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Hackernoon logoUsing Shapeless For Programming In Scala To Write A REST API by@juliano-alves

Using Shapeless For Programming In Scala To Write A REST API

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@juliano-alvesJuliano Alves

Open-source enthusiast, a firm believer that future belongs to polyglot and functional programming

Shapeless is a library for generic programming in Scala, largely present in the ecosystem, but mostly behind the scenes; it is likely shapeless powers some of the libraries in your project, even though you don’t use it directly.

Trying to solve an everyday problem, I’ve found an use case which I could solve using shapeless. This post doesn’t intend to explain how shapeless works (there is a whole book about it here), but to provide a taste of it instead.

The Challenge

We need to write a REST API consumer using ZIO and http4s. Here is the service definition:

import io.circe.Decoder
import zio.{Has, RIO, Task}

object HttpClient {
  type HttpClient = Has[Service]

  trait Service {
    protected final val rootUrl = "http://localhost:8080"

    def get[T](uri: String, parameters: Map[String, String])
              (implicit d: Decoder[T]): Task[List[T]]

  def get[T](resource: String, parameters: Map[String, String])
            (implicit d: Decoder[T]): RIO[HttpClient, List[T]] =
    RIO.accessM[HttpClient](_.get.get[T](resource, parameters))

In case you are not familiar with ZIO (you should, it’s awesome), what you need to know is:

  • every get requests returns a
  • the get function outside the
    is just a helper to access the environment of the effect (ZIO stuff)

Learn more about ZIO modules and layers here.

This is the

implementation, using http4s:

import io.circe.Decoder
import org.http4s.Uri
import org.http4s.circe.CirceEntityCodec.circeEntityDecoder
import org.http4s.client.Client
import org.http4s.client.dsl.Http4sClientDsl
import zio._
import zio.interop.catz._

class Http4sClient(client: Client[Task])
  extends HttpClient.Service with Http4sClientDsl[Task] {

  def get[T](resource: String, parameters: Map[String, String])
            (implicit d: Decoder[T]): Task[List[T]] = {
    val uri = Uri(path = rootUrl + resource)

      .foldM(, ZIO.succeed(_))

to the
and the
are the query string. Now, to represent the request call, we have a case class called

case class OrganisationRequest(code: Option[String],
                               description: Option[String],
                               page: Integer = 1)

The Problem

Using the client (via

helper) is trivial, except for one detail:

import HttpClient.get

def organisations(request: OrganisationRequest):
  get[Organisation]("/organisations", ???)

We need to transform the

Map[String, String]
, what is an easy task. However, there are many “request” objects, and writing
methods to every single one of them is a Java-ish solution. Here is the challenge: how can we build this generic transformation?

Spoiler: with shapeless.

A bit of shapeless

This section is a grasp of how shapeless works, so the solution will make more sense when we get there. Shapeless can create an Heterogenous List (or

) as a generic representation of case classes. Let’s do it using Generic:

scala> import shapeless._

scala> val org = OrganisationRequest(Some("acme"), None, 5)
org: OrganisationRequest = OrganisationRequest(Some(org),None,5)

scala> val gen = Generic[OrganisationRequest]
gen: shapeless.Generic[OrganisationRequest]
  {type Repr =
    :: Option[String]
    :: Integer
    :: shapeless.HNil} = anon$macro$4$1@48f146f2

res8: gen.Repr = Some(acme) :: None :: 5 :: HNil

The generic representation of

is an
of type
Option[String] :: Option[String] :: Int :: HNil
. We have the values, but we need the names of the fields for our
. We need
instead of

scala> val lgen = LabelledGeneric[OrganisationRequest]
lgen: shapeless.LabelledGeneric[OrganisationRequest]
  {type Repr =
    Option[String] with shapeless.labelled.KeyTag[Symbol with shapeless.tag.Tagged[String("code")],Option[String]]
    :: Option[String] with shapeless.labelled.KeyTag[Symbol with shapeless.tag.Tagged[String("description")],Option[String]]
    :: Integer with shapeless.labelled.KeyTag[Symbol with shapeless.tag.Tagged[String("page")],Integer]
    :: shapeless.HNil} = shapeless.LabelledGeneric$$anon$1@55f78c67

As you can see, with

it’s possible to retain the information about the field names as well.

The Solution

Luckily, we don’t need to manipulate

ourselves, shapeless provides us with plenty of useful type classes that can be found in the
package. We will build our solution using ToMap:

scala> import shapeless.ops.product.ToMap

scala> val toMap = ToMap[OrganisationRequest]
toMap: shapeless.ops.product.ToMap[OrganisationRequest]
  {type K = Symbol
    with shapeless.tag.Tagged[_ >: String("page")
    with String("description")
    with String("code") <: String];
  type V =} =

scala> val map = toMap(org)
map: toMap.Out = Map('page -> 5,
                     'description -> None,
                     'code -> Some(acme))

We can make it even nicer using shapeless syntax:

scala> import shapeless.syntax.std.product._

scala> val map = org.toMap[Symbol, Any]
map: Map[Symbol,Any] = Map('page -> 5,
                           'description -> None,
                           'code -> Some(acme))

For the final solution, let’s create an

implicit class
in order to add a
method to our
class. Besides, we should remove every entry with
values, flatten the
and turn keys and values into

import shapeless.ops.product.ToMap
import shapeless.syntax.std.product._

implicit class RequestOps[A <: Product](val a: A) {
  def parameters(implicit toMap: ToMap.Aux[A, Symbol, Any]): Map[String, String] =
    a.toMap[Symbol, Any]
      .filter {
        case (_, v: Option[Any]) => v.isDefined
        case (_, v) => v != null
      .map {
        case (k, v: Option[Any]) => -> v.get.toString
        case (k, v) => -> v.toString

A few comments here:

  • A <: Product
    needs to be in place so we can use
    . All case classes implement Product, it’s just a matter of adding the constrain for implicit resolution;
  • the implicit parameter
    is a
    instead of just
    . Long story short, shapeless defines the
    alias in order to make some of its internal complexity more readable and usable. Just trust me here ;)

Finally, this brings us to an elegant solution:

import HttpClient.get
import RequestOps

def organisations(request: OrganisationRequest):
  get[Organisation]("/organisations", request.parameters)


Even though shapeless looks almost magical at the first glance, after
dedicating myself to understand it better, I’ve figured it can be very
useful in practical terms. Shapeless provides a broad range of
typeclasses that can be used in all sort of ways, and spending time
learning about how they work is a very interesting exercise, improving
skills related to typeclasses, derivations and bringing clarity about
how some popular libraries that use shapeless work, like circe.

I’ve heard that adding too much shapeless can properly affect the
project’s compile time. I’d like to hear more about it, if you have
experience using shapeless directly, please share in the comments.

Originally published at on April 6, 2020.


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