Created
March 18, 2016 20:28
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__author__ = 'alex' | |
def hamming(l1, l2): | |
distance = 0 | |
for i in range(len(l1)): | |
if l1[i] != l2[i]: | |
distance += 1 | |
return distance | |
def manhattan(l1, l2): | |
distance = 0 | |
for i in range(len(l1)): | |
distance += abs(l1[i] - l2[i]) | |
return distance | |
def levenshtein(l1, l2): | |
l1.insert(0, 0) | |
l2.insert(0, 0) | |
matrix = [] | |
for i in range(len(l2)): | |
matrix.append([0] * len(l1)) | |
for i in range(1, len(l1)): | |
matrix[0][i] = i | |
for i in range(1, len(l2)): | |
matrix[i][0] = i | |
for i in range(1, len(l2)): | |
for j in range(1, len(l1)): | |
cost = 0 if l2[i] == l1[j] else 1 | |
matrix[i][j] = min(matrix[i - 1][j] + 1, | |
matrix[i][j - 1] + 1, | |
matrix[i - 1][j - 1] + cost) | |
return matrix[len(l2) - 1][len(l1) - 1] | |
class Node: | |
def __init__(self, info, left=None, right=None): | |
self.info = info | |
self.left = left | |
self.right = right | |
def bfs(root): | |
q = [root] | |
sol = [] | |
while q: | |
node = q.pop(0) | |
sol.append(node.info) | |
if node.left: | |
q.append(node.left) | |
if node.right: | |
q.append(node.right) | |
return sol | |
def dfs(root): | |
stack = [root] | |
sol = [] | |
while stack: | |
node = stack.pop() | |
sol.append(node.info) | |
if node.right: | |
stack.append(node.right) | |
if node.left: | |
stack.append(node.left) | |
return sol | |
assert (hamming([1, 2, 3, 4], [5, 2, 7, 6]) == 3) | |
assert (hamming([5, 2, 3, 4], [5, 2, 6, 7]) == 2) | |
assert (hamming([1, 2, 3, 4], [1, 2, 3, 4]) == 0) | |
assert (hamming([5, 2, 3, 4], [5, 2, 6, 4]) == 1) | |
assert (hamming([5, 2, 3, 4], [1, 3, 4, 5]) == 4) | |
assert (manhattan([1, 2, 3, 4], [5, 2, 7, 6]) == 10) | |
assert (manhattan([1, 2, 3, 4], [5, 2, 7, 7]) == 11) | |
assert (manhattan([1, 2, 3, 4], [1, 2, 3, 4]) == 0) | |
assert (manhattan([1, 2, 3, 4], [2, 4, 6, 8]) == 10) | |
assert (manhattan([1, 2, 3, 4], [10, 10, 10, 10]) == 30) | |
assert (levenshtein([1, 2, 3, 4], [5, 2, 4]) == 2) | |
assert (levenshtein([1, 2, 3, 4], [9, 2, 4]) == 2) | |
assert (levenshtein([1, 2, 3, 4], [1, 2, 3, 4]) == 0) | |
assert (levenshtein([1, 2, 3, 4], []) == 4) | |
assert (levenshtein([1, 2, 3, 4], [1, 2, 3]) == 1) | |
tree = Node(6, Node(4, Node(3), Node(5)), Node(7)) | |
assert (bfs(tree) == [6, 4, 7, 3, 5]) | |
assert (dfs(tree) == [6, 4, 3, 5, 7]) | |
tree = Node(1, Node(2, Node(4, Node(7))), Node(3, Node(5), Node(6))) | |
assert (bfs(tree) == [1, 2, 3, 4, 5, 6, 7]) | |
assert (dfs(tree) == [1, 2, 4, 7, 3, 5, 6]) | |
tree = Node(2, Node(3, Node(5)), Node(4, Node(6))) | |
assert (bfs(tree) == [2, 3, 4, 5, 6]) | |
assert (dfs(tree) == [2, 3, 5, 4, 6]) | |
tree = Node(7, Node(6, Node(5), Node(4)), Node(3, Node(2))) | |
assert (bfs(tree) == [7, 6, 3, 5, 4, 2]) | |
assert (dfs(tree) == [7, 6, 5, 4, 3, 2]) | |
tree = Node(8, Node(5, Node(6)), Node(7, Node(3), Node(2))) | |
assert (bfs(tree) == [8, 5, 7, 6, 3, 2]) | |
assert (dfs(tree) == [8, 5, 6, 7, 3, 2]) |
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