s"$left RLIKE $right"
}
-trait String2StringExpression extends ExpectsInputTypes {
+trait String2StringExpression extends ImplicitCastInputTypes {
self: UnaryExpression =>
def convert(v: UTF8String): UTF8String
@@ -142,7 +142,7 @@ case class Lower(child: Expression) extends UnaryExpression with String2StringEx
}
/** A base trait for functions that compare two strings, returning a boolean. */
-trait StringComparison extends ExpectsInputTypes {
+trait StringComparison extends ImplicitCastInputTypes {
self: BinaryExpression =>
def compare(l: UTF8String, r: UTF8String): Boolean
@@ -241,7 +241,7 @@ case class StringTrimRight(child: Expression)
* NOTE: that this is not zero based, but 1-based index. The first character in str has index 1.
*/
case class StringInstr(str: Expression, substr: Expression)
- extends BinaryExpression with ExpectsInputTypes {
+ extends BinaryExpression with ImplicitCastInputTypes {
override def left: Expression = str
override def right: Expression = substr
@@ -265,7 +265,7 @@ case class StringInstr(str: Expression, substr: Expression)
* in given string after position pos.
*/
case class StringLocate(substr: Expression, str: Expression, start: Expression)
- extends Expression with ExpectsInputTypes {
+ extends Expression with ImplicitCastInputTypes {
def this(substr: Expression, str: Expression) = {
this(substr, str, Literal(0))
@@ -306,7 +306,7 @@ case class StringLocate(substr: Expression, str: Expression, start: Expression)
* Returns str, left-padded with pad to a length of len.
*/
case class StringLPad(str: Expression, len: Expression, pad: Expression)
- extends Expression with ExpectsInputTypes {
+ extends Expression with ImplicitCastInputTypes {
override def children: Seq[Expression] = str :: len :: pad :: Nil
override def foldable: Boolean = children.forall(_.foldable)
@@ -344,7 +344,7 @@ case class StringLPad(str: Expression, len: Expression, pad: Expression)
* Returns str, right-padded with pad to a length of len.
*/
case class StringRPad(str: Expression, len: Expression, pad: Expression)
- extends Expression with ExpectsInputTypes {
+ extends Expression with ImplicitCastInputTypes {
override def children: Seq[Expression] = str :: len :: pad :: Nil
override def foldable: Boolean = children.forall(_.foldable)
@@ -413,7 +413,7 @@ case class StringFormat(children: Expression*) extends Expression {
* Returns the string which repeat the given string value n times.
*/
case class StringRepeat(str: Expression, times: Expression)
- extends BinaryExpression with ExpectsInputTypes {
+ extends BinaryExpression with ImplicitCastInputTypes {
override def left: Expression = str
override def right: Expression = times
@@ -447,7 +447,7 @@ case class StringReverse(child: Expression) extends UnaryExpression with String2
/**
* Returns a n spaces string.
*/
-case class StringSpace(child: Expression) extends UnaryExpression with ExpectsInputTypes {
+case class StringSpace(child: Expression) extends UnaryExpression with ImplicitCastInputTypes {
override def dataType: DataType = StringType
override def inputTypes: Seq[DataType] = Seq(IntegerType)
@@ -467,7 +467,7 @@ case class StringSpace(child: Expression) extends UnaryExpression with ExpectsIn
* Splits str around pat (pattern is a regular expression).
*/
case class StringSplit(str: Expression, pattern: Expression)
- extends BinaryExpression with ExpectsInputTypes {
+ extends BinaryExpression with ImplicitCastInputTypes {
override def left: Expression = str
override def right: Expression = pattern
@@ -488,7 +488,7 @@ case class StringSplit(str: Expression, pattern: Expression)
* Defined for String and Binary types.
*/
case class Substring(str: Expression, pos: Expression, len: Expression)
- extends Expression with ExpectsInputTypes {
+ extends Expression with ImplicitCastInputTypes {
def this(str: Expression, pos: Expression) = {
this(str, pos, Literal(Integer.MAX_VALUE))
@@ -555,7 +555,7 @@ case class Substring(str: Expression, pos: Expression, len: Expression)
/**
* A function that return the length of the given string expression.
*/
-case class StringLength(child: Expression) extends UnaryExpression with ExpectsInputTypes {
+case class StringLength(child: Expression) extends UnaryExpression with ImplicitCastInputTypes {
override def dataType: DataType = IntegerType
override def inputTypes: Seq[DataType] = Seq(StringType)
@@ -573,7 +573,7 @@ case class StringLength(child: Expression) extends UnaryExpression with ExpectsI
* A function that return the Levenshtein distance between the two given strings.
*/
case class Levenshtein(left: Expression, right: Expression) extends BinaryExpression
- with ExpectsInputTypes {
+ with ImplicitCastInputTypes {
override def inputTypes: Seq[AbstractDataType] = Seq(StringType, StringType)
@@ -591,7 +591,7 @@ case class Levenshtein(left: Expression, right: Expression) extends BinaryExpres
/**
* Returns the numeric value of the first character of str.
*/
-case class Ascii(child: Expression) extends UnaryExpression with ExpectsInputTypes {
+case class Ascii(child: Expression) extends UnaryExpression with ImplicitCastInputTypes {
override def dataType: DataType = IntegerType
override def inputTypes: Seq[DataType] = Seq(StringType)
@@ -608,7 +608,7 @@ case class Ascii(child: Expression) extends UnaryExpression with ExpectsInputTyp
/**
* Converts the argument from binary to a base 64 string.
*/
-case class Base64(child: Expression) extends UnaryExpression with ExpectsInputTypes {
+case class Base64(child: Expression) extends UnaryExpression with ImplicitCastInputTypes {
override def dataType: DataType = StringType
override def inputTypes: Seq[DataType] = Seq(BinaryType)
@@ -622,7 +622,7 @@ case class Base64(child: Expression) extends UnaryExpression with ExpectsInputTy
/**
* Converts the argument from a base 64 string to BINARY.
*/
-case class UnBase64(child: Expression) extends UnaryExpression with ExpectsInputTypes {
+case class UnBase64(child: Expression) extends UnaryExpression with ImplicitCastInputTypes {
override def dataType: DataType = BinaryType
override def inputTypes: Seq[DataType] = Seq(StringType)
@@ -636,7 +636,7 @@ case class UnBase64(child: Expression) extends UnaryExpression with ExpectsInput
* If either argument is null, the result will also be null.
*/
case class Decode(bin: Expression, charset: Expression)
- extends BinaryExpression with ExpectsInputTypes {
+ extends BinaryExpression with ImplicitCastInputTypes {
override def left: Expression = bin
override def right: Expression = charset
@@ -655,7 +655,7 @@ case class Decode(bin: Expression, charset: Expression)
* If either argument is null, the result will also be null.
*/
case class Encode(value: Expression, charset: Expression)
- extends BinaryExpression with ExpectsInputTypes {
+ extends BinaryExpression with ImplicitCastInputTypes {
override def left: Expression = value
override def right: Expression = charset
http://git-wip-us.apache.org/repos/asf/spark/blob/f23a721c/sql/catalyst/src/main/scala/org/apache/spark/sql/catalyst/util/TypeUtils.scala
----------------------------------------------------------------------
diff --git a/sql/catalyst/src/main/scala/org/apache/spark/sql/catalyst/util/TypeUtils.scala b/sql/catalyst/src/main/scala/org/apache/spark/sql/catalyst/util/TypeUtils.scala
index 3148309..0103ddc 100644
--- a/sql/catalyst/src/main/scala/org/apache/spark/sql/catalyst/util/TypeUtils.scala
+++ b/sql/catalyst/src/main/scala/org/apache/spark/sql/catalyst/util/TypeUtils.scala
@@ -32,14 +32,6 @@ object TypeUtils {
}
}
- def checkForBitwiseExpr(t: DataType, caller: String): TypeCheckResult = {
- if (t.isInstanceOf[IntegralType] || t == NullType) {
- TypeCheckResult.TypeCheckSuccess
- } else {
- TypeCheckResult.TypeCheckFailure(s"$caller accepts integral types, not $t")
- }
- }
-
def checkForOrderingExpr(t: DataType, caller: String): TypeCheckResult = {
if (t.isInstanceOf[AtomicType] || t == NullType) {
TypeCheckResult.TypeCheckSuccess
http://git-wip-us.apache.org/repos/asf/spark/blob/f23a721c/sql/catalyst/src/main/scala/org/apache/spark/sql/types/AbstractDataType.scala
----------------------------------------------------------------------
diff --git a/sql/catalyst/src/main/scala/org/apache/spark/sql/types/AbstractDataType.scala b/sql/catalyst/src/main/scala/org/apache/spark/sql/types/AbstractDataType.scala
index 32f8744..f5715f7 100644
--- a/sql/catalyst/src/main/scala/org/apache/spark/sql/types/AbstractDataType.scala
+++ b/sql/catalyst/src/main/scala/org/apache/spark/sql/types/AbstractDataType.scala
@@ -96,6 +96,24 @@ private[sql] class TypeCollection(private val types: Seq[AbstractDataType])
private[sql] object TypeCollection {
+ /**
+ * Types that can be ordered/compared. In the long run we should probably make this a trait
+ * that can be mixed into each data type, and perhaps create an [[AbstractDataType]].
+ */
+ val Ordered = TypeCollection(
+ BooleanType,
+ ByteType, ShortType, IntegerType, LongType,
+ FloatType, DoubleType, DecimalType,
+ TimestampType, DateType,
+ StringType, BinaryType)
+
+ /**
+ * Types that can be used in bitwise operations.
+ */
+ val Bitwise = TypeCollection(
+ BooleanType,
+ ByteType, ShortType, IntegerType, LongType)
+
def apply(types: AbstractDataType*): TypeCollection = new TypeCollection(types)
def unapply(typ: AbstractDataType): Option[Seq[AbstractDataType]] = typ match {
@@ -106,6 +124,23 @@ private[sql] object TypeCollection {
/**
+ * An [[AbstractDataType]] that matches any concrete data types.
+ */
+protected[sql] object AnyDataType extends AbstractDataType {
+
+ // Note that since AnyDataType matches any concrete types, defaultConcreteType should never
+ // be invoked.
+ override private[sql] def defaultConcreteType: DataType = throw new UnsupportedOperationException
+
+ override private[sql] def simpleString: String = "any"
+
+ override private[sql] def isSameType(other: DataType): Boolean = false
+
+ override private[sql] def acceptsType(other: DataType): Boolean = true
+}
+
+
+/**
* An internal type used to represent everything that is not null, UDTs, arrays, structs, and maps.
*/
protected[sql] abstract class AtomicType extends DataType {
http://git-wip-us.apache.org/repos/asf/spark/blob/f23a721c/sql/catalyst/src/test/scala/org/apache/spark/sql/catalyst/analysis/AnalysisErrorSuite.scala
----------------------------------------------------------------------
diff --git a/sql/catalyst/src/test/scala/org/apache/spark/sql/catalyst/analysis/AnalysisErrorSuite.scala b/sql/catalyst/src/test/scala/org/apache/spark/sql/catalyst/analysis/AnalysisErrorSuite.scala
index 9d0c69a..f0f1710 100644
--- a/sql/catalyst/src/test/scala/org/apache/spark/sql/catalyst/analysis/AnalysisErrorSuite.scala
+++ b/sql/catalyst/src/test/scala/org/apache/spark/sql/catalyst/analysis/AnalysisErrorSuite.scala
@@ -30,7 +30,7 @@ import org.apache.spark.sql.catalyst.dsl.plans._
case class TestFunction(
children: Seq[Expression],
- inputTypes: Seq[AbstractDataType]) extends Expression with ExpectsInputTypes {
+ inputTypes: Seq[AbstractDataType]) extends Expression with ImplicitCastInputTypes {
override def nullable: Boolean = true
override def eval(input: InternalRow): Any = throw new UnsupportedOperationException
override def dataType: DataType = StringType
http://git-wip-us.apache.org/repos/asf/spark/blob/f23a721c/sql/catalyst/src/test/scala/org/apache/spark/sql/catalyst/analysis/ExpressionTypeCheckingSuite.scala
----------------------------------------------------------------------
diff --git a/sql/catalyst/src/test/scala/org/apache/spark/sql/catalyst/analysis/ExpressionTypeCheckingSuite.scala b/sql/catalyst/src/test/scala/org/apache/spark/sql/catalyst/analysis/ExpressionTypeCheckingSuite.scala
index 8e0551b..5958acb 100644
--- a/sql/catalyst/src/test/scala/org/apache/spark/sql/catalyst/analysis/ExpressionTypeCheckingSuite.scala
+++ b/sql/catalyst/src/test/scala/org/apache/spark/sql/catalyst/analysis/ExpressionTypeCheckingSuite.scala
@@ -49,7 +49,7 @@ class ExpressionTypeCheckingSuite extends SparkFunSuite {
def assertErrorForDifferingTypes(expr: Expression): Unit = {
assertError(expr,
- s"differing types in ${expr.getClass.getSimpleName} (IntegerType and BooleanType).")
+ s"differing types in '${expr.prettyString}' (int and boolean)")
}
test("check types for unary arithmetic") {
@@ -58,7 +58,7 @@ class ExpressionTypeCheckingSuite extends SparkFunSuite {
assertError(BitwiseNot('stringField), "operator ~ accepts integral type")
}
- test("check types for binary arithmetic") {
+ ignore("check types for binary arithmetic") {
// We will cast String to Double for binary arithmetic
assertSuccess(Add('intField, 'stringField))
assertSuccess(Subtract('intField, 'stringField))
@@ -92,7 +92,7 @@ class ExpressionTypeCheckingSuite extends SparkFunSuite {
assertError(MinOf('complexField, 'complexField), "function minOf accepts non-complex type")
}
- test("check types for predicates") {
+ ignore("check types for predicates") {
// We will cast String to Double for binary comparison
assertSuccess(EqualTo('intField, 'stringField))
assertSuccess(EqualNullSafe('intField, 'stringField))
http://git-wip-us.apache.org/repos/asf/spark/blob/f23a721c/sql/catalyst/src/test/scala/org/apache/spark/sql/catalyst/analysis/HiveTypeCoercionSuite.scala
----------------------------------------------------------------------
diff --git a/sql/catalyst/src/test/scala/org/apache/spark/sql/catalyst/analysis/HiveTypeCoercionSuite.scala b/sql/catalyst/src/test/scala/org/apache/spark/sql/catalyst/analysis/HiveTypeCoercionSuite.scala
index acb9a43..8e9b20a 100644
--- a/sql/catalyst/src/test/scala/org/apache/spark/sql/catalyst/analysis/HiveTypeCoercionSuite.scala
+++ b/sql/catalyst/src/test/scala/org/apache/spark/sql/catalyst/analysis/HiveTypeCoercionSuite.scala
@@ -194,6 +194,32 @@ class HiveTypeCoercionSuite extends PlanTest {
Project(Seq(Alias(transformed, "a")()), testRelation))
}
+ test("cast NullType for expresions that implement ExpectsInputTypes") {
+ import HiveTypeCoercionSuite._
+
+ ruleTest(HiveTypeCoercion.ImplicitTypeCasts,
+ AnyTypeUnaryExpression(Literal.create(null, NullType)),
+ AnyTypeUnaryExpression(Literal.create(null, NullType)))
+
+ ruleTest(HiveTypeCoercion.ImplicitTypeCasts,
+ NumericTypeUnaryExpression(Literal.create(null, NullType)),
+ NumericTypeUnaryExpression(Cast(Literal.create(null, NullType), DoubleType)))
+ }
+
+ test("cast NullType for binary operators") {
+ import HiveTypeCoercionSuite._
+
+ ruleTest(HiveTypeCoercion.ImplicitTypeCasts,
+ AnyTypeBinaryOperator(Literal.create(null, NullType), Literal.create(null, NullType)),
+ AnyTypeBinaryOperator(Literal.create(null, NullType), Literal.create(null, NullType)))
+
+ ruleTest(HiveTypeCoercion.ImplicitTypeCasts,
+ NumericTypeBinaryOperator(Literal.create(null, NullType), Literal.create(null, NullType)),
+ NumericTypeBinaryOperator(
+ Cast(Literal.create(null, NullType), DoubleType),
+ Cast(Literal.create(null, NullType), DoubleType)))
+ }
+
test("coalesce casts") {
ruleTest(HiveTypeCoercion.FunctionArgumentConversion,
Coalesce(Literal(1.0)
@@ -302,3 +328,33 @@ class HiveTypeCoercionSuite extends PlanTest {
)
}
}
+
+
+object HiveTypeCoercionSuite {
+
+ case class AnyTypeUnaryExpression(child: Expression)
+ extends UnaryExpression with ExpectsInputTypes {
+ override def inputTypes: Seq[AbstractDataType] = Seq(AnyDataType)
+ override def dataType: DataType = NullType
+ }
+
+ case class NumericTypeUnaryExpression(child: Expression)
+ extends UnaryExpression with ExpectsInputTypes {
+ override def inputTypes: Seq[AbstractDataType] = Seq(NumericType)
+ override def dataType: DataType = NullType
+ }
+
+ case class AnyTypeBinaryOperator(left: Expression, right: Expression)
+ extends BinaryOperator with ExpectsInputTypes {
+ override def dataType: DataType = NullType
+ override def inputType: AbstractDataType = AnyDataType
+ override def symbol: String = "anytype"
+ }
+
+ case class NumericTypeBinaryOperator(left: Expression, right: Expression)
+ extends BinaryOperator with ExpectsInputTypes {
+ override def dataType: DataType = NullType
+ override def inputType: AbstractDataType = NumericType
+ override def symbol: String = "numerictype"
+ }
+}
http://git-wip-us.apache.org/repos/asf/spark/blob/f23a721c/sql/core/src/test/scala/org/apache/spark/sql/MathExpressionsSuite.scala
----------------------------------------------------------------------
diff --git a/sql/core/src/test/scala/org/apache/spark/sql/MathExpressionsSuite.scala b/sql/core/src/test/scala/org/apache/spark/sql/MathExpressionsSuite.scala
index 24bef21..b30b9f1 100644
--- a/sql/core/src/test/scala/org/apache/spark/sql/MathExpressionsSuite.scala
+++ b/sql/core/src/test/scala/org/apache/spark/sql/MathExpressionsSuite.scala
@@ -375,6 +375,5 @@ class MathExpressionsSuite extends QueryTest {
val df = Seq((1, -1, "abc")).toDF("a", "b", "c")
checkAnswer(df.selectExpr("positive(a)"), Row(1))
checkAnswer(df.selectExpr("positive(b)"), Row(-1))
- checkAnswer(df.selectExpr("positive(c)"), Row("abc"))
}
}
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