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[SPARK-2209][SQL] Cast shouldn't do null check twice. #1143
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| Original file line number | Diff line number | Diff line change |
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@@ -24,72 +24,89 @@ import org.apache.spark.sql.catalyst.types._ | |
| /** Cast the child expression to the target data type. */ | ||
| case class Cast(child: Expression, dataType: DataType) extends UnaryExpression { | ||
| override def foldable = child.foldable | ||
| def nullable = (child.dataType, dataType) match { | ||
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| override def nullable = (child.dataType, dataType) match { | ||
| case (StringType, _: NumericType) => true | ||
| case (StringType, TimestampType) => true | ||
| case _ => child.nullable | ||
| } | ||
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| override def toString = s"CAST($child, $dataType)" | ||
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| type EvaluatedType = Any | ||
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| def nullOrCast[T](a: Any, func: T => Any): Any = if(a == null) { | ||
| null | ||
| } else { | ||
| func(a.asInstanceOf[T]) | ||
| } | ||
| // [[func]] assumes the input is no longer null because eval already does the null check. | ||
| @inline private[this] def buildCast[T](a: Any, func: T => Any): Any = func(a.asInstanceOf[T]) | ||
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| // UDFToString | ||
| def castToString: Any => Any = child.dataType match { | ||
| case BinaryType => nullOrCast[Array[Byte]](_, new String(_, "UTF-8")) | ||
| case _ => nullOrCast[Any](_, _.toString) | ||
| private[this] def castToString: Any => Any = child.dataType match { | ||
| case BinaryType => buildCast[Array[Byte]](_, new String(_, "UTF-8")) | ||
| case _ => buildCast[Any](_, _.toString) | ||
| } | ||
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| // BinaryConverter | ||
| def castToBinary: Any => Any = child.dataType match { | ||
| case StringType => nullOrCast[String](_, _.getBytes("UTF-8")) | ||
| private[this] def castToBinary: Any => Any = child.dataType match { | ||
| case StringType => buildCast[String](_, _.getBytes("UTF-8")) | ||
| } | ||
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| // UDFToBoolean | ||
| def castToBoolean: Any => Any = child.dataType match { | ||
| case StringType => nullOrCast[String](_, _.length() != 0) | ||
| case TimestampType => nullOrCast[Timestamp](_, b => {(b.getTime() != 0 || b.getNanos() != 0)}) | ||
| case LongType => nullOrCast[Long](_, _ != 0) | ||
| case IntegerType => nullOrCast[Int](_, _ != 0) | ||
| case ShortType => nullOrCast[Short](_, _ != 0) | ||
| case ByteType => nullOrCast[Byte](_, _ != 0) | ||
| case DecimalType => nullOrCast[BigDecimal](_, _ != 0) | ||
| case DoubleType => nullOrCast[Double](_, _ != 0) | ||
| case FloatType => nullOrCast[Float](_, _ != 0) | ||
| private[this] def castToBoolean: Any => Any = child.dataType match { | ||
| case StringType => | ||
| buildCast[String](_, _.length() != 0) | ||
| case TimestampType => | ||
| buildCast[Timestamp](_, b => b.getTime() != 0 || b.getNanos() != 0) | ||
| case LongType => | ||
| buildCast[Long](_, _ != 0) | ||
| case IntegerType => | ||
| buildCast[Int](_, _ != 0) | ||
| case ShortType => | ||
| buildCast[Short](_, _ != 0) | ||
| case ByteType => | ||
| buildCast[Byte](_, _ != 0) | ||
| case DecimalType => | ||
| buildCast[BigDecimal](_, _ != 0) | ||
| case DoubleType => | ||
| buildCast[Double](_, _ != 0) | ||
| case FloatType => | ||
| buildCast[Float](_, _ != 0) | ||
| } | ||
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| // TimestampConverter | ||
| def castToTimestamp: Any => Any = child.dataType match { | ||
| case StringType => nullOrCast[String](_, s => { | ||
| // Throw away extra if more than 9 decimal places | ||
| val periodIdx = s.indexOf("."); | ||
| var n = s | ||
| if (periodIdx != -1) { | ||
| if (n.length() - periodIdx > 9) { | ||
| n = n.substring(0, periodIdx + 10) | ||
| private[this] def castToTimestamp: Any => Any = child.dataType match { | ||
| case StringType => | ||
| buildCast[String](_, s => { | ||
| // Throw away extra if more than 9 decimal places | ||
| val periodIdx = s.indexOf(".") | ||
| var n = s | ||
| if (periodIdx != -1) { | ||
| if (n.length() - periodIdx > 9) { | ||
| n = n.substring(0, periodIdx + 10) | ||
| } | ||
| } | ||
| } | ||
| try Timestamp.valueOf(n) catch { case _: java.lang.IllegalArgumentException => null} | ||
| }) | ||
| case BooleanType => nullOrCast[Boolean](_, b => new Timestamp((if(b) 1 else 0) * 1000)) | ||
| case LongType => nullOrCast[Long](_, l => new Timestamp(l * 1000)) | ||
| case IntegerType => nullOrCast[Int](_, i => new Timestamp(i * 1000)) | ||
| case ShortType => nullOrCast[Short](_, s => new Timestamp(s * 1000)) | ||
| case ByteType => nullOrCast[Byte](_, b => new Timestamp(b * 1000)) | ||
| try Timestamp.valueOf(n) catch { case _: java.lang.IllegalArgumentException => null } | ||
| }) | ||
| case BooleanType => | ||
| buildCast[Boolean](_, b => new Timestamp((if(b) 1 else 0) * 1000)) | ||
|
Contributor
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. One space after |
||
| case LongType => | ||
| buildCast[Long](_, l => new Timestamp(l * 1000)) | ||
| case IntegerType => | ||
| buildCast[Int](_, i => new Timestamp(i * 1000)) | ||
| case ShortType => | ||
| buildCast[Short](_, s => new Timestamp(s * 1000)) | ||
| case ByteType => | ||
| buildCast[Byte](_, b => new Timestamp(b * 1000)) | ||
| // TimestampWritable.decimalToTimestamp | ||
| case DecimalType => nullOrCast[BigDecimal](_, d => decimalToTimestamp(d)) | ||
| case DecimalType => | ||
| buildCast[BigDecimal](_, d => decimalToTimestamp(d)) | ||
| // TimestampWritable.doubleToTimestamp | ||
| case DoubleType => nullOrCast[Double](_, d => decimalToTimestamp(d)) | ||
| case DoubleType => | ||
| buildCast[Double](_, d => decimalToTimestamp(d)) | ||
| // TimestampWritable.floatToTimestamp | ||
| case FloatType => nullOrCast[Float](_, f => decimalToTimestamp(f)) | ||
| case FloatType => | ||
| buildCast[Float](_, f => decimalToTimestamp(f)) | ||
| } | ||
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| private def decimalToTimestamp(d: BigDecimal) = { | ||
| private[this] def decimalToTimestamp(d: BigDecimal) = { | ||
| val seconds = d.longValue() | ||
|
Contributor
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. According to the API documentation, scala> var d: BigDecimal = 1000000000
d: BigDecimal = 1000000000
scala> d = d * d * d * d
d: BigDecimal = 1.000000000000000000000000000000000E+36
scala> d.longValue
res0: Long = -5527149226598858752
Contributor
Author
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. Can you file a jira ticket? I'm tempted to not fix that in this PR. |
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| val bd = (d - seconds) * 1000000000 | ||
| val nanos = bd.intValue() | ||
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@@ -104,85 +121,118 @@ case class Cast(child: Expression, dataType: DataType) extends UnaryExpression { | |
| } | ||
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| // Timestamp to long, converting milliseconds to seconds | ||
| private def timestampToLong(ts: Timestamp) = ts.getTime / 1000 | ||
| private[this] def timestampToLong(ts: Timestamp) = ts.getTime / 1000 | ||
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| private def timestampToDouble(ts: Timestamp) = { | ||
| private[this] def timestampToDouble(ts: Timestamp) = { | ||
| // First part is the seconds since the beginning of time, followed by nanosecs. | ||
| ts.getTime / 1000 + ts.getNanos.toDouble / 1000000000 | ||
| } | ||
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| def castToLong: Any => Any = child.dataType match { | ||
| case StringType => nullOrCast[String](_, s => try s.toLong catch { | ||
| case _: NumberFormatException => null | ||
| }) | ||
| case BooleanType => nullOrCast[Boolean](_, b => if(b) 1L else 0L) | ||
| case TimestampType => nullOrCast[Timestamp](_, t => timestampToLong(t)) | ||
| case DecimalType => nullOrCast[BigDecimal](_, _.toLong) | ||
| case x: NumericType => b => x.numeric.asInstanceOf[Numeric[Any]].toLong(b) | ||
| } | ||
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| def castToInt: Any => Any = child.dataType match { | ||
| case StringType => nullOrCast[String](_, s => try s.toInt catch { | ||
| case _: NumberFormatException => null | ||
| }) | ||
| case BooleanType => nullOrCast[Boolean](_, b => if(b) 1 else 0) | ||
| case TimestampType => nullOrCast[Timestamp](_, t => timestampToLong(t).toInt) | ||
| case DecimalType => nullOrCast[BigDecimal](_, _.toInt) | ||
| case x: NumericType => b => x.numeric.asInstanceOf[Numeric[Any]].toInt(b) | ||
| } | ||
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| def castToShort: Any => Any = child.dataType match { | ||
| case StringType => nullOrCast[String](_, s => try s.toShort catch { | ||
| case _: NumberFormatException => null | ||
| }) | ||
| case BooleanType => nullOrCast[Boolean](_, b => if(b) 1.toShort else 0.toShort) | ||
| case TimestampType => nullOrCast[Timestamp](_, t => timestampToLong(t).toShort) | ||
| case DecimalType => nullOrCast[BigDecimal](_, _.toShort) | ||
| case x: NumericType => b => x.numeric.asInstanceOf[Numeric[Any]].toInt(b).toShort | ||
| } | ||
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| def castToByte: Any => Any = child.dataType match { | ||
| case StringType => nullOrCast[String](_, s => try s.toByte catch { | ||
| case _: NumberFormatException => null | ||
| }) | ||
| case BooleanType => nullOrCast[Boolean](_, b => if(b) 1.toByte else 0.toByte) | ||
| case TimestampType => nullOrCast[Timestamp](_, t => timestampToLong(t).toByte) | ||
| case DecimalType => nullOrCast[BigDecimal](_, _.toByte) | ||
| case x: NumericType => b => x.numeric.asInstanceOf[Numeric[Any]].toInt(b).toByte | ||
| } | ||
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| def castToDecimal: Any => Any = child.dataType match { | ||
| case StringType => nullOrCast[String](_, s => try BigDecimal(s.toDouble) catch { | ||
| case _: NumberFormatException => null | ||
| }) | ||
| case BooleanType => nullOrCast[Boolean](_, b => if(b) BigDecimal(1) else BigDecimal(0)) | ||
| private[this] def castToLong: Any => Any = child.dataType match { | ||
| case StringType => | ||
| buildCast[String](_, s => try s.toLong catch { | ||
| case _: NumberFormatException => null | ||
| }) | ||
|
Contributor
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. Maybe we can simplify this to: Try(s.toLong).getOrElse(null)(
Contributor
Author
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. Try is really slow though. |
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| case BooleanType => | ||
| buildCast[Boolean](_, b => if (b) 1L else 0L) | ||
| case TimestampType => | ||
| buildCast[Timestamp](_, t => timestampToLong(t)) | ||
| case DecimalType => | ||
| buildCast[BigDecimal](_, _.toLong) | ||
| case x: NumericType => | ||
| b => x.numeric.asInstanceOf[Numeric[Any]].toLong(b) | ||
| } | ||
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| private[this] def castToInt: Any => Any = child.dataType match { | ||
| case StringType => | ||
| buildCast[String](_, s => try s.toInt catch { | ||
| case _: NumberFormatException => null | ||
| }) | ||
| case BooleanType => | ||
| buildCast[Boolean](_, b => if (b) 1 else 0) | ||
| case TimestampType => | ||
| buildCast[Timestamp](_, t => timestampToLong(t).toInt) | ||
| case DecimalType => | ||
| buildCast[BigDecimal](_, _.toInt) | ||
| case x: NumericType => | ||
| b => x.numeric.asInstanceOf[Numeric[Any]].toInt(b) | ||
| } | ||
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| private[this] def castToShort: Any => Any = child.dataType match { | ||
| case StringType => | ||
| buildCast[String](_, s => try s.toShort catch { | ||
| case _: NumberFormatException => null | ||
| }) | ||
| case BooleanType => | ||
| buildCast[Boolean](_, b => if (b) 1.toShort else 0.toShort) | ||
| case TimestampType => | ||
| buildCast[Timestamp](_, t => timestampToLong(t).toShort) | ||
| case DecimalType => | ||
| buildCast[BigDecimal](_, _.toShort) | ||
| case x: NumericType => | ||
| b => x.numeric.asInstanceOf[Numeric[Any]].toInt(b).toShort | ||
| } | ||
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| private[this] def castToByte: Any => Any = child.dataType match { | ||
| case StringType => | ||
| buildCast[String](_, s => try s.toByte catch { | ||
| case _: NumberFormatException => null | ||
| }) | ||
| case BooleanType => | ||
| buildCast[Boolean](_, b => if (b) 1.toByte else 0.toByte) | ||
| case TimestampType => | ||
| buildCast[Timestamp](_, t => timestampToLong(t).toByte) | ||
| case DecimalType => | ||
| buildCast[BigDecimal](_, _.toByte) | ||
| case x: NumericType => | ||
| b => x.numeric.asInstanceOf[Numeric[Any]].toInt(b).toByte | ||
| } | ||
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| private[this] def castToDecimal: Any => Any = child.dataType match { | ||
| case StringType => | ||
| buildCast[String](_, s => try BigDecimal(s.toDouble) catch { | ||
| case _: NumberFormatException => null | ||
| }) | ||
| case BooleanType => | ||
| buildCast[Boolean](_, b => if (b) BigDecimal(1) else BigDecimal(0)) | ||
| case TimestampType => | ||
| // Note that we lose precision here. | ||
| nullOrCast[Timestamp](_, t => BigDecimal(timestampToDouble(t))) | ||
| case x: NumericType => b => BigDecimal(x.numeric.asInstanceOf[Numeric[Any]].toDouble(b)) | ||
| } | ||
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| def castToDouble: Any => Any = child.dataType match { | ||
| case StringType => nullOrCast[String](_, s => try s.toDouble catch { | ||
| case _: NumberFormatException => null | ||
| }) | ||
| case BooleanType => nullOrCast[Boolean](_, b => if(b) 1d else 0d) | ||
| case TimestampType => nullOrCast[Timestamp](_, t => timestampToDouble(t)) | ||
| case DecimalType => nullOrCast[BigDecimal](_, _.toDouble) | ||
| case x: NumericType => b => x.numeric.asInstanceOf[Numeric[Any]].toDouble(b) | ||
| } | ||
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| def castToFloat: Any => Any = child.dataType match { | ||
| case StringType => nullOrCast[String](_, s => try s.toFloat catch { | ||
| case _: NumberFormatException => null | ||
| }) | ||
| case BooleanType => nullOrCast[Boolean](_, b => if(b) 1f else 0f) | ||
| case TimestampType => nullOrCast[Timestamp](_, t => timestampToDouble(t).toFloat) | ||
| case DecimalType => nullOrCast[BigDecimal](_, _.toFloat) | ||
| case x: NumericType => b => x.numeric.asInstanceOf[Numeric[Any]].toFloat(b) | ||
| buildCast[Timestamp](_, t => BigDecimal(timestampToDouble(t))) | ||
| case x: NumericType => | ||
| b => BigDecimal(x.numeric.asInstanceOf[Numeric[Any]].toDouble(b)) | ||
| } | ||
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| private[this] def castToDouble: Any => Any = child.dataType match { | ||
| case StringType => | ||
| buildCast[String](_, s => try s.toDouble catch { | ||
| case _: NumberFormatException => null | ||
| }) | ||
| case BooleanType => | ||
| buildCast[Boolean](_, b => if (b) 1d else 0d) | ||
| case TimestampType => | ||
| buildCast[Timestamp](_, t => timestampToDouble(t)) | ||
| case DecimalType => | ||
| buildCast[BigDecimal](_, _.toDouble) | ||
| case x: NumericType => | ||
| b => x.numeric.asInstanceOf[Numeric[Any]].toDouble(b) | ||
| } | ||
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| private[this] def castToFloat: Any => Any = child.dataType match { | ||
| case StringType => | ||
| buildCast[String](_, s => try s.toFloat catch { | ||
| case _: NumberFormatException => null | ||
| }) | ||
| case BooleanType => | ||
| buildCast[Boolean](_, b => if (b) 1f else 0f) | ||
| case TimestampType => | ||
| buildCast[Timestamp](_, t => timestampToDouble(t).toFloat) | ||
| case DecimalType => | ||
| buildCast[BigDecimal](_, _.toFloat) | ||
| case x: NumericType => | ||
| b => x.numeric.asInstanceOf[Numeric[Any]].toFloat(b) | ||
| } | ||
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| private lazy val cast: Any => Any = dataType match { | ||
| private[this] lazy val cast: Any => Any = dataType match { | ||
| case StringType => castToString | ||
| case BinaryType => castToBinary | ||
| case DecimalType => castToDecimal | ||
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@@ -198,10 +248,6 @@ case class Cast(child: Expression, dataType: DataType) extends UnaryExpression { | |
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| override def eval(input: Row): Any = { | ||
| val evaluated = child.eval(input) | ||
| if (evaluated == null) { | ||
| null | ||
| } else { | ||
| cast(evaluated) | ||
| } | ||
| if (evaluated == null) null else cast(evaluated) | ||
| } | ||
| } | ||
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How about merging these two
ifstatements into 1 with&&?