This small package offers a function and a macro to memoize Nim functions.
If f(a: A): B is a function, one can obtain a memoized version of f by doing
import memo
let g = memoize(f)
g will then be equivalent to f (modulo side effects), but results of calling g will be cached. The function memoize can be used on any function, but will not handle correctly recursive functions, as self calls of f, both direct and indirect, will still keep refering to the non-memoize version of f.
If you have access to the definition of f, one can do better with the memoized macro. Usage is as follows:
import memo
proc f(a: A): B {.memoized.} =
...
Then f will be memoized and recursive calls will be handled correctly (both direct self-recursion and mutual recursion).
import memo
proc fib(n : int) : int {.memoized.} =
if n < 2: n
else: fib(n-1) + fib(n-2)
when isMainModule:
echo fib(40)
This small program returns very fast, while without the memoized pragma, it takes a few seconds before producing a result. For an example of mutual recursive functions
import memo
proc fib(n : int) : int
proc fib1(n : int) : int {.memoized.} =
if n < 2: n
else: fib(n-1) + fib(n-2)
proc fib(n : int) : int {.memoized.} =
if n < 2: n
else: fib1(n-1) + fib1(n-2)
when isMainModule:
echo fib(80)
- one can only memoize functions of a single argument, altough one can convert any function in this form by using a tuple argument
- the argument type has to implement
hash, since it will be used as key in a hashtable
An example of the first issue would be memoizing the Levenshtein distance for strings, as it is a function of two arguments. It can be done like this:
import memo
template tail(s: string): string = s[1 .. s.high]
template head(s: string): char = s[0]
proc lev(t: tuple[a, b: string]): int {.memoized.} =
let (a, b) = t
if a.len == 0: return b.len
if b.len == 0: return a.len
let
d1 = lev((a.tail, b)) + 1
d2 = lev((a, b.tail)) + 1
d3 = lev((a.tail, b.tail)) + (if a.head == b.head: 0 else: 1)
return min(min(d1, d2), d3)
proc levenshtein(a, b: string): int = lev((a, b))
when isMainModule:
echo levenshtein("submarine", "subreddit")