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author | William Carroll <wpcarro@gmail.com> | 2020-01-15T14·25+0000 |
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committer | William Carroll <wpcarro@gmail.com> | 2020-01-15T14·25+0000 |
commit | d4d8397e5ffe6734ed5861e48ce475848956a3fe (patch) | |
tree | 7f0f8563750a2084ad9a4b9908cbb5316fe6bf10 /data_structures_and_algorithms/balanced-binary-tree.py | |
parent | b4ee283b23b8a85c75339e07b0adf43d1c3ca770 (diff) |
Add InterviewCake.com examples
Adds some of the code I generated while studying for a role transfer at Google using the fantastic resource, InterviewCake.com. This work predates the mono-repo. I should think of ways to DRY up this code and the code in crack_the_coding_interview, but I'm afraid I'm creating unnecessary work for myself that way.
Diffstat (limited to 'data_structures_and_algorithms/balanced-binary-tree.py')
-rw-r--r-- | data_structures_and_algorithms/balanced-binary-tree.py | 145 |
1 files changed, 145 insertions, 0 deletions
diff --git a/data_structures_and_algorithms/balanced-binary-tree.py b/data_structures_and_algorithms/balanced-binary-tree.py new file mode 100644 index 000000000000..01fd965fd540 --- /dev/null +++ b/data_structures_and_algorithms/balanced-binary-tree.py @@ -0,0 +1,145 @@ +import unittest +from itertools import combinations + + +def balanced(xs): + """Return True if `xs` contains no two values that differ by more than + one.""" + if len(xs) == 0 or len(xs) == 1: + return True + if len(xs) == 2: + return math.abs(xs[0] - xs[1]) <= 1 + else: + pass + + +def is_leaf(node): + return node.left is None and node.right is None + + +def is_balanced(tree_root): + """Returns True if the difference between the depths of any two leaf nodes + does not exceed 1.""" + depths = set() + populate_depths(tree_root, 0, depths) + + # cartesian product - only the top half + for diff in set(abs(a - b) for a, b in combinations(depths, 2)): + if diff > 1: + return False + + return True + + +def populate_depths(node, depth, depths): + if is_leaf(node): + depths.add(depth) + else: + if node.left is not None: + populate_depths(node.left, depth + 1, depths) + if node.right is not None: + populate_depths(node.right, depth + 1, depths) + + +################################################################################ +# Tests +################################################################################ +class Test(unittest.TestCase): + class BinaryTreeNode(object): + def __init__(self, value): + self.value = value + self.left = None + self.right = None + + def insert_left(self, value): + self.left = Test.BinaryTreeNode(value) + return self.left + + def insert_right(self, value): + self.right = Test.BinaryTreeNode(value) + return self.right + + def test_full_tree(self): + tree = Test.BinaryTreeNode(5) + left = tree.insert_left(8) + right = tree.insert_right(6) + left.insert_left(1) + left.insert_right(2) + right.insert_left(3) + right.insert_right(4) + result = is_balanced(tree) + self.assertTrue(result) + + def test_both_leaves_at_the_same_depth(self): + tree = Test.BinaryTreeNode(3) + left = tree.insert_left(4) + right = tree.insert_right(2) + left.insert_left(1) + right.insert_right(9) + result = is_balanced(tree) + self.assertTrue(result) + + def test_leaf_heights_differ_by_one(self): + tree = Test.BinaryTreeNode(6) + left = tree.insert_left(1) + right = tree.insert_right(0) + right.insert_right(7) + result = is_balanced(tree) + self.assertTrue(result) + + def test_leaf_heights_differ_by_two(self): + tree = Test.BinaryTreeNode(6) + left = tree.insert_left(1) + right = tree.insert_right(0) + right_right = right.insert_right(7) + right_right.insert_right(8) + result = is_balanced(tree) + self.assertFalse(result) + + def test_three_leaves_total(self): + tree = Test.BinaryTreeNode(1) + left = tree.insert_left(5) + right = tree.insert_right(9) + right.insert_left(8) + right.insert_right(5) + result = is_balanced(tree) + self.assertTrue(result) + + def test_both_subtrees_superbalanced(self): + tree = Test.BinaryTreeNode(1) + left = tree.insert_left(5) + right = tree.insert_right(9) + right_left = right.insert_left(8) + right.insert_right(5) + right_left.insert_left(7) + result = is_balanced(tree) + self.assertFalse(result) + + def test_both_subtrees_superbalanced_two(self): + tree = Test.BinaryTreeNode(1) + left = tree.insert_left(2) + right = tree.insert_right(4) + left.insert_left(3) + left_right = left.insert_right(7) + left_right.insert_right(8) + right_right = right.insert_right(5) + right_right_right = right_right.insert_right(6) + right_right_right.insert_right(9) + result = is_balanced(tree) + self.assertFalse(result) + + def test_only_one_node(self): + tree = Test.BinaryTreeNode(1) + result = is_balanced(tree) + self.assertTrue(result) + + def test_linked_list_tree(self): + tree = Test.BinaryTreeNode(1) + right = tree.insert_right(2) + right_right = right.insert_right(3) + right_right.insert_right(4) + result = is_balanced(tree) + self.assertTrue(result) + + +unittest.main(verbosity=2) |