[Haskell-cafe] memoizing with a default
Levent Erkok
erkokl at gmail.com
Wed Dec 14 09:04:34 UTC 2016
Hi Michael:
This is an interesting question, and I think you might indeed be able to
"hack" into the recursive calls if you are willing to be explicit with your
fixed-point calculation. Note that you'll have to *do* the work of keeping
track of "visited" nodes, so to speak; there's no free lunch. But the
construction of the table in a monadic form can be incorporated using
what's known as "monadic memoization mixins." See this paper by Brown and
Cook for details:
https://www.cs.utexas.edu/users/wcook/Drafts/2009/sblp09-memo-mixins.pdf
The idea is to detour through a memo-routine before each recursive call to
do the bookkeeping necessary. The underlying monad keeps track of the data
you are memoizing.
However, before diving into memo-mixins, you might want to just implement
the algorithm keeping track of a "visited" table in the monadic style, just
to appreciate what the mixins will buy you. For fun, I coded your minimize
example in idiomatic Haskell here:
https://gist.github.com/LeventErkok/615afe9a0e24249daedab3c623241275
Enjoy,
-Levent.
On Sat, Dec 10, 2016 at 8:50 AM, Michael George <mdgeorge at cs.cornell.edu>
wrote:
> I've come across a slight variant of memoization and I'm curious if either
> there is a better way to think about (I have yet to reach Haskell
> Enlightement), or if it's been thought about before.
>
> I'm writing a program that does DFA minimization, as described here:
> https://www.tutorialspoint.com/automata_theory/dfa_minimization.htm.
>
> For me, the simplest way to understand the algorithm is we form an
> equivalence relation, where two states are different if either one is final
> and the other isn't, or if there are transitions from them to states that
> are different.
>
> different a b = isFinal a && not (isFinal b) || isFinal b && not (isFinal
> a) || exists chars (\c -> different (step a c) (step b c))
>
> This definition diverges; it never decides that two states are the same.
> The standard algorithm builds a table, starting with the assumption that
> all states are the same, and iteratively applying this definition until it
> converges.
>
> I'm thinking of that algorithm as a memoized version of the implementation
> of different above. But it's not quite:
>
> different = memoFix2 different' where
> different' different'' a b = isFinal a && not (isFinal b) || isFinal b
> && not (isFinal a) || exists chars (\c -> different'' (step a c) (step b c))
>
> for the same reason; it diverges. But with memoization I can detect the
> diversion by putting a marker in the memo table. If the computation makes
> a recursive call on an input that is started but not computed, then (in
> this case) I want to return false.
>
> In general, I think what I want is
>
> memoFixWithDefault :: (a -> b) -> ((a->b) -> (a -> b)) -> (a -> b)
>
> Where (memoFixWithDefault default f) is like (memoFix f) except that if
> (memoFix f a) would loop, then (memoFixWithDefault default f a) = default a.
>
>
> I suspect there's a nice denotational way of describing this, but my
> denotational semantics is rusty (maybe it's the least fixed point of f that
> is greater than g or something, but that's not it). I suspect that there
> needs to be a nice relationship between f and g for memoFixWithDefault f g
> to be sensible. I also suspect that there's a cute 3-line implementation
> like all the other implementations of memoize out there, but I don't see
> it. I also suspect that depth-first search has a cute implementation using
> this combinator.
>
> So I was wondering if other people had thoughts or references before I
> went off and thought about it.
>
> Thanks!
>
> -M
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