Created
October 24, 2012 17:10
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Cocke-Kasami-Younger (CKY) algorithm
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import collections | |
def build(CNF): | |
G = collections.defaultdict(list) | |
for left, right in CNF: | |
G[right].append(left) | |
return G | |
def cky(G, W): | |
T = [[[] for j in range(len(W)+1)] for i in range(len(W))] | |
for j in range(1, len(W)+1): | |
T[j-1][j] += G.get(W[j-1], []) | |
print "[%d,%d]: %r" % (j-1, j, G.get(W[j-1])) | |
for i in range(j-2, -1, -1): | |
for k in range(i+1, j): | |
for x in T[i][k]: | |
for y in T[k][j]: | |
T[i][j] += G.get((x,y), []) | |
print "[%d,%d]: %r (%s [%d,%d] and %s [%d,%d])" % ( | |
i,j,G.get((x,y)),x,i,k,y,k,j) | |
return T | |
if __name__ == '__main__': | |
CNF = ( | |
('S', ('NP','VP')), | |
('S', ('VP','NP')), | |
('VP', 'time'), | |
('VP', 'flies'), | |
('VP', 'like'), | |
('VP', 'arrow'), | |
('VP', ('Verb','NP')), | |
('VP', ('VP','PP')), | |
('NP', 'time'), | |
('NP', 'flies'), | |
('NP', 'arrow'), | |
('NP', ('Det','NP')), | |
('NP', ('Noun','NP')), | |
('NP', ('NP','PP')), | |
('PP', ('Preposition','NP')), | |
('Noun', 'time'), | |
('Noun', 'flies'), | |
('Noun', 'arrow'), | |
('Verb', 'time'), | |
('Verb', 'flies'), | |
('Verb', 'like'), | |
('Verb', 'arrow'), | |
('Preposition', 'like'), | |
('Det', 'an'), | |
) | |
G = build(CNF) | |
T = cky(G, ('time', 'flies', 'like', 'an', 'arrow')) |
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