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Copy pathCYK.py
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326 lines (284 loc) · 9.52 KB
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import sys
import string
import re
#import itertools
import nltk
class ConvertCNF():
def __init__(self, rules, startSymbol):
self.rules = rules
self.startSymbol = startSymbol
self.terminal = {}
self.temp_list = {}
self.eliminateEpsilon()
self.eliminateVariableUnit()
self.moveTerminalToUnit()
self.replaceLongProd()
self.startSymbolAdd()
def startSymbolAdd(self):
for item in self.rules[self.startSymbol]:
if self.startSymbol in item:
prev_start = self.startSymbol
while self.startSymbol in self.rules:
self.startSymbol = self.startSymbol+'0'
self.rules[self.startSymbol] = self.rules[prev_start]
else:
pass
def eliminateEpsilon(self):
for key,value in self.rules.items():
if 'ε' in value:
for key2, value2 in self.rules.items():
if key in str(value2):
if key in value2:
#self.rules[key2].append('ε')
self.rules[key2] = self.rules[key2] + self.rules[key]
self.rules[key2].remove('ε')
else:
for item in value2:
new_prod = self.createProdCombinations(item, key, item.count(key))
self.rules[key2] = self.rules[key2] + new_prod
self.rules[key] = list(set(self.rules[key]))
self.rules[key].remove('ε')
for key, value in self.rules.items():
for i in range(len(value)):
self.rules[key][i] = self.rules[key][i].strip()
for key, value in self.rules.items():
value = set(value)
value = list(value)
self.rules[key] = value
#print("After Epsilon Elimination: ")
#print(self.rules)
def createProdCombinations(self, item, nonterminal, count):
numset = 1 << count
new_prods = []
for i in range(numset):
nth_nt = 0
new_prod = ''
for s in item:
if s == nonterminal:
if i & (1 << nth_nt):
new_prod = new_prod+s
nth_nt += 1
else:
new_prod = new_prod+s
new_prods.append(new_prod)
return new_prods
def eliminateVariableUnit(self):
for key, value in self.rules.copy().items():
flag=0
for key2, value2 in self.rules.copy().items():
if key in str(value2):
if key in value2 and key==key2:
self.rules[key].remove(key)
if key in value2:
self.rules[key2] = self.rules[key2] + self.rules[key]
self.rules[key2].remove(key)
for c in value2:
if key in c:
if key==c and flag!=2:
flag=1
else:
flag=2
break
#print(flag)
if flag==1 and key!=self.startSymbol:
self.rules.pop(key, None)
#print("After eliminate variable unit")
#print(self.rules)
def replaceLongProd(self):
for key, value in self.rules.items():
for i in range(len(value)):
self.rules[key][i] = re.sub(' +',' ',value[i])
for key, value in self.rules.copy().items():
for key2, value2 in self.rules.copy().items():
if key!=key2:
for i in range(len(value)):
for j in range(len(value2)):
if value2[j] in value[i] and len(value2)==1:
#print(value2)
if len(value2[j].split(" "))!=2:
self.rules[key][i]=self.rules[key][i].replace(value2[j], key2)
#pass
for key, value in self.rules.copy().items():
for i in range(len(value)):
if value[i] in self.rules:
if all( tkey.startswith("'") for tkey in self.rules[value[i]]):
self.rules[key][i] = self.rules[key][i].replace(value[i],self.rules[value[i]][0] )
for key, value in self.rules.copy().items():
for i in range(len(value)):
splitted = value[i].split(" ")
while len(self.rules[key][i].split(" "))>2:
item = self.getNewNTSymbol()
if self.rules[key][i].split(" ")[0]+" "+self.rules[key][i].split(" ")[1] not in self.temp_list:
self.temp_list[self.rules[key][i].split(" ")[0]+" "+self.rules[key][i].split(" ")[1]] = item
self.rules[self.temp_list[self.rules[key][i].split(" ")[0]+" "+self.rules[key][i].split(" ")[1]]] = [self.rules[key][i].split(" ")[0]+" "+self.rules[key][i].split(" ")[1]]
self.rules[key][i] = self.rules[key][i].replace(self.rules[key][i].split(" ")[0]+" "+self.rules[key][i].split(" ")[1], self.temp_list[self.rules[key][i].split(" ")[0]+" "+self.rules[key][i].split(" ")[1]])
def getNewNTSymbol(self):
nt = list(string.ascii_uppercase)
new_nt = ''
for item in nt:
if item in self.rules:
continue
else:
new_nt = item
break
return new_nt
def moveTerminalToUnit(self):
for key, value in self.rules.items():
for i in range(len(value)):
if re.compile(r'\'+\w+\'').search(value[i]) and any(c in value[i] for c in self.rules):
match = re.findall(r'\'+\w+\'', value[i])
for i in match:
self.terminal[i] = key
for item, value in self.terminal.items():
dict_new_nt = item.upper()
dict_new_nt = dict_new_nt.replace("'","")
while dict_new_nt in self.rules:
dict_new_nt = self.getNewNTSymbol()
self.rules[dict_new_nt] = [item]
self.terminal[item] = dict_new_nt
#print("After move terminal to unit:")
#print(self.rules)
class CYK():
def __init__(self, path, string_path):
self.temp_table = []
self.path = path
self.string_path = string_path
self.startSymbol = ''
self.rules = {}
self.words = []
print("\nInput Grammar:")
self.readGrammar()
self.readString()
self.converted= ConvertCNF(self.rules, self.startSymbol)
i=1
for item in self.words:
self.word = item
print("\n"+str(i)+"----------------------------")
print("\nFinal Grammar:")
i+=1
self.readOutput()
print(self.word)
self.parser()
def readGrammar(self):
f = open(self.path)
self.startSymbol = f.readline().rstrip()
for content in f:
print(content.strip("\n"))
content = content.rstrip()
rule = content.split(" -> ")
if rule[0] not in self.rules:
self.rules[rule[0]] = rule[1].split(" | ")
else:
self.rules[rule[0]] += (rule[1].split(" | "))
def readString(self):
f = open(self.string_path)
for content in f:
content = content.rstrip()
self.words.append(content)
def readOutput(self):
str1=''
for key, value in self.converted.rules.items():
str1 += str(key) + " -> "+ ' | '.join(map(str, value))+'\n'
#print( key + " -> "+ ' | '.join(map(str, value))
print(str1)
groucho_grammar = nltk.CFG.fromstring(str1)
sent = self.word.split(" ")
parser = nltk.ChartParser(groucho_grammar)
print("\nParse Tree:")
for tree in parser.parse(sent):
print(tree)
def parser(self):
self.copy_table = []
wordList = self.word.split(" ")
length = len(wordList)
#print(length)
self.parse_table = [[[] for x in range(length - y)] for y in range(length)]
for i, word in enumerate(wordList):
for key, value in self.converted.rules.items():
for item in value:
if item== "'"+word+"'":
self.parse_table[0][i].append(key)
self.copy_table.append((key, item))
i=0
for possible_words in range(2, length + 1):
for current_cell in range(0, length - possible_words + 1):
for left_side in range(1, possible_words):
right_side = possible_words - left_side
left_cell = self.parse_table[left_side - 1][current_cell]
right_cell = self.parse_table[right_side - 1][current_cell + left_side]
left_flag=0
right_flag=0
for key, value in self.converted.rules.items():
for item in value:
subitem = item.split(" ")
for left in left_cell:
if left==subitem[0]:
left_flag=1
for right in right_cell:
if right==subitem[1]:
right_flag=1
if left_flag==1 and right_flag==1:
print(key)
self.parse_table[possible_words - 1][current_cell].append(key)
self.copy_table.append((key, [subitem[0], subitem[1]], (left_side - 1, current_cell), (right_side - 1, current_cell + left_side), (possible_words - 1, current_cell) ))
left_flag=0
right_flag=0
#self.copy_table = self.parse_table
for item in self.copy_table:
if item[0] != self.startSymbol:
if all(item[0] not in item2[1] for item2 in self.copy_table):
self.copy_table.remove(item)
print("\nCKY Chart")
for item in reversed(self.parse_table):
print(' __ '.join(map(str, item)))
print(" ____ ".join(map(str, self.word.split(" "))))
if self.parse_table[-1][0]:
if self.startSymbol in self.parse_table[-1][0]:
#print("\n")
self.copy_table = self.copy_table[::-1]
#print("\n")
self.copy_table_reversed = self.copy_table[::-1]
print("----")
print(self.copy_table_reversed)
print("----")
a = self.generate_tree(self.copy_table[0])
print("Parse Tree:")
print(a)
#for item in self.copy_table:
# print(item)
print("\nAccepted String")
else:
print("\nRejected String")
def generate_tree(self, node):
#print(node)
if isinstance(self.find(self.copy_table, node)[1], (list,)):
item = self.find(self.copy_table, node)[1]
item_x = self.find(self.copy_table, node)[2]
item_y = self.find(self.copy_table, node)[3]
if item_x[0]==0:
x=self.copy_table_reversed[item_x[1]]
else:
x=self.find_tuple(self.copy_table, item_x)
if item_y[0]==0:
y=self.copy_table_reversed[item_y[1]]
else:
y=self.find_tuple(self.copy_table, item_y)
return (node[0], self.generate_tree(x), self.generate_tree(y))
else:
return (node[0], self.find(self.copy_table, node)[1])
def find_tuple(self, list_of_tuples, value):
val = []
for x in list_of_tuples:
if x[4]==value:
val = x
break
return val
def find(self, list_of_tuples, value):
val = []
for x in list_of_tuples:
if x==value:
val = x
break
return val
if __name__ == "__main__":
CYK(sys.argv[1], sys.argv[2])