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January 20, 2015 02:44
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Needleman-Wunsch algorithm in Python
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#!/usr/bin/env python | |
# -*- coding: utf-8 -*- | |
"""Needleman-Wunsch algorithm""" | |
from __future__ import print_function, unicode_literals | |
import sys | |
score_match = 2 | |
score_miss = -1 | |
score_gap = -2 | |
def _traceback(t, r, str1, str2, x, y, s1='', s2=''): | |
if x > 0 or y > 0: | |
c = t[y][x] | |
u = c == (t[y - 1][x] + score_gap) | |
l = c == (t[y][x - 1] + score_gap) | |
b = str1[x - 1] == str2[y - 1] | |
ul = c == (t[y - 1][x - 1] + score_match if b else score_miss) | |
if ul: | |
_traceback(t, r, str1, str2, | |
x - 1, y - 1, str1[x - 1] + s1, str2[y - 1] + s2) | |
if l: | |
_traceback(t, r, str1, str2, | |
x - 1, y, str1[x - 1] + s1, '-' + s2) | |
if u: | |
_traceback(t, r, str1, str2, | |
x, y - 1, '-' + s1, str2[y - 1] + s2) | |
else: | |
r.append((s1, s2)) | |
def diff(str1, str2): | |
# Initialization | |
l1 = len(str1) + 1 | |
l2 = len(str2) + 1 | |
t = [[0 for _ in range(l1)] for _ in range(l2)] | |
for i in range(l1): | |
t[0][i] = score_gap * i | |
for i in range(l2): | |
t[i][0] = score_gap * i | |
# Calc | |
for y in range(1, l2): | |
for x in range(1, l1): | |
b = str1[x - 1] == str2[y - 1] | |
t[y][x] = max( | |
t[y][x - 1] + score_gap, | |
t[y - 1][x] + score_gap, | |
t[y - 1][x - 1] + score_match if b else score_miss) | |
score = t[l2 - 1][l1 - 1] | |
# Traceback | |
results = [] | |
_traceback(t, results, str1, str2, x, y) | |
# Result | |
#from pprint import pprint | |
#pprint(t) | |
print("Score: {0}".format(score)) | |
for i, result in enumerate(results): | |
print("Result {0}:\n{1}\n{2}".format(i + 1, result[0], result[1])) | |
if __name__ == '__main__': | |
if len(sys.argv) < 3: | |
print("arguments missing", file=sys.stderr) | |
sys.exit(1) | |
if sys.version_info[0] >= 3: | |
args = sys.argv[1:3] | |
else: | |
args = map(lambda s: s.decode('utf-8'), sys.argv[1:3]) | |
diff(*args) |
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