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math.scala
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277 lines (245 loc) · 9.59 KB
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/*
* Licensed to the Apache Software Foundation (ASF) under one
* or more contributor license agreements. See the NOTICE file
* distributed with this work for additional information
* regarding copyright ownership. The ASF licenses this file
* to you under the Apache License, Version 2.0 (the
* "License"); you may not use this file except in compliance
* with the License. You may obtain a copy of the License at
*
* http://www.apache.org/licenses/LICENSE-2.0
*
* Unless required by applicable law or agreed to in writing,
* software distributed under the License is distributed on an
* "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
* KIND, either express or implied. See the License for the
* specific language governing permissions and limitations
* under the License.
*/
package org.apache.comet.serde
import org.apache.spark.sql.catalyst.expressions.{Abs, Atan2, Attribute, Ceil, CheckOverflow, Expression, Floor, Hex, If, LessThanOrEqual, Literal, Log, Log10, Log2, Logarithm, Tan, Unhex}
import org.apache.spark.sql.types.{DecimalType, DoubleType, NumericType}
import org.apache.comet.CometSparkSessionExtensions.withInfo
import org.apache.comet.serde.QueryPlanSerde.{exprToProtoInternal, optExprWithInfo, scalarFunctionExprToProto, scalarFunctionExprToProtoWithReturnType, serializeDataType}
object CometAtan2 extends CometExpressionSerde[Atan2] {
override def convert(
expr: Atan2,
inputs: Seq[Attribute],
binding: Boolean): Option[ExprOuterClass.Expr] = {
val leftExpr = exprToProtoInternal(expr.left, inputs, binding)
val rightExpr = exprToProtoInternal(expr.right, inputs, binding)
val optExpr = scalarFunctionExprToProto("atan2", leftExpr, rightExpr)
optExprWithInfo(optExpr, expr, expr.left, expr.right)
}
}
object CometCeil extends CometExpressionSerde[Ceil] {
override def getSupportLevel(expr: Ceil): SupportLevel = {
expr.child.dataType match {
case _: DecimalType =>
Incompatible(
Some(
"Incorrect results for Decimal type inputs" +
" (https://github.com/apache/datafusion-comet/issues/1729)"))
case _ => Compatible()
}
}
override def convert(
expr: Ceil,
inputs: Seq[Attribute],
binding: Boolean): Option[ExprOuterClass.Expr] = {
val childExpr = exprToProtoInternal(expr.child, inputs, binding)
expr.child.dataType match {
case t: DecimalType if t.scale == 0 => // zero scale is no-op
childExpr
case t: DecimalType if t.scale < 0 => // Spark disallows negative scale SPARK-30252
withInfo(expr, s"Decimal type $t has negative scale")
None
case _ =>
val optExpr =
scalarFunctionExprToProtoWithReturnType("ceil", expr.dataType, false, childExpr)
optExprWithInfo(optExpr, expr, expr.child)
}
}
}
object CometFloor extends CometExpressionSerde[Floor] {
override def getSupportLevel(expr: Floor): SupportLevel = {
expr.child.dataType match {
case _: DecimalType =>
Incompatible(
Some(
"Incorrect results for Decimal type inputs" +
" (https://github.com/apache/datafusion-comet/issues/1729)"))
case _ => Compatible()
}
}
override def convert(
expr: Floor,
inputs: Seq[Attribute],
binding: Boolean): Option[ExprOuterClass.Expr] = {
val childExpr = exprToProtoInternal(expr.child, inputs, binding)
expr.child.dataType match {
case t: DecimalType if t.scale == 0 => // zero scale is no-op
childExpr
case t: DecimalType if t.scale < 0 => // Spark disallows negative scale SPARK-30252
withInfo(expr, s"Decimal type $t has negative scale")
None
case _ =>
val optExpr =
scalarFunctionExprToProtoWithReturnType("floor", expr.dataType, false, childExpr)
optExprWithInfo(optExpr, expr, expr.child)
}
}
}
// The expression for `log` functions is defined as null on numbers less than or equal
// to 0. This matches Spark and Hive behavior, where non positive values eval to null
// instead of NaN or -Infinity.
object CometLog extends CometExpressionSerde[Log] with MathExprBase {
override def convert(
expr: Log,
inputs: Seq[Attribute],
binding: Boolean): Option[ExprOuterClass.Expr] = {
val childExpr = exprToProtoInternal(nullIfNegative(expr.child), inputs, binding)
val optExpr = scalarFunctionExprToProto("ln", childExpr)
optExprWithInfo(optExpr, expr, expr.child)
}
}
object CometLog10 extends CometExpressionSerde[Log10] with MathExprBase {
override def convert(
expr: Log10,
inputs: Seq[Attribute],
binding: Boolean): Option[ExprOuterClass.Expr] = {
val childExpr = exprToProtoInternal(nullIfNegative(expr.child), inputs, binding)
val optExpr = scalarFunctionExprToProto("log10", childExpr)
optExprWithInfo(optExpr, expr, expr.child)
}
}
object CometLog2 extends CometExpressionSerde[Log2] with MathExprBase {
override def convert(
expr: Log2,
inputs: Seq[Attribute],
binding: Boolean): Option[ExprOuterClass.Expr] = {
val childExpr = exprToProtoInternal(nullIfNegative(expr.child), inputs, binding)
val optExpr = scalarFunctionExprToProto("log2", childExpr)
optExprWithInfo(optExpr, expr, expr.child)
}
}
object CometLogarithm extends CometExpressionSerde[Logarithm] {
override def convert(
expr: Logarithm,
inputs: Seq[Attribute],
binding: Boolean): Option[ExprOuterClass.Expr] = {
// Uses custom spark_log UDF that returns null when base <= 0 or value <= 0,
// matching Spark's Logarithm.nullSafeEval behavior.
val leftExpr = exprToProtoInternal(expr.left, inputs, binding)
val rightExpr = exprToProtoInternal(expr.right, inputs, binding)
val optExpr =
scalarFunctionExprToProtoWithReturnType("spark_log", DoubleType, false, leftExpr, rightExpr)
optExprWithInfo(optExpr, expr, expr.left, expr.right)
}
}
object CometHex extends CometExpressionSerde[Hex] with MathExprBase {
override def convert(
expr: Hex,
inputs: Seq[Attribute],
binding: Boolean): Option[ExprOuterClass.Expr] = {
val childExpr = exprToProtoInternal(expr.child, inputs, binding)
val optExpr = scalarFunctionExprToProtoWithReturnType("hex", expr.dataType, false, childExpr)
optExprWithInfo(optExpr, expr, expr.child)
}
}
object CometUnhex extends CometExpressionSerde[Unhex] with MathExprBase {
override def convert(
expr: Unhex,
inputs: Seq[Attribute],
binding: Boolean): Option[ExprOuterClass.Expr] = {
val childExpr = exprToProtoInternal(expr.child, inputs, binding)
val failOnErrorExpr = exprToProtoInternal(Literal(expr.failOnError), inputs, binding)
val optExpr =
scalarFunctionExprToProtoWithReturnType(
"unhex",
expr.dataType,
false,
childExpr,
failOnErrorExpr)
optExprWithInfo(optExpr, expr, expr.child)
}
}
object CometAbs extends CometExpressionSerde[Abs] with MathExprBase {
override def getSupportLevel(expr: Abs): SupportLevel = {
expr.child.dataType match {
case _: NumericType =>
Compatible()
case _ =>
// Spark supports NumericType, DayTimeIntervalType, and YearMonthIntervalType
Unsupported("Only integral, floating-point, and decimal types are supported")
}
}
override def convert(
expr: Abs,
inputs: Seq[Attribute],
binding: Boolean): Option[ExprOuterClass.Expr] = {
val childExpr = exprToProtoInternal(expr.child, inputs, binding)
val failOnErrorExpr = exprToProtoInternal(Literal(expr.failOnError), inputs, binding)
val optExpr =
scalarFunctionExprToProtoWithReturnType(
"abs",
expr.dataType,
false,
childExpr,
failOnErrorExpr)
optExprWithInfo(optExpr, expr, expr.child)
}
}
object CometTan extends CometExpressionSerde[Tan] {
override def getSupportLevel(expr: Tan): SupportLevel =
Incompatible(
Some(
"tan(-0.0) produces incorrect result" +
" (https://github.com/apache/datafusion-comet/issues/1897)"))
override def convert(
expr: Tan,
inputs: Seq[Attribute],
binding: Boolean): Option[ExprOuterClass.Expr] = {
val childExpr = expr.children.map(exprToProtoInternal(_, inputs, binding))
val optExpr = scalarFunctionExprToProto("tan", childExpr: _*)
optExprWithInfo(optExpr, expr, expr.children: _*)
}
}
sealed trait MathExprBase {
protected def nullIfNegative(expression: Expression): Expression = {
val zero = Literal.default(expression.dataType)
If(LessThanOrEqual(expression, zero), Literal.create(null, expression.dataType), expression)
}
}
object CometCheckOverflow extends CometExpressionSerde[CheckOverflow] {
override def getSupportLevel(expr: CheckOverflow): SupportLevel = {
if (expr.dataType.isInstanceOf[DecimalType]) {
Compatible()
} else {
Unsupported("dataType must be DecimalType")
}
}
override def convert(
expr: CheckOverflow,
inputs: Seq[Attribute],
binding: Boolean): Option[ExprOuterClass.Expr] = {
val childExpr = exprToProtoInternal(expr.child, inputs, binding)
if (childExpr.isDefined) {
val builder = ExprOuterClass.CheckOverflow.newBuilder()
builder.setChild(childExpr.get)
builder.setFailOnError(!expr.nullOnOverflow)
// `dataType` must be decimal type
assert(expr.dataType.isInstanceOf[DecimalType])
val dataType = serializeDataType(expr.dataType)
builder.setDatatype(dataType.get)
Some(
ExprOuterClass.Expr
.newBuilder()
.setCheckOverflow(builder)
.build())
} else {
withInfo(expr, expr.child)
None
}
}
}