Some types of constraints force brute-force searches, for example if the MD5 sum of the list needs to match a particular value then there is little that we can do without trying every possible list of permutations. Some constraints allow faster, but still intractable, searches that grow exponentially with the size of the problem (knapsack problems fall into this category). In this riddle, we have 15 simple constraints; some can even be applied to individual permutations (e.g. "The Norwegian lives in the first house."). A straightforward solution thus presents itself to us. Here is the entire solution in Python:
from itertools import permutations as perms
for brit, swede, dane, norwegian, german in perms(range(5)):
if norwegian != 0: continue
for red, green, white, yellow, blue in perms(range(5)):
if brit != red: continue
if green != white - 1: continue
if norwegian not in [blue-1, blue+1]: continue
for tea, coffee, milk, beer, water in perms(range(5)):
if milk != 2: continue
if dane != tea: continue
if green != coffee: continue
for pallmall, dunhill, marlboro, winfield, rothmans in perms(range(5)):
if dunhill != yellow: continue
if winfield != beer: continue
if rothmans != german: continue
if marlboro not in [water-1, water+1]: continue
for dogs, birds, cats, horses, fish in perms(range(5)):
if swede != dogs: continue
if pallmall != birds: continue
if marlboro not in [cats-1, cats+1]: continue
if dunhill not in [horses-1, horses+1]: continue
nation = {brit: "Brit", swede: "Swede", dane: "Dane",
norwegian: "Norwegian", german: "German"}
print "The {} owns the fish".format(nation[fish])
On my old laptop this solution runs in 0.023 seconds of real time using Python 2.7. I haven't tried it using Pypy. Notice that in order to cut off branches of the search space as soon as possible, I introduce the tests for the constraints as soon as possible while generating the permutations. This is standard Python and only needs one function (permutations) from the standard library.