Fibonacci Numbers with Automatic Dynamic Programming

Revision as of 11:05, 23 July 2014 by Michael Leuschel (talk | contribs)
(diff) ← Older revision | Latest revision (diff) | Newer revision → (diff)

In this example we show how one can encode the Fibonacci problem in such a way that you get dynamic programming automatically when using ProB to solve the encoding:

MACHINE Fibonacci_Dynamic_Programming
/* an encoding of Fibonacci where we get dynamic programming for free from ProB */
DEFINITIONS
  DOM == INTEGER; /* INTEGER : For ProB no restriction necessary; for Kodkod yes */
CONSTANTS n, fib, sol
PROPERTIES
  fib : 0..n --> DOM &
  fib(0) = 1 & fib(1) = 1 &
  !x.(x:2..n => fib(x) = fib(x-1) + fib(x-2))

  & n = 200 & sol = fib(n)
END

Runtimes on a 1.7 GHz i7 Mac Book Air with ProB 1.4.0-rc2, where we have also used our Kodkod backend with minSAT for comparison. For Kodkod to be applicable, we had to constrain the domain DOM of possible Fibonacci numbers as indicated below:

 n     DOM      ProB    Kodkod      -> Result Fib(n)
 10    1..100   0.01    1.93 sec
 11    1..200   0.01    5.15 sec

 10    INTEGER  0.01    impossible
 20    INTEGER  0.01    impossible  -> 10946
 40    INTEGER  0.01    impossible  -> 165580141
100    INTEGER  0.02    impossible  -> 573147844013817084101
200    INTEGER  0.06    impossible  -> 453973694165307953197296969697410619233826

How does it work

[TODO: insert explanation]