[F#][類型推斷] - 如何改進我的程序？

Question

我目前正在構建一個程序，使用以下 AST 在 F# 中進行類型推斷：

// errors
//

exception SyntaxError of string * FSharp.Text.Lexing.LexBuffer<char>
exception TypeError of string
exception UnexpectedError of string

let throw_formatted exnf fmt = ksprintf (fun s -> raise (exnf s)) fmt

let unexpected_error fmt = throw_formatted UnexpectedError fmt


// AST type definitions
//

type tyvar = string

type ty =
    | TyName of string //constants
    | TyArrow of ty * ty
    | TyVar of tyvar //'a,'b for example
    | TyTuple of ty list

// pseudo data constructors for literal types
let TyFloat = TyName "float"
let TyInt = TyName "int"
let TyChar = TyName "char"
let TyString = TyName "string"
let TyBool = TyName "bool"
let TyUnit = TyName "unit"

// active pattern for literal types
let private (|TyLit|_|) name = function
    | TyName s when s = name -> Some ()
    | _ -> None

let (|TyFloat|_|) = (|TyLit|_|) "float"
let (|TyInt|_|) = (|TyLit|_|) "int"
let (|TyChar|_|) = (|TyLit|_|) "char"
let (|TyString|_|) = (|TyLit|_|) "string"
let (|TyBool|_|) = (|TyLit|_|) "bool"
let (|TyUnit|_|) = (|TyLit|_|) "unit"


type scheme = Forall of tyvar list * ty

type lit = LInt of int
         | LFloat of float
         | LString of string
         | LChar of char
         | LBool of bool
         | LUnit 

type binding = bool * string * ty option * expr    // (is_recursive, id, optional_type_annotation, expression)

and expr = 
    | Lit of lit
    | Lambda of string * ty option * expr
    | App of expr * expr
    | Var of string
    | LetIn of binding * expr
    | IfThenElse of expr * expr * expr option
    | Tuple of expr list
    | BinOp of expr * string * expr
    | UnOp of string * expr
   
let fold_params parms e0 = 
 List.foldBack (fun (id, tyo) e -> Lambda (id, tyo, e)) parms e0

let (|Let|_|) = function 
    | LetIn ((false, x, tyo, e1), e2) -> Some (x, tyo, e1, e2)
    | _ -> None
    
let (|LetRec|_|) = function 
    | LetIn ((true, x, tyo, e1), e2) -> Some (x, tyo, e1, e2)
    | _ -> None

type 'a env = (string * 'a) list  

type value =
    | VLit of lit
    | VTuple of value list
    | Closure of value env * string * expr
    | RecClosure of value env * string * string * expr

type interactive = IExpr of expr | IBinding of binding

// pretty printers
//

// utility function for printing lists by flattening strings with a separator 
let rec flatten p sep es =
    match es with
    | [] -> ""
    | [e] -> p e
    | e :: es -> sprintf "%s%s %s" (p e) sep (flatten p sep es)

// print pairs within the given env using p as printer for the elements bound within
let pretty_env p env = sprintf "[%s]" (flatten (fun (x, o) -> sprintf "%s=%s" x (p o)) ";" env)

// print any tuple given a printer p for its elements
let pretty_tupled p l = flatten p ", " l

let rec pretty_ty t =
    match t with
    | TyName s -> s
    | TyArrow (t1, t2) -> sprintf "%s -> %s" (pretty_ty t1) (pretty_ty t2)
    | TyVar n -> sprintf "'%s" n
    | TyTuple ts -> sprintf "(%s)" (pretty_tupled pretty_ty ts)

let pretty_lit lit =
    match lit with
    | LInt n -> sprintf "%d" n
    | LFloat n -> sprintf "%g" n
    | LString s -> sprintf "\"%s\"" s
    | LChar c -> sprintf "%c" c
    | LBool true -> "true"
    | LBool false -> "false"
    | LUnit -> "()"

let rec pretty_expr e =
    match e with
    | Lit lit -> pretty_lit lit

    | Lambda (x, None, e) -> sprintf "fun %s -> %s" x (pretty_expr e)
    | Lambda (x, Some t, e) -> sprintf "fun (%s : %s) -> %s" x (pretty_ty t) (pretty_expr e)
    
    // TODO pattern-match sub-application cases
    | App (e1, e2) -> sprintf "%s %s" (pretty_expr e1) (pretty_expr e2)

    | Var x -> x

    | Let (x, None, e1, e2) ->
        sprintf "let %s = %s in %s" x (pretty_expr e1) (pretty_expr e2)

    | Let (x, Some t, e1, e2) ->
        sprintf "let %s : %s = %s in %s" x (pretty_ty t) (pretty_expr e1) (pretty_expr e2)

    | LetRec (x, None, e1, e2) ->
        sprintf "let rec %s = %s in %s" x (pretty_expr e1) (pretty_expr e2)

    | LetRec (x, Some tx, e1, e2) ->
        sprintf "let rec %s : %s = %s in %s" x (pretty_ty tx) (pretty_expr e1) (pretty_expr e2)

    | IfThenElse (e1, e2, e3o) ->
        let s = sprintf "if %s then %s" (pretty_expr e1) (pretty_expr e2)
        match e3o with
        | None -> s
        | Some e3 -> sprintf "%s else %s" s (pretty_expr e3)
        
    | Tuple es ->        
        sprintf "(%s)" (pretty_tupled pretty_expr es)

    | BinOp (e1, op, e2) -> sprintf "%s %s %s" (pretty_expr e1) op (pretty_expr e2)
    
    | UnOp (op, e) -> sprintf "%s %s" op (pretty_expr e)
    
    | _ -> unexpected_error "pretty_expr: %s" (pretty_expr e)

let rec pretty_value v =
    match v with
    | VLit lit -> pretty_lit lit

    | VTuple vs -> pretty_tupled pretty_value vs

    | Closure (env, x, e) -> sprintf "<|%s;%s;%s|>" (pretty_env pretty_value env) x (pretty_expr e)
    
    | RecClosure (env, f, x, e) -> sprintf "<|%s;%s;%s;%s|>" (pretty_env pretty_value env) f x (pretty_expr e)

類型推斷算法如下：

let type_error fmt = throw_formatted TypeError fmt

type subst = (tyvar * ty) list

// type inference
//

// starting environment with operation
let gamma0 : scheme env = [
    ("+", Forall([],TyArrow (TyInt, TyArrow (TyInt, TyInt))))
    ("-", Forall([],TyArrow (TyInt, TyArrow (TyInt, TyInt))))
    ("*", Forall([],TyArrow (TyInt, TyArrow (TyInt, TyInt))))
    ("/", Forall([],TyArrow (TyInt, TyArrow (TyInt, TyInt))))
    ("%", Forall([],TyArrow (TyInt, TyArrow (TyInt, TyInt))))
    ("=", Forall([],TyArrow (TyInt, TyArrow (TyInt, TyBool))))
    ("<", Forall([],TyArrow (TyInt, TyArrow (TyInt, TyBool))))
    ("<=", Forall([],TyArrow (TyInt, TyArrow (TyInt, TyBool))))
    (">", Forall([],TyArrow (TyInt, TyArrow (TyInt, TyBool))))
    ("=>", Forall([],TyArrow (TyInt, TyArrow (TyInt, TyBool))))
    ("<>", Forall([],TyArrow (TyInt, TyArrow (TyInt, TyBool))))
    ("and", Forall([],TyArrow (TyBool, TyArrow (TyBool, TyBool))))
    ("or", Forall([],TyArrow (TyBool, TyArrow (TyBool, TyBool))))
    ("not", Forall([],TyArrow (TyBool, TyBool)))
    ("-", Forall([],TyArrow (TyInt, TyInt)))

    
    ("+.", Forall([],TyArrow (TyFloat, TyArrow (TyFloat, TyFloat))))
    ("-.", Forall([],TyArrow (TyFloat, TyArrow (TyFloat, TyFloat))))
    ("*.", Forall([],TyArrow (TyFloat, TyArrow (TyFloat, TyFloat))))
    ("/.", Forall([],TyArrow (TyFloat, TyArrow (TyFloat, TyFloat))))
    ("%.", Forall([],TyArrow (TyFloat, TyArrow (TyFloat, TyFloat))))
    ("=.", Forall([],TyArrow (TyFloat, TyArrow (TyFloat, TyBool))))
    ("<.", Forall([],TyArrow (TyFloat, TyArrow (TyFloat, TyBool))))
    ("<=.", Forall([],TyArrow (TyFloat, TyArrow (TyFloat, TyBool))))
    (">.", Forall([],TyArrow (TyFloat, TyArrow (TyFloat, TyBool))))
    ("=>.", Forall([],TyArrow (TyFloat, TyArrow (TyFloat, TyBool))))
    ("<>.", Forall([],TyArrow (TyFloat, TyArrow (TyFloat, TyBool))))
    ("-.", Forall([],TyArrow (TyFloat, TyFloat)))
]

let mutable counter = -1

let generate_fresh_variable () =
    counter <- counter + 1
    counter + int 'a'
        |> char
        |> string

let rec occurs (tv : tyvar) (t : ty) : bool = 
    match t with
    | TyVar t1 -> tv = t1
    | TyArrow (t1,t2) -> occurs tv t1 || occurs tv t2
    | TyName t1 -> false
    | TyTuple tt -> let rec occ_list (tv : tyvar) (t : ty list) : bool =
                        match t with
                        |[] -> false
                        |head::tail -> if occurs tv head
                                       then true
                                       else occ_list tv tail
                    occ_list tv tt

// TODO implement this
let compose_subst (s1 : subst) (s2 : subst) : subst = s1 @ s2

// TODO implement this
let rec unify (t1 : ty) (t2 : ty) : subst = 
    match t1, t2 with
    | TyName n1, TyName n2 -> if n1 <> n2 
                              then type_error "unify: unification between different variables name can't be execute"
                              else []
    | TyVar tv, _ -> if occurs tv t2 
                     then type_error "unify: unification fails"
                     else [(tv , t2)]

    | _ , TyVar tv -> if occurs tv t1 
                      then type_error "unify: unification fails"
                      else [(tv , t1)]

    | TyArrow (tl1,tr1), TyArrow (tl2,tr2) ->   let u1 = unify tl1 tl2
                                                let u2 = unify tr1 tr2
                                                compose_subst u1 u2

                                                (*let subs1 = unify tl1 tl2
                                                let te1 = apply_subst tr1 subs1 
                                                let te2 = apply_subst tr2 subs1 
                                                let subs2 = unify te1 te2
                                                compose_subst subs1 subs2*)
    | _ -> unexpected_error "unify: unsupported operation"

(* substitute term s for all occurrences of var x in term t *)
let rec subst (s : ty) (x : tyvar) (t : ty) : ty =
  match t with
  | TyVar y -> if x = y then s else t
  | TyArrow (u, v) -> TyArrow (subst s x u, subst s x v)
  | TyName n -> t
  | TyTuple ts -> TyTuple(List.map (subst s x) ts)

// TODO implement this
let apply_subst (t : ty) (s : subst) : ty = 
  List.foldBack (fun (x, e) -> subst e x) s t

let apply_subst_helper s t = apply_subst t s

// Give all tyvar in a type -> FV
let rec freevars_ty (t : ty) : tyvar Set =
    match t with
    | TyName _ -> Set.empty
    | TyArrow (t1, t2) -> Set.union (freevars_ty t1) (freevars_ty t2)
    | TyVar tv -> Set.singleton tv
    | TyTuple ts -> List.fold (fun set t -> Set.union set (freevars_ty t)) Set.empty ts 

let freevars_scheme (Forall (tvs, t)) =
    Set.difference (freevars_ty t) (Set.ofList tvs)

let rec freevars_env (en: scheme env) : tyvar Set =
    match en with
    | [] -> Set.empty
    | e  -> match e with
            |(_,sc)::tail -> Set.union (freevars_env tail) (freevars_scheme sc)


let generalize (env : scheme env) (typ : ty) : scheme =
    let vars = Set.difference (freevars_ty typ) (freevars_env env)
    Forall (Set.toList vars, typ)

let instantiate (Forall (tvs, typ)) : ty =
    let nvars = List.map (fun _ -> TyVar(generate_fresh_variable()) ) tvs
    let s = Map.ofSeq (Seq.zip tvs nvars) |> Map.toList
    apply_subst typ s

let rec tupleMap l: subst =
    match l with
    |[] -> []
    |head::tail -> 
                   match head with
                   |(_,su) -> compose_subst su (tupleMap tail)

let rec tupleMap2 l: ty list =
    match l with
    |[] -> []
    |head::tail -> 
                   match head with
                   |(typ,_) -> typ::(tupleMap2 tail)
// type inference
//

let rec typeinfer_expr (env : scheme env) (e : expr) : ty * subst =
    match e with
    | Var x -> 
        let _, t = List.find (fun (y, _) -> x = y) env
        (instantiate t, [])

    | Lit (LInt _) -> (TyInt, [])
    | Lit (LFloat _) -> (TyFloat, [])
    | Lit (LString _) -> (TyString, [])
    | Lit (LChar _) -> (TyChar, [])
    | Lit (LBool _) -> (TyBool, [])
    | Lit LUnit -> (TyUnit, [])

    | App (e1, e2) ->
        let codTy = TyVar(generate_fresh_variable ())
        let t1, s1 = typeinfer_expr env e1
        let t2, s2 = typeinfer_expr env e2
        let s3 = unify t1 (TyArrow (t2,codTy))
        let s32 = compose_subst s3 s2 
        let s321 = compose_subst s32 s1
        (apply_subst codTy s321, s321) 

    | Lambda (x, None, e) ->
        let freshVar = TyVar(generate_fresh_variable())
        let sc1 = Forall(list.Empty,freshVar) //46:00 lesson 30 november
        let t,s = typeinfer_expr((x, sc1) :: env) e
        let finalType = apply_subst (TyArrow(freshVar,t)) s
        (finalType,s)

    | Lambda (x, Some typ, e) ->
        let sc1 = Forall(list.Empty,typ)
        let t,s = typeinfer_expr((x, sc1) :: env) e
        let finalType = apply_subst (TyArrow(typ,t)) s
        (finalType,s)

    //monomorphic version
    (*| Let (x, None , e1, e2) -> 
        let t1, s1 = typeinfer_expr env e1
        let t2, s2 = typeinfer_expr ((x,t1) :: env) e2
        let s3 = compose_subst s2 s1
        (t2, s3)*)

    //polimorphic version
    | Let (x, None , e1, e2) -> 
        let t1, s1 = typeinfer_expr env e1
        //Generalize
        let sc1 = generalize env t1
        let t2, s2 = typeinfer_expr ((x,sc1) :: env) e2
        let s3 = compose_subst s2 s1
        (t2, s3)

    | IfThenElse (e1, e2, e3o) ->
        let t1, s1 = typeinfer_expr env e1
        let t2, s2 = typeinfer_expr env e2
        let s4 = unify t1 TyBool
        match e3o with
        | None -> let s5 = unify t2 TyUnit
                  let tot = compose_subst (compose_subst (compose_subst s5 s4) s2) s1
                  (apply_subst t2 s5, tot)

        | Some ex -> let t3, s3 = typeinfer_expr env ex
                     let s5 = unify t2 t3
                     let tot = compose_subst (compose_subst (compose_subst (compose_subst s5 s4) s3) s2) s1
                     (apply_subst t2 s5, tot)

    | Tuple es ->
        let t = List.map (typeinfer_expr env) es
        let comp = tupleMap t
        let typL =  tupleMap2 t
        let typ = TyTuple(List.map (apply_subst_helper comp) typL)
        (typ,comp)

    | BinOp(e1, op, e2) ->
        typeinfer_expr env (App (App (Var op, e1), e2))

    | BinOp (_, op, _) -> unexpected_error "typecheck_expr: unsupported binary operator (%s)" op
        
    | UnOp(op, e) ->
        typeinfer_expr env (App (Var op, e))

    | UnOp (op, _) -> unexpected_error "typeinfer_expr: unsupported unary operator (%s)" op

    | _ -> unexpected_error "typeinfer_expr: unsupported expression: %s [AST: %A]" (pretty_expr e) e

我想解釋一下為什么當我啟動程序並在 shell 中寫入以下行時：

let test = fun x -> x;;

類型推斷返回的類型是'b ->'b而不是'a ->' a 。

這可能是因為在類型推斷過程中，lamba 和 var 調用了 function generate_fresh_variable () 兩次，但我想了解如何使其作為類型'a ->' a 出現？

顯然我接受關於如何改進代碼以及如何更好地實現算法的建議，我為我缺乏經驗而道歉，但這是我第一次看 F# 和類型推斷。

Answer 1

我的猜測是您在這個表達式之前推斷了另一個表達式的類型，這導致變量 counter 遞增。 例如，考慮以下測試代碼：

let test () =
    let lambda = Lambda ("x", None, Var "x")   // fun x -> x
    let ty, subs = typeinfer_expr [] lambda
    pretty_ty ty |> printfn "%s"

test ()   // 'a -> 'a
test ()   // 'b -> 'b
test ()   // 'c -> 'c

請注意，每次測試運行時都會生成一個新的類型變量。 也許您需要一種方法來重置調用之間的計數器？ 或者，更好的是，看看您是否可以完全消除generate_fresh_variable中的副作用。