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[GitHub] [spark] MaxGekk opened a new pull request #31951: [SPARK-34850][SQL] Support multiply a day-time interval by a numeric
MaxGekk opened a new pull request #31951:
URL: https://github.com/apache/spark/pull/31951
### What changes were proposed in this pull request?
1. Add new expression `MultiplyDTInterval` which multiplies a `DayTimeIntervalType` expression by a `NumericType` expression including ByteType, ShortType, IntegerType, LongType, FloatType, DoubleType, DecimalType.
2. Extend binary arithmetic rules to support `numeric * day-time interval` and `day-time interval * numeric`.
### Why are the changes needed?
To conform the ANSI SQL standard which requires such operation over day-time intervals:
<img width="667" alt="Screenshot 2021-03-22 at 16 33 16" src="https://user-images.githubusercontent.com/1580697/111997810-77d1eb80-8b2c-11eb-951d-e43911d9c5db.png">
### Does this PR introduce _any_ user-facing change?
No
### How was this patch tested?
By running new tests:
```
$ build/sbt "test:testOnly *IntervalExpressionsSuite"
$ build/sbt "test:testOnly *ColumnExpressionSuite"
```
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[GitHub] [spark] MaxGekk commented on a change in pull request #31951: [SPARK-34850][SQL] Support multiply a day-time interval by a numeric
Posted by GitBox <gi...@apache.org>.
MaxGekk commented on a change in pull request #31951:
URL: https://github.com/apache/spark/pull/31951#discussion_r600844914
##########
File path: sql/catalyst/src/main/scala/org/apache/spark/sql/catalyst/expressions/intervalExpressions.scala
##########
@@ -295,3 +295,43 @@ case class MultiplyYMInterval(
override def toString: String = s"($left * $right)"
}
+
+// Multiply a day-time interval by a numeric
+case class MultiplyDTInterval(
+ interval: Expression,
+ num: Expression)
+ extends BinaryExpression with ImplicitCastInputTypes with NullIntolerant with Serializable {
+ override def left: Expression = interval
+ override def right: Expression = num
+
+ override def inputTypes: Seq[AbstractDataType] = Seq(DayTimeIntervalType, NumericType)
+ override def dataType: DataType = DayTimeIntervalType
+
+ @transient
+ private lazy val evalFunc: (Long, Any) => Any = right.dataType match {
+ case _: IntegralType => (micros: Long, num) =>
+ Math.multiplyExact(micros, num.asInstanceOf[Number].longValue())
+ case _: DecimalType => (micros: Long, num) =>
+ val decimalRes = ((new Decimal).set(micros) * num.asInstanceOf[Decimal]).toJavaBigDecimal
+ decimalRes.setScale(0, java.math.RoundingMode.HALF_UP).longValueExact()
+ case _: FractionalType => (micros: Long, num) =>
+ Math.round(micros * num.asInstanceOf[Number].doubleValue())
+ }
+
+ override def nullSafeEval(interval: Any, num: Any): Any = {
+ evalFunc(interval.asInstanceOf[Long], num)
+ }
+
+ override def doGenCode(ctx: CodegenContext, ev: ExprCode): ExprCode = right.dataType match {
+ case _: IntegralType =>
+ defineCodeGen(ctx, ev, (m, n) => s"java.lang.Math.multiplyExact($m, $n)")
+ case _: DecimalType =>
+ defineCodeGen(ctx, ev, (m, n) =>
+ s"((new Decimal()).set($m).$$times($n)).toJavaBigDecimal()" +
+ ".setScale(0, java.math.RoundingMode.HALF_UP).longValueExact()")
+ case _: FractionalType =>
+ defineCodeGen(ctx, ev, (m, n) => s"java.lang.Math.round($m * (double)$n)")
Review comment:
> Shall we turn float/double to Decimal and do the calculation?
Decimal (and Java BigDecimal) doesn't have representation for `NaN`, `PositiveInfinity` and `NegativeInfinity`, see:
```scala
scala> import org.apache.spark.sql.types.Decimal
import org.apache.spark.sql.types.Decimal
scala> Decimal(Double.NaN)
java.lang.NumberFormatException
at java.math.BigDecimal.<init>(BigDecimal.java:497)
scala> Decimal(Float.PositiveInfinity)
java.lang.NumberFormatException
at java.math.BigDecimal.<init>(BigDecimal.java:497)
scala> Decimal(Float.MinValue)
res2: org.apache.spark.sql.types.Decimal = -340282346638528860000000000000000000000
```
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[GitHub] [spark] yaooqinn commented on a change in pull request #31951: [SPARK-34850][SQL] Support multiply a day-time interval by a numeric
Posted by GitBox <gi...@apache.org>.
yaooqinn commented on a change in pull request #31951:
URL: https://github.com/apache/spark/pull/31951#discussion_r600424368
##########
File path: sql/catalyst/src/main/scala/org/apache/spark/sql/catalyst/expressions/intervalExpressions.scala
##########
@@ -295,3 +295,43 @@ case class MultiplyYMInterval(
override def toString: String = s"($left * $right)"
}
+
+// Multiply a day-time interval by a numeric
+case class MultiplyDTInterval(
+ interval: Expression,
+ num: Expression)
+ extends BinaryExpression with ImplicitCastInputTypes with NullIntolerant with Serializable {
+ override def left: Expression = interval
+ override def right: Expression = num
+
+ override def inputTypes: Seq[AbstractDataType] = Seq(DayTimeIntervalType, NumericType)
+ override def dataType: DataType = DayTimeIntervalType
+
+ @transient
+ private lazy val evalFunc: (Long, Any) => Any = right.dataType match {
+ case _: IntegralType => (micros: Long, num) =>
+ Math.multiplyExact(micros, num.asInstanceOf[Number].longValue())
+ case _: DecimalType => (micros: Long, num) =>
+ val decimalRes = ((new Decimal).set(micros) * num.asInstanceOf[Decimal]).toJavaBigDecimal
+ decimalRes.setScale(0, java.math.RoundingMode.HALF_UP).longValueExact()
+ case _: FractionalType => (micros: Long, num) =>
+ Math.round(micros * num.asInstanceOf[Number].doubleValue())
+ }
+
+ override def nullSafeEval(interval: Any, num: Any): Any = {
+ evalFunc(interval.asInstanceOf[Long], num)
+ }
+
+ override def doGenCode(ctx: CodegenContext, ev: ExprCode): ExprCode = right.dataType match {
+ case _: IntegralType =>
+ defineCodeGen(ctx, ev, (m, n) => s"java.lang.Math.multiplyExact($m, $n)")
+ case _: DecimalType =>
+ defineCodeGen(ctx, ev, (m, n) =>
+ s"((new Decimal()).set($m).$$times($n)).toJavaBigDecimal()" +
+ ".setScale(0, java.math.RoundingMode.HALF_UP).longValueExact()")
+ case _: FractionalType =>
+ defineCodeGen(ctx, ev, (m, n) => s"java.lang.Math.round($m * (double)$n)")
Review comment:
Seems that we should fail here too not just round it to the max long value
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[GitHub] [spark] yaooqinn commented on a change in pull request #31951: [SPARK-34850][SQL] Support multiply a day-time interval by a numeric
Posted by GitBox <gi...@apache.org>.
yaooqinn commented on a change in pull request #31951:
URL: https://github.com/apache/spark/pull/31951#discussion_r600554518
##########
File path: sql/catalyst/src/main/scala/org/apache/spark/sql/catalyst/expressions/intervalExpressions.scala
##########
@@ -295,3 +295,43 @@ case class MultiplyYMInterval(
override def toString: String = s"($left * $right)"
}
+
+// Multiply a day-time interval by a numeric
+case class MultiplyDTInterval(
+ interval: Expression,
+ num: Expression)
+ extends BinaryExpression with ImplicitCastInputTypes with NullIntolerant with Serializable {
+ override def left: Expression = interval
+ override def right: Expression = num
+
+ override def inputTypes: Seq[AbstractDataType] = Seq(DayTimeIntervalType, NumericType)
+ override def dataType: DataType = DayTimeIntervalType
+
+ @transient
+ private lazy val evalFunc: (Long, Any) => Any = right.dataType match {
+ case _: IntegralType => (micros: Long, num) =>
+ Math.multiplyExact(micros, num.asInstanceOf[Number].longValue())
+ case _: DecimalType => (micros: Long, num) =>
+ val decimalRes = ((new Decimal).set(micros) * num.asInstanceOf[Decimal]).toJavaBigDecimal
+ decimalRes.setScale(0, java.math.RoundingMode.HALF_UP).longValueExact()
+ case _: FractionalType => (micros: Long, num) =>
+ Math.round(micros * num.asInstanceOf[Number].doubleValue())
+ }
+
+ override def nullSafeEval(interval: Any, num: Any): Any = {
+ evalFunc(interval.asInstanceOf[Long], num)
+ }
+
+ override def doGenCode(ctx: CodegenContext, ev: ExprCode): ExprCode = right.dataType match {
+ case _: IntegralType =>
+ defineCodeGen(ctx, ev, (m, n) => s"java.lang.Math.multiplyExact($m, $n)")
+ case _: DecimalType =>
+ defineCodeGen(ctx, ev, (m, n) =>
+ s"((new Decimal()).set($m).$$times($n)).toJavaBigDecimal()" +
+ ".setScale(0, java.math.RoundingMode.HALF_UP).longValueExact()")
+ case _: FractionalType =>
+ defineCodeGen(ctx, ev, (m, n) => s"java.lang.Math.round($m * (double)$n)")
Review comment:
IMO, the interval value expression's return type is an interval and it defines an interval itself. The expression behavior should respect the interval term rather than the multiplier or divisor. According to the standard, we should define and raise `interval field overflow` rather than numeric overflows when `the number of significant digits exceeds the implementation-defined maximum number of significant digits`.
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[GitHub] [spark] MaxGekk commented on pull request #31951: [SPARK-34850][SQL] Support multiply a day-time interval by a numeric
Posted by GitBox <gi...@apache.org>.
MaxGekk commented on pull request #31951:
URL: https://github.com/apache/spark/pull/31951#issuecomment-805747872
@yaooqinn @cloud-fan Could you review this PR, please.
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* This patch passes all tests.
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[GitHub] [spark] MaxGekk commented on a change in pull request #31951: [SPARK-34850][SQL] Support multiply a day-time interval by a numeric
Posted by GitBox <gi...@apache.org>.
MaxGekk commented on a change in pull request #31951:
URL: https://github.com/apache/spark/pull/31951#discussion_r600875548
##########
File path: sql/catalyst/src/main/scala/org/apache/spark/sql/catalyst/expressions/intervalExpressions.scala
##########
@@ -295,3 +295,43 @@ case class MultiplyYMInterval(
override def toString: String = s"($left * $right)"
}
+
+// Multiply a day-time interval by a numeric
+case class MultiplyDTInterval(
+ interval: Expression,
+ num: Expression)
+ extends BinaryExpression with ImplicitCastInputTypes with NullIntolerant with Serializable {
+ override def left: Expression = interval
+ override def right: Expression = num
+
+ override def inputTypes: Seq[AbstractDataType] = Seq(DayTimeIntervalType, NumericType)
+ override def dataType: DataType = DayTimeIntervalType
+
+ @transient
+ private lazy val evalFunc: (Long, Any) => Any = right.dataType match {
+ case _: IntegralType => (micros: Long, num) =>
+ Math.multiplyExact(micros, num.asInstanceOf[Number].longValue())
+ case _: DecimalType => (micros: Long, num) =>
+ val decimalRes = ((new Decimal).set(micros) * num.asInstanceOf[Decimal]).toJavaBigDecimal
+ decimalRes.setScale(0, java.math.RoundingMode.HALF_UP).longValueExact()
+ case _: FractionalType => (micros: Long, num) =>
+ Math.round(micros * num.asInstanceOf[Number].doubleValue())
+ }
+
+ override def nullSafeEval(interval: Any, num: Any): Any = {
+ evalFunc(interval.asInstanceOf[Long], num)
+ }
+
+ override def doGenCode(ctx: CodegenContext, ev: ExprCode): ExprCode = right.dataType match {
+ case _: IntegralType =>
+ defineCodeGen(ctx, ev, (m, n) => s"java.lang.Math.multiplyExact($m, $n)")
+ case _: DecimalType =>
+ defineCodeGen(ctx, ev, (m, n) =>
+ s"((new Decimal()).set($m).$$times($n)).toJavaBigDecimal()" +
+ ".setScale(0, java.math.RoundingMode.HALF_UP).longValueExact()")
+ case _: FractionalType =>
+ defineCodeGen(ctx, ev, (m, n) => s"java.lang.Math.round($m * (double)$n)")
Review comment:
I have found the [roundToLong()](https://guava.dev/releases/19.0/api/docs/com/google/common/math/DoubleMath.html#roundToLong(double,%20java.math.RoundingMode)) from Guava satisfies our needs completely. I am going to invoke it.
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[GitHub] [spark] MaxGekk commented on a change in pull request #31951: [SPARK-34850][SQL] Support multiply a day-time interval by a numeric
Posted by GitBox <gi...@apache.org>.
MaxGekk commented on a change in pull request #31951:
URL: https://github.com/apache/spark/pull/31951#discussion_r600523616
##########
File path: sql/catalyst/src/main/scala/org/apache/spark/sql/catalyst/expressions/intervalExpressions.scala
##########
@@ -295,3 +295,43 @@ case class MultiplyYMInterval(
override def toString: String = s"($left * $right)"
}
+
+// Multiply a day-time interval by a numeric
+case class MultiplyDTInterval(
+ interval: Expression,
+ num: Expression)
+ extends BinaryExpression with ImplicitCastInputTypes with NullIntolerant with Serializable {
+ override def left: Expression = interval
+ override def right: Expression = num
+
+ override def inputTypes: Seq[AbstractDataType] = Seq(DayTimeIntervalType, NumericType)
+ override def dataType: DataType = DayTimeIntervalType
+
+ @transient
+ private lazy val evalFunc: (Long, Any) => Any = right.dataType match {
+ case _: IntegralType => (micros: Long, num) =>
+ Math.multiplyExact(micros, num.asInstanceOf[Number].longValue())
+ case _: DecimalType => (micros: Long, num) =>
+ val decimalRes = ((new Decimal).set(micros) * num.asInstanceOf[Decimal]).toJavaBigDecimal
+ decimalRes.setScale(0, java.math.RoundingMode.HALF_UP).longValueExact()
+ case _: FractionalType => (micros: Long, num) =>
+ Math.round(micros * num.asInstanceOf[Number].doubleValue())
+ }
+
+ override def nullSafeEval(interval: Any, num: Any): Any = {
+ evalFunc(interval.asInstanceOf[Long], num)
+ }
+
+ override def doGenCode(ctx: CodegenContext, ev: ExprCode): ExprCode = right.dataType match {
+ case _: IntegralType =>
+ defineCodeGen(ctx, ev, (m, n) => s"java.lang.Math.multiplyExact($m, $n)")
+ case _: DecimalType =>
+ defineCodeGen(ctx, ev, (m, n) =>
+ s"((new Decimal()).set($m).$$times($n)).toJavaBigDecimal()" +
+ ".setScale(0, java.math.RoundingMode.HALF_UP).longValueExact()")
+ case _: FractionalType =>
+ defineCodeGen(ctx, ev, (m, n) => s"java.lang.Math.round($m * (double)$n)")
Review comment:
Does the SQL standard require such behavior? From my point of view, we can map `Double.PositiveInfinity` to `Long.MaxValue` as multiple double values can map to the same long value. We just should document such behavior, and borrow the text from `java.lang.Math.round()`
```
<li>If the argument is negative infinity or any value less than or
equal to the value of {@code Long.MIN_VALUE}, the result is
equal to the value of {@code Long.MIN_VALUE}.
<li>If the argument is positive infinity or any value greater than or
equal to the value of {@code Long.MAX_VALUE}, the result is
equal to the value of {@code Long.MAX_VALUE}.</ul>
```
@srielau @cloud-fan WDYT?
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[GitHub] [spark] MaxGekk commented on pull request #31951: [SPARK-34850][SQL] Support multiply a day-time interval by a numeric
Posted by GitBox <gi...@apache.org>.
MaxGekk commented on pull request #31951:
URL: https://github.com/apache/spark/pull/31951#issuecomment-806438970
GA passed. Merging to master.
Thank you, @yaooqinn @cloud-fan for your review.
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[GitHub] [spark] cloud-fan commented on a change in pull request #31951: [SPARK-34850][SQL] Support multiply a day-time interval by a numeric
Posted by GitBox <gi...@apache.org>.
cloud-fan commented on a change in pull request #31951:
URL: https://github.com/apache/spark/pull/31951#discussion_r600544067
##########
File path: sql/catalyst/src/main/scala/org/apache/spark/sql/catalyst/expressions/intervalExpressions.scala
##########
@@ -295,3 +295,43 @@ case class MultiplyYMInterval(
override def toString: String = s"($left * $right)"
}
+
+// Multiply a day-time interval by a numeric
+case class MultiplyDTInterval(
+ interval: Expression,
+ num: Expression)
+ extends BinaryExpression with ImplicitCastInputTypes with NullIntolerant with Serializable {
+ override def left: Expression = interval
+ override def right: Expression = num
+
+ override def inputTypes: Seq[AbstractDataType] = Seq(DayTimeIntervalType, NumericType)
+ override def dataType: DataType = DayTimeIntervalType
+
+ @transient
+ private lazy val evalFunc: (Long, Any) => Any = right.dataType match {
+ case _: IntegralType => (micros: Long, num) =>
+ Math.multiplyExact(micros, num.asInstanceOf[Number].longValue())
+ case _: DecimalType => (micros: Long, num) =>
+ val decimalRes = ((new Decimal).set(micros) * num.asInstanceOf[Decimal]).toJavaBigDecimal
+ decimalRes.setScale(0, java.math.RoundingMode.HALF_UP).longValueExact()
+ case _: FractionalType => (micros: Long, num) =>
+ Math.round(micros * num.asInstanceOf[Number].doubleValue())
+ }
+
+ override def nullSafeEval(interval: Any, num: Any): Any = {
+ evalFunc(interval.asInstanceOf[Long], num)
+ }
+
+ override def doGenCode(ctx: CodegenContext, ev: ExprCode): ExprCode = right.dataType match {
+ case _: IntegralType =>
+ defineCodeGen(ctx, ev, (m, n) => s"java.lang.Math.multiplyExact($m, $n)")
+ case _: DecimalType =>
+ defineCodeGen(ctx, ev, (m, n) =>
+ s"((new Decimal()).set($m).$$times($n)).toJavaBigDecimal()" +
+ ".setScale(0, java.math.RoundingMode.HALF_UP).longValueExact()")
+ case _: FractionalType =>
+ defineCodeGen(ctx, ev, (m, n) => s"java.lang.Math.round($m * (double)$n)")
Review comment:
I don't have a strong opinion here. Shall we turn float/double to Decimal and do the calculation?
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* This patch passes all tests.
* This patch merges cleanly.
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