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A combinator library for "decoding" JSON-like values into your own Ocaml types, inspired by Elm's Json.Decode
and Json.Encode
.
An Ocaml program having a JSON (or YAML) data source usually goes something like this:
string
.string
as JSON (or YAML). Now you have a Yojson.Basic.json
, or maybe an Ezjsonm.value
, or perhaps a Ocyaml.yaml
.This library helps with step 3.
Install one of the supported decoder backends:
opam install decoders-ezjsonm # For Ezjsonm
opam install decoders-ocyaml # For Ocyaml
opam install decoders-yojson # For Yojson
npm install --save-dev bs-decoders
Now we can start decoding stuff!
First, a module alias to save some keystrokes. In this guide, we'll parse JSON using Yojson
's Basic
variant.
utop # module D = Decoders_yojson.Basic.Decode;;
module D = Decoders_yojson.Basic.Decode
Let's set our sights high and decode an integer.
utop # D.decode_value D.int (`Int 1);;
- : (int, error) result = Ok 1
Nice! We used decode_value
, which takes a decoder
and a value
(in this case a Yojson.Basic.json
) and... decodes the value.
utop # D.decode_value;;
- : 'a decoder -> value -> ('a, error) result = <fun>
For convenience we also have decode_string
, which takes a string
and calls Yojson
's parser under the hood.
utop # D.decode_string D.int "1";;
- : (int, error) result = Ok 1
What about a list
of int
s? Here's where the "combinator" part comes in.
utop # D.decode_string D.(list int) "[1,2,3]";;
- : (int list, error) result = Ok [1; 2; 3]
Success!
Ok, so what if we get some unexpected JSON?
utop # #install_printer D.pp_error;;
utop # D.decode_string D.(list int) "[1,2,true]";;
- : (int list, error) result =
Error while decoding a list: element 2: Expected an int, but got true
To decode a JSON object with many fields, we can use the bind operator (>>=
) from the Infix
module.
type my_user =
{ name : string
; age : int
}
let my_user_decoder : my_user decoder =
let open D in
field "name" string >>= fun name ->
field "age" int >>= fun age ->
succeed { name; age }
We can also use bind to decode objects with inconsistent structure. Say, for example, our JSON is a list of shapes. Squares have a side length, circles have a radius, and triangles have a base and a height.
[{ "shape": "square", "side": 11 },
{ "shape": "circle", "radius": 5 },
{ "shape": "triange", "base": 3, "height": 7 }]
We could represent these types in OCaml and decode them like this:
type shape =
| Square of int
| Circle of int
| Triangle of int * int
let square_decoder : shape decoder =
D.(field "side" int >>= fun s -> succeed (Square side))
let circle_decoder : shape decoder =
D.(field "radius" int >>= fun r -> succeed (Circle r))
let triangle_decoder : shape decoder =
D.(
field "base" int >>= fun b ->
field "height" int >>= fun h ->
succeed (Triangle (b, h))
)
let shape_decoder : shape decoder =
let open D in
field "shape" string >>= function
| "square" -> square_decoder
| "circle" -> circle_decoder
| "triangle" -> triangle_decoder
| _ -> fail "Expected a shape"
let decode_list (json_string : string) : (shape list, _) result =
D.(decode_string (list shape_decoder) json_string)
Now, say that we didn't have the benefit of the "shape"
field describing the type of the shape in our JSON list. We can still decode the shapes by trying each decoder in turn using the one_of
combinator.
one_of
takes a list of string * 'a decoder
pairs and tries each decoder in turn. The string
element of each pair is just used to name the decoder in error messages.
let shape_decoder_2 : shape decoder =
D.(
one_of
[ ("a square", sqaure_decoder)
; ("a circle", circle_decoder)
; ("a triangle", triangle_decoder)
]
)
Suppose our program deals with users and roles. We want to decode our JSON input into these types.
type role = Admin | User
type user =
{ name : string
; roles : role list
}
Let's define our decoders. We'll write a module functor so we can re-use the same decoders across different JSON libraries, with YAML input, or with Bucklescript.
module My_decoders(D : Decoders.Decode.S) = struct
open D
let role : role decoder =
string >>= function
| "ADMIN" -> succeed Admin
| "USER" -> succeed User
| _ -> fail "Expected a role"
let user : user decoder =
field "name" string >>= fun name ->
field "roles" (list role) >>= fun roles ->
succeed { name; roles }
end
module My_yojson_decoders = My_decoders(Decoders_yojson.Basic.Decode)
Great! Let's try them out.
utop # open My_yojson_decoders;;
utop # D.decode_string role {| "USER" |};;
- : (role, error) result = Ok User
utop # D.decode_string D.(field "users" (list user))
{| {"users": [{"name": "Alice", "roles": ["ADMIN", "USER"]},
{"name": "Bob", "roles": ["USER"]}]}
|};;
- : (user list, error) result =
Ok [{name = "Alice"; roles = [Admin; User]}; {name = "Bob"; roles = [User]}]
Let's introduce an error in the JSON:
utop # D.decode_string D.(field "users" (list user))
{| {"users": [{"name": "Alice", "roles": ["ADMIN", "USER"]},
{"name": "Bob", "roles": ["SUPER_USER"]}]}
|};;
- : (user list, error) result =
Error
in field "users":
while decoding a list:
element 1:
in field "roles":
while decoding a list:
element 0: Expected a role, but got "SUPER_USER"
We get a nice pointer that we forgot to handle the SUPER_USER
role.
ocaml-decoders
also has support for defining backend-agnostic encoders, for turning your OCaml values into JSON values.
module My_encoders(E : Decoders.Encode.S) = struct
open E
let role : role encoder =
function
| Admin -> string "ADMIN"
| User -> string "USER"
let user : user encoder =
fun u ->
obj
[ ("name", string u.name)
; ("roles", list role u.roles)
]
end
module My_yojson_encoders = My_encoders(Decoders_yojson.Basic.Encode)
utop # module E = Decoders_yojson.Basic.Encode;;
utop # open My_yojson_encoders;;
utop # let users =
[ {name = "Alice"; roles = [Admin; User]}
; {name = "Bob"; roles = [User]}
];;
utop # E.encode_string E.obj [("users", E.list user users)];;
- : string =
"{\"users\":[{\"name\":\"Alice\",\"roles\":[\"ADMIN\",\"USER\"]},{\"name\":\"Bob\",\"roles\":[\"USER\"]}]}"
See also the API docs.
After updating CHANGES.md:
npm version <newversion>
git push --tags
dune-release -p decoders,decoders-bencode,decoders-cbor,decoders-ezjsonm,decoders-jsonm,decoders-sexplib,decoders-yojson
npm publish