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More problems with memoization
- Diego Olivier FERNANDEZ PONS
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Date: | 2006-09-30 (18:21) |
From: | Diego Olivier FERNANDEZ PONS <diego.fernandez_pons@e...> |
Subject: | More problems with memoization |
Bonjour, I wrote the following (classical) memoized code for the fibonacci function and I have been unsuccessfully trying to generalize it with a higher order function. let rec fib = function | 0 -> 0 | 1 -> 1 | n -> fib_mem (n - 1) + fib_mem (n - 2) and fib_mem = let table = ref [] in function n -> try List.assoc n !table with Not_found -> let f_n = fib n in table := (n, f_n) :: !table; f_n # val fib : int -> int = <fun> # val fib_mem : int -> int = <fun> It works: fib 35 answers instantaneously. Now I want to achieve the same result with a higher order function [make_memo] and apply it to fib let make_mem = function f -> let table = ref [] in function n -> try List.assoc n !table with Not_found -> let f_n = f n in table := (n, f_n) :: !table; f_n #val make_mem : ('a -> 'b) -> 'a -> 'b Very well. Notice that it has one less parameter than the code posted by Andrej Bauer which has type memo_rec : (('a -> 'b) -> 'a -> 'b) -> 'a -> 'b. The only difference is the line let f_n = f n in ... with respect to let f_n = f g n in ... where g is the anonymous function itself in the same way Bauer's [fib_memo] uses an extra parameter [self] let fib_memo = let rec fib self = function | 0 -> 1 | 1 -> 1 | n -> self (n - 1) + self (n - 2) in memo_rec fib Now I try to apply make_mem to but it does not work let rec fib = function | 0 -> 0 | 1 -> 1 | n -> fib_mem (n - 1) + fib_mem (n - 2) and fib_mem = make_mem fib # This kind of expression is not allowed as right-hand side of `let rec' Ok... usually one only need to expand to avoid the problem let rec fib = function | 0 -> 0 | 1 -> 1 | n -> fib_mem (n - 1) + fib_mem (n - 2) and fib_mem = function n -> let f = make_mem fib in f n # val fib : int -> int = <fun> # val fib_mem : int -> int = <fun> But know fib 35 takes several minutes to be computed ! I believe I understand why: I am computing a different fib_mem for each value of n and applying it just after, while I wanted a single fib_mem to be used for all computations. In the process, the tabulation vanishes. The only work around I found is to lift the table argument in [make_mem] let make_mem = fun table f -> function n -> try List.assoc n !table with Not_found -> let f_n = f n in table := (n, f_n) :: !table; f_n # val make_mem : ('a * 'b) list ref -> ('a -> 'b) -> 'a -> 'b = <fun> And build fib in the following way let fib_mem = function n -> let table = ref [] and fib = function | 0 -> 0 | 1 -> 1 | n -> fib_mem (n - 1) + fib_mem (n - 2) in make_mem table fib n # fib_mem 35: instantaneous The problem is that the memoization is much more intrusive, which is what I was trying to avoid. Diego Olivier