EitherT
API Documentation: EitherT
EitherT can interact poorly with more powerful effect types that provide concurrent computation, such as Cats Effect's IO or fs2's Stream. Because IO already provides its own error channel, EitherT[IO, Throwable, A] can lead to confusing behavior; prefer IO's own error channel instead of carrying a second throwable error channel.
Either can be used for error handling in most situations. However, when
Either is placed into effectful types such as Option, a large
amount of boilerplate is required to handle errors. For example, consider the
following program:
import scala.util.Try
import cats.syntax.all._
def parseDouble(s: String): Either[String, Double] =
Try(s.toDouble).map(Right(_)).getOrElse(Left(s"$s is not a number"))
def divide(a: Double, b: Double): Either[String, Double] =
Either.cond(b != 0, a / b, "Cannot divide by zero")
def divisionProgram(inputA: String, inputB: String): Either[String, Double] =
for {
a <- parseDouble(inputA)
b <- parseDouble(inputB)
result <- divide(a, b)
} yield result
divisionProgram("4", "2") // Right(2.0)
// res0: Either[String, Double] = Right(value = 2.0)
divisionProgram("a", "b") // Left("a is not a number")
// res1: Either[String, Double] = Left(value = "a is not a number")
Suppose parseDouble and divide are rewritten to be asynchronous and return
Future[Either[String, Double]] instead. The for-comprehension can no longer be
used since divisionProgram must now compose Future and Either together,
which means that the error handling must be performed explicitly to ensure that
the proper types are returned:
import scala.concurrent.ExecutionContext.Implicits.global
import scala.concurrent.Future
def parseDoubleAsync(s: String): Future[Either[String, Double]] =
Future.successful(parseDouble(s))
def divideAsync(a: Double, b: Double): Future[Either[String, Double]] =
Future.successful(divide(a, b))
def divisionProgramAsync(inputA: String, inputB: String): Future[Either[String, Double]] =
parseDoubleAsync(inputA) flatMap { eitherA =>
parseDoubleAsync(inputB) flatMap { eitherB =>
(eitherA, eitherB) match {
case (Right(a), Right(b)) => divideAsync(a, b)
case (Left(err), _) => Future.successful(Left(err))
case (_, Left(err)) => Future.successful(Left(err))
}
}
}
Clearly, the updated code is less readable and more verbose: the details of the
program are now mixed with the error handling. In addition, as more Eithers
and Futures are included, the amount of boilerplate required to properly
handle the errors will increase dramatically.
EitherT
EitherT[F[_], A, B] is a lightweight wrapper for F[Either[A, B]] that makes
it easy to compose Eithers and Fs together. To use EitherT, values of
Either, F, A, and B are first converted into EitherT, and the
resulting EitherT values are then composed using combinators. For example, the asynchronous division program can be rewritten as follows:
import cats.data.EitherT
import cats.syntax.all._
def divisionProgramAsync(inputA: String, inputB: String): EitherT[Future, String, Double] =
for {
a <- EitherT(parseDoubleAsync(inputA))
b <- EitherT(parseDoubleAsync(inputB))
result <- EitherT(divideAsync(a, b))
} yield result
divisionProgramAsync("4", "2").value
// res2: Future[Either[String, Double]] = Future(Success(Right(2.0)))
divisionProgramAsync("a", "b").value
// res3: Future[Either[String, Double]] = Future(Success(Left(a is not a number)))
Note that when F is a monad, then EitherT will also form a monad, allowing
monadic combinators such as flatMap to be used in composing EitherT values.
Extracting an F[Either[A, B]] from an EitherT[F, A, B]
Use the value method defined on EitherT to retrieve the underlying F[Either[A, B]]:
val errorT: EitherT[Future, String, Int] = EitherT.leftT("foo")
// errorT: EitherT[Future, String, Int] = EitherT(
// value = Future(Success(Left(foo)))
// )
val error: Future[Either[String, Int]] = errorT.value
// error: Future[Either[String, Int]] = Future(Success(Left(foo)))
Right Bias
Like Either, EitherT is right-biased, therefore plain map actually deals with the Right value. There are also certain methods in EitherT (that you're likely to need at some point) which map over the Left value, like leftMap, or over both Left and Right values, like fold or bimap.
Transforming to EitherT[F, A, B]
From A or B
To obtain a left version or a right version of EitherT when given an A or a
B, use EitherT.leftT and EitherT.rightT (which is an alias for
EitherT.pure), respectively.
val number: EitherT[Option, String, Int] = EitherT.rightT(5)
val numberError: EitherT[Option, String, Int] = EitherT.leftT("Not a number")
From F[A] or F[B]
Similarly, use EitherT.left and EitherT.right to convert an F[A] or an F[B]
into an EitherT. It is also possible to use EitherT.liftF as an alias for
EitherT.right.
val numberO: Option[Int] = Some(5)
val errorO: Option[String] = Some("Not a number")
val number: EitherT[Option, String, Int] = EitherT.right(numberO)
val error: EitherT[Option, String, Int] = EitherT.left(errorO)
From Either[A, B] or F[Either[A, B]]
Use EitherT.fromEither to lift a value of Either[A, B] into EitherT[F, A, B].
An F[Either[A, B]] can be converted into EitherT using the EitherT constructor.
val numberE: Either[String, Int] = Right(100)
val errorE: Either[String, Int] = Left("Not a number")
val numberFE: List[Either[String, Int]] = List(Right(250))
val numberET: EitherT[List, String, Int] = EitherT.fromEither(numberE)
val errorET: EitherT[List, String, Int] = EitherT.fromEither(errorE)
val numberFET: EitherT[List, String, Int] = EitherT(numberFE)
From Option[B] or F[Option[B]]
An Option[B] or an F[Option[B]], along with a default value, can be passed to
EitherT.fromOption and EitherT.fromOptionF, respectively, to produce an
EitherT. For F[Option[B]] and default F[A], there is EitherT.fromOptionM.
val myOption: Option[Int] = None
// myOption: Option[Int] = None
val myOptionList: List[Option[Int]] = List(None, Some(2), Some(3), None, Some(5))
// myOptionList: List[Option[Int]] = List(
// None,
// Some(value = 2),
// Some(value = 3),
// None,
// Some(value = 5)
// )
val myOptionET = EitherT.fromOption[Future](myOption, "option not defined")
// myOptionET: EitherT[Future, String, Int] = EitherT(
// value = Future(Success(Left(option not defined)))
// )
val myOptionListET = EitherT.fromOptionF(myOptionList, "option not defined")
// myOptionListET: EitherT[List, String, Int] = EitherT(
// value = List(
// Left(value = "option not defined"),
// Right(value = 2),
// Right(value = 3),
// Left(value = "option not defined"),
// Right(value = 5)
// )
// )
val myOptionListETM = EitherT.fromOptionM(myOptionList, List("option not defined"))
// myOptionListETM: EitherT[List, String, Int] = EitherT(
// value = List(
// Left(value = "option not defined"),
// Right(value = 2),
// Right(value = 3),
// Left(value = "option not defined"),
// Right(value = 5)
// )
// )
From OptionT[F, A]
Another useful way to construct an EitherT instance is to use OptionT's methods toLeft and toRight:
import cats.data.OptionT
abstract class BaseException(message: String) extends Exception(message)
case class UserNotFoundException(message: String) extends BaseException(message)
def getUserById(userId: Int): Future[Option[String]] = { /* ... */ ??? }
def ensureUserExists(userId: Int): Future[Either[BaseException, String]] =
OptionT(getUserById(userId))
.toRight(left = UserNotFoundException(s"user not found, userId=$userId"))
.value
toRight is pretty analogous to the method Either.fromOption mentioned before: just as fromOption built an Either from an Option, toRight creates an EitherT from an OptionT.
If the original OptionT stores Some value, it will be wrapped into Right; otherwise the value provided as the left parameter will be wrapped into a Left.
To provide the left value within the monad, there is corresponding toRightF method.
toLeft is toRight's counterpart which wraps the Some value into Left and transforms None into Right enclosing the provided right value.
This is less commonly used in practice, but can serve e.g. for enforcing uniqueness checks in code.
We return Left if the value has been found, and Right if it doesn't yet exist in the system.
From ApplicativeError[F, E]
An ApplicativeError[F, E] or a MonadError[F, E], can be converted into EitherT[F, E, A]
using the attemptT method on them.
val myTry: Try[Int] = Try(2)
val myFuture: Future[String] = Future.failed(new Exception())
val myTryET: EitherT[Try, Throwable, Int] = myTry.attemptT
val myFutureET: EitherT[Future, Throwable, String] = myFuture.attemptT