Better alternative to Strategy pattern in Scala?
When I'm programming in Java (or a similar language), I often employ a simple version of the Strategy pattern, using interfaces and implementation classes, to provide runtime-selectable implementations of a particular concept in my code.
As a very contrived example, I might want to have the general concept of an Animal that can make a noise in my Java code, and want to be able to select the type of animal at runtime. So I would write code along these lines:
interface Animal {
void makeNoise();
}
class Cat extends Animal {
void makeNoise() { System.out.println("Meow"); }
}
class Dog extends Animal {
void makeNoise() { System.out.println("Woof"); }
}
class AnimalContainer {
Animal myAnimal;
AnimalContainer(String whichOne) {
if (whichOne.equals("Cat"))
myAnimal = new Cat();
else
myAnimal = new Dog();
}
void doAnimalStuff() {
...
// Time for the animal to make a noise
开发者_运维技巧 myAnimal.makeNoise();
...
}
Simple enough. Recently, though, I've been working on a project in Scala and I want to do the same thing. It seems easy enough to do this using traits, with something like this:
trait Animal {
def makeNoise:Unit
}
class Cat extends Animal {
override def makeNoise:Unit = println("Meow")
}
class AnimalContainer {
val myAnimal:Animal = new Cat
...
}
However, this seems very Java-like and not very functional--not to mention that traits and interfaces aren't really the same thing. So I'm wondering if there's a more idiomatic way to implement the Strategy pattern--or something like it--in my Scala code so that I can select a concrete implementation of an abstract concept at runtime. Or is using traits the best way to achieve this?
It could go like that example in "Design pattern in scala":
Like any language where functions are first-class objects or where closures are available, Strategy pattern is obvious.
For eg. consider the 'taxing' example:
trait TaxPayer
case class Employee(sal: Long) extends TaxPayer
case class NonProfitOrg(funds: BigInt) extends TaxPayer
//Consider a generic tax calculation function. (It can be in TaxPayer also).
def calculateTax[T <: TaxPayer](victim: T, taxingStrategy: (T => long)) = {
taxingStrategy(victim)
}
val employee = new Employee(1000)
//A strategy to calculate tax for employees
def empStrategy(e: Employee) = Math.ceil(e.sal * .3) toLong
calculateTax(employee, empStrategy)
val npo = new NonProfitOrg(100000000)
//The tax calculation strategy for npo is trivial, so we can inline it
calculateTax(nonProfit, ((t: TaxPayer) => 0)
so that I can select a concrete implementation of an abstract concept at runtime.
Here you are using an upper bound in order to restricts the specializations of T in subclasses to those subtypes of TaxPayer
.
You can do a variation on the cake pattern.
trait Animal {
def makenoise: Unit
}
trait Cat extends Animal {
override def makeNoise { println("Meow") }
}
trait Dog extends Animal {
override def makeNoise { println("Woof") }
}
class AnimalContaineer {
self: Animal =>
def doAnimalStuff {
// ...
makeNoise
// ...
}
}
object StrategyExample extends Application {
val ex1 = new AnimalContainer with Dog
val ex2 = new AnimalContainer with Cat
ex1.doAnimalStuff
ex2.doAnimalStuff
}
In terms of the strategy pattern, the self type on the strategy indicates it must be mixed with a specific implementation of some sort of algorithm.
Coming from Java, I still like the OO style syntax. I have also just watch the first portion of Deriving Scalaz (Disclaimer) and used this as a little exercise to demonstrate to myself the concepts of Pimp My Library and Implicits. I figured I might as well share my findings. In general there is a little more programming overhead in setting things up this way, but I personally think the usage is cleaner.
This first snippet demonstrates adding the Pimp My Library pattern.
trait TaxPayer
/**
* This is part of the Pimp My Library pattern which converts any subclass of
* TaxPayer to type TaxPayerPimp
*/
object TaxPayer {
implicit def toTaxPayerPimp[T <: TaxPayer](t: T) : TaxPayerPimp[T] =
new TaxPayerPimp[T] {
val taxPayer = t
}
}
/**
* This is an extra trait defining tax calculation which will be overloaded by
* individual TaxCalculator strategies.
*/
trait TaxCalculator[T <: TaxPayer] {
def calculate(t: T) : Long
}
/**
* This is the other part of the Pimp My Library pattern and is analogus to
* Scalaz's Identity trait.
*/
trait TaxPayerPimp[T <: TaxPayer] {
val taxPayer: T
def calculateTax(tc: TaxCalculator[T]) : Long = tc.calculate(taxPayer)
}
case class Employee(sal: Long) extends TaxPayer
/**
* This is the employee companion object which defines the TaxCalculator
* strategies.
*/
object Employee {
object DefaultTaxCalculator extends TaxCalculator[Employee] {
def calculate(e: Employee) = Math.ceil(e.sal * .3) toLong
}
object BelgianTaxCalculator extends TaxCalculator[Employee] {
def calculate(e: Employee) = Math.ceil(e.sal * .5) toLong
}
}
case class NonProfitOrg(funds: BigInt) extends TaxPayer
/**
* This is the NonProfitOrg companion which defines it's own TaxCalculator
* strategies.
*/
object NonProfitOrg {
object DefaultTaxCalculator extends TaxCalculator[NonProfitOrg] {
def calculate(n: NonProfitOrg) = 0
}
}
object TaxPayerMain extends Application {
//The result is a more OO style version of VonC's example
val employee = new Employee(1000)
employee.calculateTax(Employee.DefaultTaxCalculator)
employee.calculateTax(Employee.BelgianTaxCalculator)
val npo = new NonProfitOrg(100000000)
npo.calculateTax(NonProfitOrg.DefaultTaxCalculator)
//Note the type saftey, this will not compile
npo.calculateTax(Employee.DefaultTaxCalculator)
}
We can take this a little bit further using implicits.
trait TaxPayer
object TaxPayer {
implicit def toTaxPayerPimp[T <: TaxPayer](t: T) : TaxPayerPimp[T] =
new TaxPayerPimp[T] {
val taxPayer = t
}
}
trait TaxCalculator[T <: TaxPayer] {
def calculate(t: T) : Long
}
/**
* Here we've added an implicit to the calculateTax function which tells the
* compiler to look for an implicit TaxCalculator in scope.
*/
trait TaxPayerPimp[T <: TaxPayer] {
val taxPayer: T
def calculateTax(implicit tc: TaxCalculator[T]) : Long = tc.calculate(taxPayer)
}
case class Employee(sal: Long) extends TaxPayer
/**
* Here we've added implicit to the DefaultTaxCalculator. If in scope
* and the right type, it will be implicitely used as the parameter in the
* TaxPayerPimp.calculateTax function.
*
*
*/
object Employee {
implicit object DefaultTaxCalculator extends TaxCalculator[Employee] {
def calculate(e: Employee) = Math.ceil(e.sal * .3) toLong
}
object BelgianTaxCalculator extends TaxCalculator[Employee] {
def calculate(e: Employee) = Math.ceil(e.sal * .5) toLong
}
}
/**
* Added implicit to the DefaultTaxCalculator...
*/
case class NonProfitOrg(funds: BigInt) extends TaxPayer
object NonProfitOrg {
implicit object DefaultTaxCalculator extends TaxCalculator[NonProfitOrg] {
def calculate(n: NonProfitOrg) = 0
}
}
object TaxPayer2 extends Application {
println("TaxPayer2")
val taxPayer = new Employee(1000)
//Now the call to calculateTax will
//implicitely use Employee.DefaultTaxCalculator
taxPayer.calculateTax
//But if we want, we can still explicitely pass in the BelgianTaxCalculator
taxPayer.calculateTax(Employee.BelgianTaxCalculator)
val npo = new NonProfitOrg(100000000)
//implicitely uses NonProfitOrg.defaultCalculator
npo.calculateTax
}
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