Suppose I want to decode some values from a JSON array into a case class with circe. The following works just fine:
scala> import io.circe.generic.auto._, io.circe.jawn.decode
import io.circe.generic.auto._
import io.circe.jawn.decode
scala> case class Foo(name: String)
defined class Foo
scala> val goodDoc = """[{ "name": "abc" }, { "name": "xyz" }]"""
goodDoc: String = [{ "name": "abc" }, { "name": "xyz" }]
scala> decode[List[Foo]](goodDoc)
res0: Either[io.circe.Error,List[Foo]] = Right(List(Foo(abc), Foo(xyz)))
It's sometimes the case that the JSON array I'm decoding contains other, non-Foo
-shaped stuff, though, which results in a decoding error:
scala> val badDoc =
| """[{ "name": "abc" }, { "id": 1 }, true, "garbage", { "name": "xyz" }]"""
badDoc: String = [{ "name": "abc" }, { "id": 1 }, true, "garbage", { "name": "xyz" }]
scala> decode[List[Foo]](badDoc)
res1: Either[io.circe.Error,List[Foo]] = Left(DecodingFailure(Attempt to decode value on failed cursor, List(DownField(name), MoveRight, DownArray)))
How can I write a decoder that ignores anything in the array that can't be decoded into my case class?
The most straightforward way to solve this problem is to use a decoder that first tries to decode each value as a Foo
, and then falls back to the identity decoder if the Foo
decoder fails. The new either
method in circe 0.9 makes the generic version of this practically a one-liner:
import io.circe.{ Decoder, Json }
def decodeListTolerantly[A: Decoder]: Decoder[List[A]] =
Decoder.decodeList(Decoder[A].either(Decoder[Json])).map(
_.flatMap(_.left.toOption)
)
It works like this:
scala> val myTolerantFooDecoder = decodeListTolerantly[Foo]
myTolerantFooDecoder: io.circe.Decoder[List[Foo]] = io.circe.Decoder$$anon$21@2b48626b
scala> decode(badDoc)(myTolerantFooDecoder)
res2: Either[io.circe.Error,List[Foo]] = Right(List(Foo(abc), Foo(xyz)))
To break down the steps:
Decoder.decodeList
says "define a list decoder that tries to use the given decoder to decode each JSON array value".Decoder[A].either(Decoder[Json]
says "first try to decode the value as an A
, and if that fails decode it as a Json
value (which will always succeed), and return the result (if any) as a Either[A, Json]
"..map(_.flatMap(_.left.toOption))
says "take the resulting list of Either[A, Json]
values and remove all the Right
s".…which does what we want in a fairly concise, compositional way. At some point we might want to bundle this up into a utility method in circe itself, but for now writing out this explicit version isn't too bad.
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