Initial commit
This commit is contained in:
34
python/Algorithms/string_distances.py
Normal file
34
python/Algorithms/string_distances.py
Normal file
@@ -0,0 +1,34 @@
|
||||
# https://en.wikipedia.org/wiki/Levenshtein_distance
|
||||
import time
|
||||
import random
|
||||
|
||||
|
||||
def levenstein_distance(a, b):
|
||||
m = len(a)
|
||||
n = len(b)
|
||||
dp = [[0] * (n + 1) for i in range(m + 1)]
|
||||
for i in range(m + 1):
|
||||
dp[i][0] = i
|
||||
for j in range(n + 1):
|
||||
dp[0][j] = j
|
||||
for i in range(m):
|
||||
for j in range(n):
|
||||
if a[i] == b[j]:
|
||||
dp[i + 1][j + 1] = dp[i][j]
|
||||
else:
|
||||
dp[i + 1][j + 1] = 1 + min(dp[i][j], dp[i + 1][j], dp[i][j + 1])
|
||||
return dp[m][n]
|
||||
|
||||
|
||||
def test():
|
||||
start = time.time()
|
||||
print(levenstein_distance('abc', 'ab'))
|
||||
print(levenstein_distance(random_string(1000), random_string(1000)))
|
||||
print(time.time() - start)
|
||||
|
||||
|
||||
def random_string(len):
|
||||
return ''.join(random.choice('ab') for _ in range(len))
|
||||
|
||||
|
||||
test()
|
||||
Reference in New Issue
Block a user