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Support conditional columns with
when
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package org.virtuslab.iskra | ||
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import scala.quoted.* | ||
import types.{DataType, StructType} | ||
import types.{DataType, Encoder, StructType, StructEncoder} | ||
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object UntypedOps: | ||
extension (untyped: UntypedColumn) | ||
def typed[A <: DataType] = Column[A](untyped) | ||
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extension (df: UntypedDataFrame) | ||
transparent inline def typed[A](using encoder: DataType.StructEncoder[A]): DataFrame[?] = ${ typedDataFrameImpl('df, 'encoder) } // TODO: Check schema at runtime? Check if names of columns match? | ||
transparent inline def typed[A](using encoder: StructEncoder[A]): DataFrame[?] = ${ typedDataFrameImpl('df, 'encoder) } // TODO: Check schema at runtime? Check if names of columns match? | ||
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private def typedDataFrameImpl[A : Type](df: Expr[UntypedDataFrame], encoder: Expr[DataType.StructEncoder[A]])(using Quotes) = | ||
private def typedDataFrameImpl[A : Type](df: Expr[UntypedDataFrame], encoder: Expr[StructEncoder[A]])(using Quotes) = | ||
encoder match | ||
case '{ ${e}: DataType.Encoder.Aux[tpe, StructType[t]] } => | ||
case '{ ${e}: Encoder.Aux[tpe, StructType[t]] } => | ||
'{ DataFrame[t](${ df }) } |
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package org.virtuslab.iskra | ||
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import org.apache.spark.sql.{functions => f, Column => UntypedColumn} | ||
import org.virtuslab.iskra.types.{Coerce, DataType, BooleanOptType} | ||
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object When: | ||
class WhenColumn[T <: DataType](untyped: UntypedColumn) extends Column[DataType.Nullable[T]](untyped): | ||
def when[U <: DataType](condition: Column[BooleanOptType], value: Column[U])(using coerce: Coerce[T, U]): WhenColumn[coerce.Coerced] = | ||
WhenColumn(this.untyped.when(condition.untyped, value.untyped)) | ||
def otherwise[U <: DataType](value: Column[U])(using coerce: Coerce[T, U]): Column[coerce.Coerced] = | ||
Column(this.untyped.otherwise(value.untyped)) | ||
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def when[T <: DataType](condition: Column[BooleanOptType], value: Column[T]): WhenColumn[T] = | ||
WhenColumn(f.when(condition.untyped, value.untyped)) |
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package org.virtuslab.iskra | ||
package functions | ||
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export When.when |
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package org.virtuslab.iskra | ||
package types | ||
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import DataType.{CommonNumericNonNullableType, CommonNumericNullableType, NumericOptType, NumericType} | ||
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trait Coerce[-A <: DataType, -B <: DataType]: | ||
type Coerced <: DataType | ||
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object Coerce: | ||
given sameType[A <: DataType]: Coerce[A, A] with | ||
override type Coerced = A | ||
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given nullable[A <: NumericOptType, B <: NumericOptType]: Coerce[A, B] with | ||
override type Coerced = CommonNumericNullableType[A, B] | ||
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given nonNullable[A <: NumericType, B <: NumericType]: Coerce[A, B] with | ||
override type Coerced = CommonNumericNonNullableType[A, B] |
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