from functools import wraps def recurrence_memo(initial): """ Memo decorator for sequences defined by recurrence Examples ======== >>> from sympy.utilities.memoization import recurrence_memo >>> @recurrence_memo([1]) # 0! = 1 ... def factorial(n, prev): ... return n * prev[-1] >>> factorial(4) 24 >>> factorial(3) # use cache values 6 >>> factorial.cache_length() # cache length can be obtained 5 >>> factorial.fetch_item(slice(2, 4)) [2, 6] """ cache = initial def decorator(f): @wraps(f) def g(n): L = len(cache) if n < L: return cache[n] for i in range(L, n + 1): cache.append(f(i, cache)) return cache[-1] g.cache_length = lambda: len(cache) g.fetch_item = lambda x: cache[x] return g return decorator def assoc_recurrence_memo(base_seq): """ Memo decorator for associated sequences defined by recurrence starting from base base_seq(n) -- callable to get base sequence elements XXX works only for Pn0 = base_seq(0) cases XXX works only for m <= n cases """ cache = [] def decorator(f): @wraps(f) def g(n, m): L = len(cache) if n < L: return cache[n][m] for i in range(L, n + 1): # get base sequence F_i0 = base_seq(i) F_i_cache = [F_i0] cache.append(F_i_cache) # XXX only works for m <= n cases # generate assoc sequence for j in range(1, i + 1): F_ij = f(i, j, cache) F_i_cache.append(F_ij) return cache[n][m] return g return decorator