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instance.py
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177 lines (158 loc) · 7.29 KB
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from parsers.utils import traverse, match_from_sub_span, replace_nodes,traverse_type
from nltk.corpus import wordnet
import random
import re
import string
def generate_random_word(min_length=1,max_length=10):
alphabet = string.ascii_uppercase + string.ascii_lowercase
word_length = random.randint(min_length,max_length)
random_word = ''
for _ in range(word_length):
random_word += random.choice(alphabet)
return random_word
class Instance:
def __init__(self,comment,code,parser):
self.code = code
self.comment = comment
self.parser = parser
self._update_node()
def semantic_reverse(self,default_comment=''):
def get_antonyms(word):
ant = []
for synset in wordnet.synsets(word):
for lemma in synset.lemmas():
if lemma.antonyms():
ant.extend(lemma.antonyms())
if len(ant) > 0:
return random.choice(ant).name()
else:
return None
if self.comment != '':
self._replace_comment(get_antonyms,default_comment)
def code_corrupting(self, word_list):
if self.node is not None:
named_leaf_nodes = [node for node in self.sub_nodes if len(node.children)==0 and node.is_named]
if len(word_list)<len(named_leaf_nodes):
word_list = [random.choice(word_list) for _ in named_leaf_nodes]
self.code = replace_nodes(self.node,self.code,named_leaf_nodes,random.sample(word_list,len(named_leaf_nodes)))
self._update_node()
else:
code = re.sub(r'[^a-zA-Z]',' ',self.code)
for word in set(code.split()):
self.code = self.code.replace(word,random.choice(word_list))
def code_renaming(self):
if self.node is not None:
named_leaf_nodes = [node for node in self.sub_nodes if len(node.children)==0 and node.is_named]
named_leaf_nodes_str = [match_from_sub_span(self.node,node,self.code) for node in named_leaf_nodes]
exist_words = set(named_leaf_nodes_str)
random_words = set()
while len(random_words)< len(exist_words):
random_words.add(generate_random_word())
vocab = {e:r for e,r in zip(exist_words,random_words)}
replaced_named_leaf_nodes_str = [vocab.get(s) for s in named_leaf_nodes_str]
self.code = replace_nodes(self.node,self.code,named_leaf_nodes,replaced_named_leaf_nodes_str)
self._update_node()
# raise ValueError
else:
raise NotImplementedError
def code_splicing(self,other_instances):
if self.node is not None:
blocks = []
traverse_type(self.node,blocks,'block')
if len(blocks[0].children) <= 2:
return
node_to_replace = blocks[0].children[1:-1]
available_code_strs = []
while len(available_code_strs) < len(node_to_replace):
ins = random.choice(other_instances)
ins_blocks = []
traverse_type(ins.node,ins_blocks,'block')
if len(ins_blocks[0].children) <= 2:
continue
sub_node = random.choice(ins_blocks[0].children[1:-1])
available_code_strs.append(match_from_sub_span(ins.node,sub_node,ins.code))
self.code = replace_nodes(self.node,self.code,node_to_replace,available_code_strs)
self._update_node()
else:
raise NotImplementedError
def insert_features(self,features):
# comment feature
if len(features) == 3:
feature1,feature2,feature3 = features
if self.comment == '':
self.comment = feature1['content']
else:
if feature1['level'] == 'character':
self._replace_comment(lambda x: ''.join(list(x).extend(list(feature1['content']))), None)
else:
self._replace_comment(lambda x: x + ' ' + feature1['content'], None)
else:
feature2,feature3 = features
# code feature
if self.node is None:
for feature in [feature2,feature3]:
if feature['level'] == 'sentence':
self._direct_insert_into_code(feature['content'])
elif feature['level'] == 'word':
self._direct_insert_into_code(f"self.{feature['content']}();")
else:
named_leaf_nodes = [node for node in self.sub_nodes if len(node.children)==0 and node.is_named]
final_features = []
final_nodes = []
for feature in [feature2,feature3]:
if feature['level'] == 'sentence':
feature_node = self.parser.parse_single_row_str(feature['content'])
if feature_node:
available_sub_nodes = []
for sub_node in self.sub_nodes:
if feature_node.type == sub_node.type:
available_sub_nodes.append(sub_node)
if len(available_sub_nodes) > 0:
final_features.append(feature['content'])
final_nodes.append(random.choice(available_sub_nodes))
continue
self._direct_insert_into_code(feature['content'])
self._update_node()
elif feature['level'] == 'word':
final_features.append(feature['content'])
final_nodes.append(random.choice(named_leaf_nodes))
if len(final_nodes) > 0 and len(final_features) > 0:
self.code = replace_nodes(self.node,self.code,final_nodes,final_features)
self._update_node()
def __repr__(self) -> str:
return '{}\n================\n{}'.format(self.comment,self.code)
def _replace_comment(self, rep_func, default_comment):
if isinstance(rep_func, str):
def rep_func(x): return rep_func
tokens = self.comment.split()
replace_token_id = list(range(len(tokens)))
random.shuffle(replace_token_id)
while len(replace_token_id) > 0:
rep_id = replace_token_id.pop()
rep_str = rep_func(tokens[rep_id])
if isinstance(rep_str, str):
tokens[rep_id] = rep_str
self.comment = ' '.join(tokens)
return
self.comment = default_comment
def _direct_insert_into_code(self, code_str):
lines = self.code.split(';')
if len(lines) > 1:
lines.insert(random.choice(list(range(1,len(lines)))),code_str.strip(';'))
else:
lines[-1] = lines[-1].strip('}')
if lines[-1] == '':
lines[-1] = code_str+'}'
else:
lines.append(code_str+'}')
self.code = ';'.join(lines)
def _update_node(self):
parsed_node = self.parser.parse_func_str(self.code)
self.sub_nodes = []
if len(parsed_node) > 0:
self.node = parsed_node[0]
traverse(self.node,self.sub_nodes)
else:
self.node = None
def copy(self):
return Instance(self.comment,self.code,self.parser)