abstract class TypeCoercionBase extends TypeCoercionHelper
- Alphabetic
- By Inheritance
- TypeCoercionBase
- TypeCoercionHelper
- AnyRef
- Any
- Hide All
- Show All
- Public
- Protected
Instance Constructors
- new TypeCoercionBase()
Type Members
- class CombinedTypeCoercionRule extends Rule[LogicalPlan] with TypeCoercionRule
Type coercion rule that combines multiple type coercion rules and applies them in a single tree traversal.
Abstract Value Members
- abstract def canCast(from: DataType, to: DataType): Boolean
Whether casting
fromastois valid.Whether casting
fromastois valid.- Definition Classes
- TypeCoercionHelper
- abstract val findTightestCommonType: (DataType, DataType) => Option[DataType]
Find the tightest common type of two types that might be used in a binary expression.
Find the tightest common type of two types that might be used in a binary expression. This handles all numeric types except fixed-precision decimals interacting with each other or with primitive types, because in that case the precision and scale of the result depends on the operation. Those rules are implemented in DecimalPrecision.
- Definition Classes
- TypeCoercionHelper
- abstract def findWiderCommonType(types: Seq[DataType]): Option[DataType]
Looking for a widened data type of a given sequence of data types with some acceptable loss of precision.
Looking for a widened data type of a given sequence of data types with some acceptable loss of precision. E.g. there is no common type for double and decimal because double's range is larger than decimal, and yet decimal is more precise than double, but in union we would cast the decimal into double.
- Definition Classes
- TypeCoercionHelper
- abstract def findWiderTypeForTwo(t1: DataType, t2: DataType): Option[DataType]
Looking for a widened data type of two given data types with some acceptable loss of precision.
Looking for a widened data type of two given data types with some acceptable loss of precision. E.g. there is no common type for double and decimal because double's range is larger than decimal, and yet decimal is more precise than double, but in union we would cast the decimal into double.
- Definition Classes
- TypeCoercionHelper
- abstract def implicitCast(e: Expression, expectedType: AbstractDataType): Option[Expression]
Given an expected data type, try to cast the expression and return the cast expression.
Given an expected data type, try to cast the expression and return the cast expression.
If the expression already fits the input type, we simply return the expression itself. If the expression has an incompatible type that cannot be implicitly cast, return None.
- Definition Classes
- TypeCoercionHelper
- abstract def typeCoercionRules: List[Rule[LogicalPlan]]
A collection of Rule that can be used to coerce differing types that participate in operations into compatible ones.
A collection of Rule that can be used to coerce differing types that participate in operations into compatible ones.
- Definition Classes
- TypeCoercionHelper
Concrete Value Members
- final def !=(arg0: Any): Boolean
- Definition Classes
- AnyRef → Any
- final def ##: Int
- Definition Classes
- AnyRef → Any
- final def ==(arg0: Any): Boolean
- Definition Classes
- AnyRef → Any
- final def asInstanceOf[T0]: T0
- Definition Classes
- Any
- def castIfNotSameType(expr: Expression, dt: DataType): Expression
- Attributes
- protected
- Definition Classes
- TypeCoercionHelper
- def clone(): AnyRef
- Attributes
- protected[lang]
- Definition Classes
- AnyRef
- Annotations
- @throws(classOf[java.lang.CloneNotSupportedException]) @IntrinsicCandidate() @native()
- final def eq(arg0: AnyRef): Boolean
- Definition Classes
- AnyRef
- def equals(arg0: AnyRef): Boolean
- Definition Classes
- AnyRef → Any
- def findTypeForComplex(t1: DataType, t2: DataType, findTypeFunc: (DataType, DataType) => Option[DataType]): Option[DataType]
- Attributes
- protected
- Definition Classes
- TypeCoercionHelper
- def findWiderDateTimeType(d1: DatetimeType, d2: DatetimeType): DatetimeType
- Attributes
- protected
- Definition Classes
- TypeCoercionHelper
- def findWiderTypeForDecimal(dt1: DataType, dt2: DataType): Option[DataType]
Finds a wider type when one or both types are decimals.
Finds a wider type when one or both types are decimals. If the wider decimal type exceeds system limitation, this rule will truncate the decimal type. If a decimal and other fractional types are compared, returns a double type.
- Attributes
- protected
- Definition Classes
- TypeCoercionHelper
- def findWiderTypeWithoutStringPromotion(types: Seq[DataType]): Option[DataType]
- Definition Classes
- TypeCoercionHelper
- final def getClass(): Class[_ <: AnyRef]
- Definition Classes
- AnyRef → Any
- Annotations
- @IntrinsicCandidate() @native()
- def hashCode(): Int
- Definition Classes
- AnyRef → Any
- Annotations
- @IntrinsicCandidate() @native()
- def haveSameType(types: Seq[DataType]): Boolean
Check whether the given types are equal ignoring nullable, containsNull and valueContainsNull.
Check whether the given types are equal ignoring nullable, containsNull and valueContainsNull.
- Definition Classes
- TypeCoercionHelper
- final def isInstanceOf[T0]: Boolean
- Definition Classes
- Any
- final def ne(arg0: AnyRef): Boolean
- Definition Classes
- AnyRef
- final def notify(): Unit
- Definition Classes
- AnyRef
- Annotations
- @IntrinsicCandidate() @native()
- final def notifyAll(): Unit
- Definition Classes
- AnyRef
- Annotations
- @IntrinsicCandidate() @native()
- final def synchronized[T0](arg0: => T0): T0
- Definition Classes
- AnyRef
- def toString(): String
- Definition Classes
- AnyRef → Any
- final def wait(arg0: Long, arg1: Int): Unit
- Definition Classes
- AnyRef
- Annotations
- @throws(classOf[java.lang.InterruptedException])
- final def wait(arg0: Long): Unit
- Definition Classes
- AnyRef
- Annotations
- @throws(classOf[java.lang.InterruptedException]) @native()
- final def wait(): Unit
- Definition Classes
- AnyRef
- Annotations
- @throws(classOf[java.lang.InterruptedException])
- object CaseWhenCoercion extends Rule[LogicalPlan] with TypeCoercionRule
Coerces the type of different branches of a CASE WHEN statement to a common type.
- object ConcatCoercion extends Rule[LogicalPlan] with TypeCoercionRule
Coerces the types of Concat children to expected ones.
Coerces the types of Concat children to expected ones.
If
spark.sql.function.concatBinaryAsStringis false and all children types are binary, the expected types are binary. Otherwise, the expected ones are strings. - object Division extends Rule[LogicalPlan] with TypeCoercionRule
Hive only performs integral division with the DIV operator.
Hive only performs integral division with the DIV operator. The arguments to / are always converted to fractional types.
- object EltCoercion extends Rule[LogicalPlan] with TypeCoercionRule
Coerces the types of Elt children to expected ones.
Coerces the types of Elt children to expected ones.
If
spark.sql.function.eltOutputAsStringis false and all children types are binary, the expected types are binary. Otherwise, the expected ones are strings. - object FunctionArgumentConversion extends Rule[LogicalPlan] with TypeCoercionRule
This ensure that the types for various functions are as expected.
- object IfCoercion extends Rule[LogicalPlan] with TypeCoercionRule
Coerces the type of different branches of If statement to a common type.
- object ImplicitTypeCasts extends Rule[LogicalPlan] with TypeCoercionRule
Casts types according to the expected input types for Expressions.
- object InConversion extends Rule[LogicalPlan] with TypeCoercionRule
Handles type coercion for both IN expression with subquery and IN expressions without subquery.
Handles type coercion for both IN expression with subquery and IN expressions without subquery. 1. In the first case, find the common type by comparing the left hand side (LHS) expression types against corresponding right hand side (RHS) expression derived from the subquery expression's plan output. Inject appropriate casts in the LHS and RHS side of IN expression.
2. In the second case, convert the value and in list expressions to the common operator type by looking at all the argument types and finding the closest one that all the arguments can be cast to. When no common operator type is found the original expression will be returned and an Analysis Exception will be raised at the type checking phase.
- object IntegralDivision extends Rule[LogicalPlan] with TypeCoercionRule
The DIV operator always returns long-type value.
The DIV operator always returns long-type value. This rule cast the integral inputs to long type, to avoid overflow during calculation.
- object MapZipWithCoercion extends Rule[LogicalPlan] with TypeCoercionRule
Coerces key types of two different MapType arguments of the MapZipWith expression to a common type.
- object ProcedureArgumentCoercion extends Rule[LogicalPlan]
A type coercion rule that implicitly casts procedure arguments to expected types.
- object StackCoercion extends Rule[LogicalPlan] with TypeCoercionRule
Coerces NullTypes in the Stack expression to the column types of the corresponding positions.
- object StringLiteralCoercion extends Rule[LogicalPlan] with TypeCoercionRule
A special rule to support string literal as the second argument of date_add/date_sub functions, to keep backward compatibility as a temporary workaround.
A special rule to support string literal as the second argument of date_add/date_sub functions, to keep backward compatibility as a temporary workaround. TODO(SPARK-28589): implement ANSI type type coercion and handle string literals.
- object UnpivotCoercion extends Rule[LogicalPlan]
Widens the data types of the Unpivot values.
- object WidenSetOperationTypes extends Rule[LogicalPlan]
Widens the data types of the children of Union/Except/Intersect.
Widens the data types of the children of Union/Except/Intersect. 1. When ANSI mode is off: Loosely based on rules from "Hadoop: The Definitive Guide" 2nd edition, by Tom White
The implicit conversion rules can be summarized as follows:
- Any integral numeric type can be implicitly converted to a wider type.
- All the integral numeric types, FLOAT, and (perhaps surprisingly) STRING can be implicitly converted to DOUBLE.
- TINYINT, SMALLINT, and INT can all be converted to FLOAT.
- BOOLEAN types cannot be converted to any other type.
- Any integral numeric type can be implicitly converted to decimal type.
- two different decimal types will be converted into a wider decimal type for both of them.
- decimal type will be converted into double if there float or double together with it.
All types when UNION-ed with strings will be promoted to strings. Other string conversions are handled by PromoteStrings.
Widening types might result in loss of precision in the following cases:
- IntegerType to FloatType
- LongType to FloatType
- LongType to DoubleType
- DecimalType to Double
2. When ANSI mode is on: The implicit conversion is determined by the closest common data type from the precedent lists from left and right child. See the comments of Object
AnsiTypeCoercionfor details. - object WindowFrameCoercion extends Rule[LogicalPlan] with TypeCoercionRule
Cast WindowFrame boundaries to the type they operate upon.
- object AnsiDateTimeOperationsTypeCoercion
ANSI type coercion helper that matches against date-time expressions in order to type coerce children to expected types.
ANSI type coercion helper that matches against date-time expressions in order to type coerce children to expected types.
- Definition Classes
- TypeCoercionHelper
- object CaseWhenTypeCoercion
Type coercion helper that matches against a CaseWhen expression in order to type coerce different branches to a common type.
Type coercion helper that matches against a CaseWhen expression in order to type coerce different branches to a common type.
- Definition Classes
- TypeCoercionHelper
- object ConcatTypeCoercion
Type coercion helper that matches against Concat expressions in order to type coerce expression's children to expected types.
Type coercion helper that matches against Concat expressions in order to type coerce expression's children to expected types.
- Definition Classes
- TypeCoercionHelper
- object DateTimeOperationsTypeCoercion
Type coercion helper that matches against date-time expressions in order to type coerce children to expected types.
Type coercion helper that matches against date-time expressions in order to type coerce children to expected types.
- Definition Classes
- TypeCoercionHelper
- object EltTypeCoercion
Type coercion helper that matches against Elt expression in order to type coerce expression's children to expected types.
Type coercion helper that matches against Elt expression in order to type coerce expression's children to expected types.
- Definition Classes
- TypeCoercionHelper
- object FunctionArgumentTypeCoercion
Type coercion helper that matches against function expression in order to type coerce function argument types to expected types.
Type coercion helper that matches against function expression in order to type coerce function argument types to expected types.
- Definition Classes
- TypeCoercionHelper
- object IfTypeCoercion
Type coercion helper that matches against an If expression in order to type coerce different branches to a common type.
Type coercion helper that matches against an If expression in order to type coerce different branches to a common type.
- Definition Classes
- TypeCoercionHelper
- object ImplicitTypeCoercion
Type coercion helper that matches against expression in order to type coerce expression's input types to expected types.
Type coercion helper that matches against expression in order to type coerce expression's input types to expected types.
- Definition Classes
- TypeCoercionHelper
- object InTypeCoercion
Type coercion helper that matches agaist In and InSubquery expressions in order to type coerce LHS and RHS to expected types.
Type coercion helper that matches agaist In and InSubquery expressions in order to type coerce LHS and RHS to expected types.
- Definition Classes
- TypeCoercionHelper
- object MapZipWithTypeCoercion
Type coercion helper that matches against MapZipWith expressions in order to type coerce key types of input maps to a common type.
Type coercion helper that matches against MapZipWith expressions in order to type coerce key types of input maps to a common type.
- Definition Classes
- TypeCoercionHelper
- object WindowFrameTypeCoercion
Type coercion helper that matches against WindowFrameTypeCoercion expression in order to type coerce window boundaries to the type they operate upon.
Type coercion helper that matches against WindowFrameTypeCoercion expression in order to type coerce window boundaries to the type they operate upon.
- Definition Classes
- TypeCoercionHelper
Deprecated Value Members
- def finalize(): Unit
- Attributes
- protected[lang]
- Definition Classes
- AnyRef
- Annotations
- @throws(classOf[java.lang.Throwable]) @Deprecated
- Deprecated
(Since version 9)