在 Scala 中安排隐式优先级

Arranging implicits precedence in Scala

考虑以下定义 DenseVector 和数组之间的双向隐式转换的(有效)代码段:

import scala.reflect.ClassTag
import org.apache.spark.mllib.linalg.Vectors
import breeze.linalg.{DenseVector => BDV}

  implicit def bdvToSeq[T](vect: BDV[T])(implicit ct: ClassTag[T]): Seq[T] = vect.toArray.toSeq

  implicit def arrayToVect(darr: Array[Double]): BDV[Double]
   = new BDV(darr)
  implicit def bdvToArray[T](vect: BDV[T])(implicit ct: ClassTag[T]): Array[T] = vect.toArray

  def add(v1: BDV[Double], v2: BDV[Double]) =
    v1.zip(v2).map { x => x._1 + x._2}

让我们试试看:

scala> arr.allVisitableIndicesActive   // Array to DenseVector implicit conversion
res4: Boolean = true

scala> val d = new BDV(Array(77.7, 88.8, 99.9))
d: breeze.linalg.DenseVector[Double] = DenseVector(77.7, 88.8, 99.9)

现在换个方向:

scala> def myArrMethod(arr: Array[Double]) = println(arr.mkString(","))
myArrMethod: (arr: Array[Double])Unit

scala> myArrMethod(d)   // DenseVector to array conversion
77.7,88.8,99.9

以下也有效:注意 darr.toSeq

  def norm(darr: Array[Double]): Double = {
    Math.sqrt(darr.toSeq.foldLeft(0.0) { case (sum, dval) => sum + Math.pow(dval, 2)})
  }

但是,如果我们省略 .toSeq,则会发生隐式冲突:

scala>   def norm(darr: Array[Double]): Double = {
        Math.sqrt(darr.foldLeft(0.0) { case (sum, dval) => sum + Math.pow(dval, 2)})
       }
<console>:34: error: type mismatch;
 found   : darr.type (with underlying type Array[Double])
 required: ?{def foldLeft(x: ? >: Double(0.0)): ?}
Note that implicit conversions are not applicable because they are ambiguous:
 both method doubleArrayOps in object Predef of type (xs: Array[Double])scala.collection.mutable.ArrayOps[Double]
 and method arrayToVect of type (darr: Array[Double])breeze.linalg.DenseVector[Double]
 are possible conversion functions from darr.type to ?{def foldLeft(x: ? >: Double(0.0)): ?}
           Math.sqrt(darr.foldLeft(0.0) { case (sum, dval) => sum + Math.pow(dval, 2)})
                     ^
<console>:34: error: value foldLeft is not a member of Array[Double]
           Math.sqrt(darr.foldLeft(0.0) { case (sum, dval) => sum + Math.pow(dval, 2)})

然而,我不想明确地放置“.toSeq”。

所以我的问题是:如何设置适当的优先级,以便 Predef.toSeq 是明显的赢家 - 总是在上面定义的自定义较低优先级隐式之前尝试?

您可以将所有隐式转换提取到对象中,并仅在需要的地方导入它们

trait BDVImplicits {
  implicit def bdvToSeq[T](vect: BDV[T])(implicit ct: ClassTag[T]): Seq[T] =
    vect.toArray.toSeq

  implicit def arrayToVect(darr: Array[Double]): BDV[Double] =
    new BDV(darr)

  implicit def bdvToArray[T](vect: BDV[T])(implicit ct: ClassTag[T]): Array[T] =
    vect.toArray
}

object BDVImplicits extends BDVImplicits

例如,如果您将 'norm' 方法放在 Utils 中,并且不导入 implicit 就可以了。您只需要在调用 Util 方法的 class 中导入 BDVImplicits._。

我认为这是解决此问题的最简单方法。