from sympy.strategies.tree import treeapply, greedy, allresults, brute from functools import partial, reduce def inc(x): return x + 1 def dec(x): return x - 1 def double(x): return 2 * x def square(x): return x**2 def add(*args): return sum(args) def mul(*args): return reduce(lambda a, b: a * b, args, 1) def test_treeapply(): tree = ([3, 3], [4, 1], 2) assert treeapply(tree, {list: min, tuple: max}) == 3 assert treeapply(tree, {list: add, tuple: mul}) == 60 def test_treeapply_leaf(): assert treeapply(3, {}, leaf=lambda x: x**2) == 9 tree = ([3, 3], [4, 1], 2) treep1 = ([4, 4], [5, 2], 3) assert treeapply(tree, {list: min, tuple: max}, leaf=lambda x: x + 1) == \ treeapply(treep1, {list: min, tuple: max}) def test_treeapply_strategies(): from sympy.strategies import chain, minimize join = {list: chain, tuple: minimize} assert treeapply(inc, join) == inc assert treeapply((inc, dec), join)(5) == minimize(inc, dec)(5) assert treeapply([inc, dec], join)(5) == chain(inc, dec)(5) tree = (inc, [dec, double]) # either inc or dec-then-double assert treeapply(tree, join)(5) == 6 assert treeapply(tree, join)(1) == 0 maximize = partial(minimize, objective=lambda x: -x) join = {list: chain, tuple: maximize} fn = treeapply(tree, join) assert fn(4) == 6 # highest value comes from the dec then double assert fn(1) == 2 # highest value comes from the inc def test_greedy(): tree = [inc, (dec, double)] # either inc or dec-then-double fn = greedy(tree, objective=lambda x: -x) assert fn(4) == 6 # highest value comes from the dec then double assert fn(1) == 2 # highest value comes from the inc tree = [inc, dec, [inc, dec, [(inc, inc), (dec, dec)]]] lowest = greedy(tree) assert lowest(10) == 8 highest = greedy(tree, objective=lambda x: -x) assert highest(10) == 12 def test_allresults(): # square = lambda x: x**2 assert set(allresults(inc)(3)) == {inc(3)} assert set(allresults([inc, dec])(3)) == {2, 4} assert set(allresults((inc, dec))(3)) == {3} assert set(allresults([inc, (dec, double)])(4)) == {5, 6} def test_brute(): tree = ([inc, dec], square) fn = brute(tree, lambda x: -x) assert fn(2) == (2 + 1)**2 assert fn(-2) == (-2 - 1)**2 assert brute(inc)(1) == 2