Akka(33): Http:Marshalling,to Json

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  Akka-http是一项系统集成工具。这主要依赖系统之间的数据交换功能。因为程序内数据表达形式与网上传输的数据格式是不相同的,所以需要对程序高级结构化的数据进行转换(marshalling or serializing)成为可在网上传输的数据格式。由于可能涉及到异类系统集成,网上传输数据格式是一个公开的标准,这样大家才都可以进行解析。Json就是是一个目前业界普遍接受的网上交换数据格式。当然,所谓的数据格式转换应该是双向的,还需要包括把接收的网上传输数据转换成程序高级结构化数据。

Akka-http网上交换数据转换代表把一个高级结构类型T的实例转换成简单的目标类型如MessageEntity,它代表http消息中的数据部分(entity-body)。Akka-http用Marshaller[A,B]类型来进行类型A的实例到类型B实例的转换。Marshaller[A,B]定义如下:

sealed abstract class Marshaller[-A, +B] {  def apply(value: A)(implicit ec: ExecutionContext): Future[List[Marshalling[B]]]  def map[C](f: B ⇒ C): Marshaller[A, C] =    Marshaller(implicit ec ⇒ value ⇒ this(value).fast map (_ map (_ map f)))...}//#marshaller-creationobject Marshaller  extends GenericMarshallers  with PredefinedToEntityMarshallers  with PredefinedToResponseMarshallers  with PredefinedToRequestMarshallers {  /**   * Creates a [[Marshaller]] from the given function.   */  def apply[A, B](f: ExecutionContext ⇒ A ⇒ Future[List[Marshalling[B]]]): Marshaller[A, B] =    new Marshaller[A, B] {      def apply(value: A)(implicit ec: ExecutionContext) =        try f(ec)(value)        catch { case NonFatal(e) ⇒ FastFuture.failed(e) }    }...}

构建函数apply[A,B]包嵌了个操作函数:A=>Future[List[Marshalling[B]]],至于为什么不采用更简单直接的方式A=>B是因为:

1、转换的过程是异步non-blocking的,所以返回Future[??]

2、可能有多种转换目标数据格式如XML,Json:所以用List[??]表达

3、如果需要在产生最终目标格式数据前能获取或者修改数据的属性,就需要在数据源与目标数据之间设一个中间层结果,Marshalling[B]就是这样一个中间抽象层类型。通过Marshalling类型可以在数据实际产生之前获取或修改数据属性:

/** * Describes one possible option for marshalling a given value. */sealed trait Marshalling[+A] {  def map[B](f: A ⇒ B): Marshalling[B]  /**   * Converts this marshalling to an opaque marshalling, i.e. a marshalling result that   * does not take part in content type negotiation. The given charset is used if this   * instance is a `WithOpenCharset` marshalling.   */  def toOpaque(charset: HttpCharset): Marshalling[A]}object Marshalling {  /**   * A Marshalling to a specific [[akka.http.scaladsl.model.ContentType]].   */  final case class WithFixedContentType[A](    contentType: ContentType,    marshal:     () ⇒ A) extends Marshalling[A] {    def map[B](f: A ⇒ B): WithFixedContentType[B] = copy(marshal = () ⇒ f(marshal()))    def toOpaque(charset: HttpCharset): Marshalling[A] = Opaque(marshal)  }  /**   * A Marshalling to a specific [[akka.http.scaladsl.model.MediaType]] with a flexible charset.   */  final case class WithOpenCharset[A](    mediaType: MediaType.WithOpenCharset,    marshal:   HttpCharset ⇒ A) extends Marshalling[A] {    def map[B](f: A ⇒ B): WithOpenCharset[B] = copy(marshal = cs ⇒ f(marshal(cs)))    def toOpaque(charset: HttpCharset): Marshalling[A] = Opaque(() ⇒ marshal(charset))  }  /**   * A Marshalling to an unknown MediaType and charset.   * Circumvents content negotiation.   */  final case class Opaque[A](marshal: () ⇒ A) extends Marshalling[A] {    def map[B](f: A ⇒ B): Opaque[B] = copy(marshal = () ⇒ f(marshal()))    def toOpaque(charset: HttpCharset): Marshalling[A] = this  }}

我们可以在Marshalling类型里对消息内容类型(message-content-type)进行操作。为了方便操作,Akka-http提供了下面这几个类型别名:

type ToEntityMarshaller[T] = Marshaller[T, MessageEntity]type ToByteStringMarshaller[T] = Marshaller[T, ByteString]type ToHeadersAndEntityMarshaller[T] = Marshaller[T, (immutable.Seq[HttpHeader], MessageEntity)]type ToResponseMarshaller[T] = Marshaller[T, HttpResponse]type ToRequestMarshaller[T] = Marshaller[T, HttpRequest]

基本上是以目标数据类型来分类代表的。Akka-http提供了许多类型的预设实例到Mashalling转换:

PredefinedToEntityMarshallersArray[Byte]ByteStringArray[Char]Stringakka.http.scaladsl.model.FormDataakka.http.scaladsl.model.MessageEntityT <: akka.http.scaladsl.model.MultipartPredefinedToResponseMarshallersT, if a ToEntityMarshaller[T] is availableHttpResponseStatusCode(StatusCode, T), if a ToEntityMarshaller[T] is available(Int, T), if a ToEntityMarshaller[T] is available(StatusCode, immutable.Seq[HttpHeader], T), if a ToEntityMarshaller[T] is available(Int, immutable.Seq[HttpHeader], T), if a ToEntityMarshaller[T] is availablePredefinedToRequestMarshallersHttpRequestUri(HttpMethod, Uri, T), if a ToEntityMarshaller[T] is available(HttpMethod, Uri, immutable.Seq[HttpHeader], T), if a ToEntityMarshaller[T] is availableGenericMarshallersMarshaller[Throwable, T]Marshaller[Option[A], B], if a Marshaller[A, B] and an EmptyValue[B] is availableMarshaller[Either[A1, A2], B], if a Marshaller[A1, B] and a Marshaller[A2, B] is availableMarshaller[Future[A], B], if a Marshaller[A, B] is availableMarshaller[Try[A], B], if a Marshaller[A, B] is available

Akka-http还提供了一个工具类Marshal:

class Marshal[A](val value: A) {  /**   * Marshals `value` using the first available [[Marshalling]] for `A` and `B` provided by the given [[Marshaller]].   * If the marshalling is flexible with regard to the used charset `UTF-8` is chosen.   */  def to[B](implicit m: Marshaller[A, B], ec: ExecutionContext): Future[B] =    m(value).fast.map {      _.head match {        case Marshalling.WithFixedContentType(_, marshal) ⇒ marshal()        case Marshalling.WithOpenCharset(_, marshal)      ⇒ marshal(HttpCharsets.`UTF-8`)        case Marshalling.Opaque(marshal)                  ⇒ marshal()      }    }  /**   * Marshals `value` to an `HttpResponse` for the given `HttpRequest` with full content-negotiation.   */  def toResponseFor(request: HttpRequest)(implicit m: ToResponseMarshaller[A], ec: ExecutionContext): Future[HttpResponse] = {    import akka.http.scaladsl.marshalling.Marshal._    val ctn = ContentNegotiator(request.headers)    m(value).fast.map { marshallings ⇒      val supportedAlternatives: List[ContentNegotiator.Alternative] =        marshallings.collect {          case Marshalling.WithFixedContentType(ct, _) ⇒ ContentNegotiator.Alternative(ct)          case Marshalling.WithOpenCharset(mt, _)      ⇒ ContentNegotiator.Alternative(mt)        }(collection.breakOut)      val bestMarshal = {        if (supportedAlternatives.nonEmpty) {          ctn.pickContentType(supportedAlternatives).flatMap {            case best @ (_: ContentType.Binary | _: ContentType.WithFixedCharset | _: ContentType.WithMissingCharset) ⇒              marshallings collectFirst { case Marshalling.WithFixedContentType(`best`, marshal) ⇒ marshal }            case best @ ContentType.WithCharset(bestMT, bestCS) ⇒              marshallings collectFirst {                case Marshalling.WithFixedContentType(`best`, marshal) ⇒ marshal                case Marshalling.WithOpenCharset(`bestMT`, marshal)    ⇒ () ⇒ marshal(bestCS)              }          }        } else None      } orElse {        marshallings collectFirst { case Marshalling.Opaque(marshal) ⇒ marshal }      } getOrElse {        throw UnacceptableResponseContentTypeException(supportedAlternatives.toSet)      }      bestMarshal()    }  }}

我们可以用Marshal.to和toResponseFor(request)把Akka-http提供的预设可转换类实例转换成相关的toResponseMarshallable类实例。因为Server-Directive如complete接受一个toResponseMarshallable来构建HttpResponse:

  /**   * Completes the request using the given arguments.   *   * @group route   */  def complete(m: ⇒ ToResponseMarshallable): StandardRoute =    StandardRoute(_.complete(m))


在另一个对象里提供了ToResponseMarshallable隐式转换:

/** Something that can later be marshalled into a response */trait ToResponseMarshallable {  type T  def value: T  implicit def marshaller: ToResponseMarshaller[T]  def apply(request: HttpRequest)(implicit ec: ExecutionContext): Future[HttpResponse] =    Marshal(value).toResponseFor(request)}object ToResponseMarshallable {  implicit def apply[A](_value: A)(implicit _marshaller: ToResponseMarshaller[A]): ToResponseMarshallable =    new ToResponseMarshallable {      type T = A      def value: T = _value      def marshaller: ToResponseMarshaller[T] = _marshaller    }  implicit val marshaller: ToResponseMarshaller[ToResponseMarshallable] =    Marshaller { implicit ec ⇒ marshallable ⇒ marshallable.marshaller(marshallable.value) }}

只要在可视域内(implicit scope)能发现Marshaller[A,B]的隐式实例就能满足complete入参要求了。下面是一些Marshal用例:

import akka.util.ByteStringimport akka.http.scaladsl.model.{HttpResponse, MessageEntity}import akka.http.scaladsl.marshalling.Marshalimport akka.http.scaladsl.model._object Marshalling  {  val string = "Yeah"  val entityFuture = Marshal(string).to[MessageEntity]  val errorMsg = "Easy, pal!"  val responseFuture = Marshal(420 -> errorMsg).to[HttpResponse]  val request = HttpRequest(headers = List(headers.Accept(MediaTypes.`application/json`)))  val responseText = "Plaintext"  val respFuture = Marshal(responseText).toResponseFor(request) // with content negotiation!  val bsFuture = Marshal("oh my!").to[ByteString]  val reqFuture = Marshal("can you?").to[HttpRequest]  val resp = reqFuture.flatMap {r => Marshal("ok").toResponseFor(r)}  }

那么对于那些自定义的类型U,由于不可能有预设定对应的Marshaller[U,B],应该怎么办?如简单的case class:

  case class User(id: Int, name: String)  case class Item(id: Int, name: String, price: Double)  val john = Marshal(User(1,"John")).to[MessageEntity]  val fruit = Marshal(Item(1,"banana", 3.5)).to[MessageEntity]  val route =    get {      path("items") {        complete(fruit)      } ~      path("users") {        complete(john)      }    }

看来把User,Item类型实例转成ToResponseMarshallable是没有问题的。但是,通过隐式转换ToResponseMarshallable被转换成Marshaller[U,B],而实例化这个类型的过程即构建网上传输格式的Response消息。这个可网上传输的消息是通过Json、XML这样的数据描述语言来构建的。Akka-http通过akka-http-spray-json模块直接支持由Spray-Json实现的Json读写工具库。具体Json读写是通过RootJsonFormat[T]作为接口实现的:

/** * A special JsonFormat signaling that the format produces a legal JSON root object, i.e. either a JSON array * or a JSON object. */trait RootJsonFormat[T] extends JsonFormat[T] with RootJsonReader[T] with RootJsonWriter[T]

RootJsonFormat[T]代表T类型实例的Json转换。RootJsonFormat[T]的继承父辈包括:

/**  * Provides the JSON deserialization and serialization for type T. */trait JsonFormat[T] extends JsonReader[T] with JsonWriter[T]/** * A special JsonReader capable of reading a legal JSON root object, i.e. either a JSON array or a JSON object. */@implicitNotFound(msg = "Cannot find RootJsonReader or RootJsonFormat type class for ${T}")trait RootJsonReader[T] extends JsonReader[T]/** * A special JsonWriter capable of writing a legal JSON root object, i.e. either a JSON array or a JSON object. */@implicitNotFound(msg = "Cannot find RootJsonWriter or RootJsonFormat type class for ${T}")trait RootJsonWriter[T] extends JsonWriter[T]

它们又继承了具体的Json读写工具类:

/**  * Provides the JSON deserialization for type T. */@implicitNotFound(msg = "Cannot find JsonReader or JsonFormat type class for ${T}")trait JsonReader[T] {  def read(json: JsValue): T}object JsonReader {  implicit def func2Reader[T](f: JsValue => T): JsonReader[T] = new JsonReader[T] {    def read(json: JsValue) = f(json)  }}/**  * Provides the JSON serialization for type T. */@implicitNotFound(msg = "Cannot find JsonWriter or JsonFormat type class for ${T}")trait JsonWriter[T] {  def write(obj: T): JsValue}object JsonWriter {  implicit def func2Writer[T](f: T => JsValue): JsonWriter[T] = new JsonWriter[T] {    def write(obj: T) = f(obj)  }}

它们提供了函数JsValue=>T到JsonReader[T]及T=>JsValue到JsonWriter直接的隐式转换。Akka-http的Json解决方案是典型的type-class模式:是一种可以即兴创建功能的类型继承模式(add-hoc polymorphism)。它的特征就是在可视域内(implicit scope)应不同功能要求提供不同的功能实现类型的隐式实例(implicit instance)。具体用例如下:

trait Formats extends SprayJsonSupport with DefaultJsonProtocolobject Converters extends Formats {  case class User(id: Int, name: String)  case class Item(id: Int, name: String, price: Double)  implicit val itemFormat = jsonFormat3(Item.apply)  implicit val userFormat = jsonFormat2(User.apply)}

jsonFormatXX是Spray-Json提供的Json读写实现。我们把这个隐式实例置于当前可视域内即完成了与Akka-http的对接。我们来看看JsonFormat的定义:

trait ProductFormatsInstances { self: ProductFormats with StandardFormats =>  // Case classes with 1 parameters  def jsonFormat1[P1 :JF, T <: Product :ClassManifest](construct: (P1) => T): RootJsonFormat[T] = {    val Array(p1) = extractFieldNames(classManifest[T])    jsonFormat(construct, p1)  }  def jsonFormat[P1 :JF, T <: Product](construct: (P1) => T, fieldName1: String): RootJsonFormat[T] = new RootJsonFormat[T]{    def write(p: T) = {      val fields = new collection.mutable.ListBuffer[(String, JsValue)]      fields.sizeHint(1 * 2)      fields ++= productElement2Field[P1](fieldName1, p, 0)      JsObject(fields: _*)    }    def read(value: JsValue) = {      val p1V = fromField[P1](value, fieldName1)      construct(p1V)    }  }...}

我们看到了jsonFormat返回结果类型是RootJsonFormat[T]。如果有个case class T,通过jsonFormat可以获得read(value: JsValue)及write(p:T)这两个具体的Json读写函数。Spray-Json提供的预设了Json转换的类型包括下面各类别:

/**  * Provides all the predefined JsonFormats. */trait DefaultJsonProtocol        extends BasicFormats        with StandardFormats        with CollectionFormats        with ProductFormats        with AdditionalFormatsobject DefaultJsonProtocol extends DefaultJsonProtocol

例如BasicFormat:

/**  * Provides the JsonFormats for the most important Scala types. */trait BasicFormats {  implicit object IntJsonFormat extends JsonFormat[Int] {    def write(x: Int) = JsNumber(x)    def read(value: JsValue) = value match {      case JsNumber(x) => x.intValue      case x => deserializationError("Expected Int as JsNumber, but got " + x)    }  }...}

这些类型的Json转换已经是具体的read/write操作了。

在SprayJsonSupport trait里有最终的Marshaller[U,B]链接:

/** * A trait providing automatic to and from JSON marshalling/unmarshalling using an in-scope *spray-json* protocol. */trait SprayJsonSupport {...  implicit def sprayJsonUnmarshaller[T](implicit reader: RootJsonReader[T]): FromEntityUnmarshaller[T] =    sprayJsValueUnmarshaller.map(jsonReader[T].read)...  //#sprayJsonMarshallerConverter  implicit def sprayJsonMarshaller[T](implicit writer: RootJsonWriter[T], printer: JsonPrinter = CompactPrinter): ToEntityMarshaller[T] =    sprayJsValueMarshaller compose writer.write...}

我们在上面提到过FromEntityUnmarshaller[T]和ToEntityMarshaller[T]的是Marshaller[A,B]的别名:

  type FromEntityUnmarshaller[T] = Unmarshaller[HttpEntity, T]  type ToEntityMarshaller[T] = Marshaller[T, MessageEntity]

既然Akka-http的Json实现方式是type-class模式的,那么我们就试试其它Json库的功能实现方式,如:Json4s。我们需要在build.sbt中加入下面的依赖:

  "de.heikoseeberger" %% "akka-http-json4s" % "1.19.0-M2",  "org.json4s" %% "json4s-jackson" % "3.6.0-M1",  "org.json4s" %% "json4s-ext" % "3.6.0-M1",


akka-http-Json4s通过trait Json4sSupport提供了Json4s实现方式:

trait Json4sSupport {...  /**    * HTTP entity => `A`    *    * @tparam A type to decode    * @return unmarshaller for `A`    */  implicit def unmarshaller[A: Manifest](implicit serialization: Serialization,                                         formats: Formats): FromEntityUnmarshaller[A] = ...  /**    * `A` => HTTP entity    *    * @tparam A type to encode, must be upper bounded by `AnyRef`    * @return marshaller for any `A` value    */  implicit def marshaller[A <: AnyRef](implicit serialization: Serialization,                                       formats: Formats,                                       shouldWritePretty: ShouldWritePretty =                                         ShouldWritePretty.False): ToEntityMarshaller[A] = ...


同样提供了FromEntityUnMarshaller[A]和ToEntityMarshaller[A]这两类的隐式实例。Serialization提供了Json的具体读写函数:

trait Serialization {  import java.io.{Reader, Writer}  /** Serialize to String.   */  def write[A <: AnyRef](a: A)(implicit formats: Formats): String...  /** Deserialize from a String.   */  def read[A](json: String)(implicit formats: Formats, mf: Manifest[A]): A = read(StringInput(json))...}


Formats就是Json4s提供的所有Json转换预设类:

trait Formats extends Serializable { self: Formats =>...  def withBigInt: Formats = copy(wWantsBigInt = true)  def withLong: Formats = copy(wWantsBigInt = false)  def withBigDecimal: Formats = copy(wWantsBigDecimal = true)...}

看起来我们只需在可视域内提供Serialization和Formats类型的隐式实例就行了:

import de.heikoseeberger.akkahttpjson4s.Json4sSupportimport org.json4s.jacksontrait JsonCodec extends Json4sSupport {  import org.json4s.DefaultFormats  import org.json4s.ext.JodaTimeSerializers  implicit val serilizer = jackson.Serialization  implicit val formats = DefaultFormats ++ JodaTimeSerializers.all}object JsConverters extends JsonCodec

看看具体用例:

  import scala.collection.mutable._  case class User(id: Int, name: String)  class Item(id: Int, name: String, price: Double)  object AnyPic {    val area = 10    val title = "a picture"    val data = ArrayBuffer[Byte](1,2,3)  }    val john = Marshal(User(1,"John")).to[MessageEntity]  val fruit = Marshal(new Item(1,"banana", 3.5)).to[MessageEntity]  val pic = Marshal(AnyPic).to[MessageEntity]

不但省却了重复的JsonFormatXX,而且功能更加灵活强大:因为不再局限于case class这一种自定义类型了,在无需额外代码情况下class,object等全部都支持。

下面是本篇讨论示范的源代码:

build.sbt

name := "learn-http"version := "0.1"scalaVersion := "2.12.3"libraryDependencies ++= Seq(  "de.heikoseeberger" %% "akka-http-json4s" % "1.19.0-M2",  "org.json4s" %% "json4s-jackson" % "3.6.0-M1",  "org.json4s" %% "json4s-ext" % "3.6.0-M1",  "com.typesafe.akka" %% "akka-http" % "10.0.10",  "com.typesafe.akka" %% "akka-actor" % "2.5.4",  "com.typesafe.akka" %% "akka-stream" % "2.5.4",  "com.typesafe.akka" %% "akka-http-spray-json" % "10.0.10")

Marshalling

import akka.actor._import akka.stream._import akka.util.ByteStringimport akka.http.scaladsl.marshalling.Marshalimport akka.http.scaladsl.model._import akka.http.scaladsl.server.Directives._import akka.http.scaladsl.marshallers.sprayjson._import spray.json._trait Formats extends SprayJsonSupport with DefaultJsonProtocolobject Converters extends Formats {  case class User(id: Int, name: String)  case class Item(id: Int, name: String, price: Double)  implicit val itemFormat = jsonFormat3(Item.apply)  implicit val userFormat = jsonFormat2(User.apply)}object Marshalling {  import Converters._  implicit val httpSys = ActorSystem("httpSystem")  implicit val httpMat = ActorMaterializer()  implicit val httpEC = httpSys.dispatcher  val string = "Yeah"  val entityFuture = Marshal(string).to[MessageEntity]  val errorMsg = "Easy, pal!"  val responseFuture = Marshal(420 -> errorMsg).to[HttpResponse]  val request = HttpRequest(headers = List(headers.Accept(MediaTypes.`application/json`)))  val responseText = "Plaintext"  val respFuture = Marshal(responseText).toResponseFor(request)//  val bsFuture = Marshal("oh my!").to[ByteString]  //  val reqFuture = Marshal(400).to[HttpRequest]  //  val resp = reqFuture.flatMap {r => Marshal("ok").toResponseFor(r)}  val john = Marshal(User(1,"John")).to[MessageEntity]  val fruit = Marshal(Item(1,"banana", 3.5)).to[MessageEntity]  val route =    get {      path("items") {        complete(fruit)      } ~        path("users") {          complete(john)        }    }}

Json4sMarshalling

import akka.actor._import akka.stream._import akka.http.scaladsl.marshalling.Marshalimport akka.http.scaladsl.model._import akka.http.scaladsl.server.Directives._import de.heikoseeberger.akkahttpjson4s.Json4sSupportimport org.json4s.jacksontrait JsonCodec extends Json4sSupport {  import org.json4s.DefaultFormats  import org.json4s.ext.JodaTimeSerializers  implicit val serilizer = jackson.Serialization  implicit val formats = DefaultFormats ++ JodaTimeSerializers.all}object JsConverters extends JsonCodecobject Json4sMarshalling {  import JsConverters._  implicit val httpSys = ActorSystem("httpSystem")  implicit val httpMat = ActorMaterializer()  implicit val httpEC = httpSys.dispatcher  val string = "Yeah"  val entityFuture = Marshal(string).to[MessageEntity]  val errorMsg = "Easy, pal!"  val responseFuture = Marshal(420 -> errorMsg).to[HttpResponse]  val request = HttpRequest(headers = List(headers.Accept(MediaTypes.`application/json`)))  val responseText = "Plaintext"  val respFuture = Marshal(responseText).toResponseFor(request)  import scala.collection.mutable._  case class User(id: Int, name: String)  class Item(id: Int, name: String, price: Double)  object AnyPic {    val area = 10    val title = "a picture"    val data = ArrayBuffer[Byte](1,2,3)  }  val john = Marshal(User(1,"John")).to[MessageEntity]  val fruit = Marshal(new Item(1,"banana", 3.5)).to[MessageEntity]  val pic = Marshal(AnyPic).to[MessageEntity]  val route =    get {      path("items") {        complete(fruit)      } ~        path("users") {          complete(john)        } ~      path("pic") {        complete(pic)      }    }}