def Load_Each_Data(self, path=None, shuffle=False):
assert path is not None, "The Data Path Is Not Allow Empty."
insts = []
with open(path, encoding="UTF-8") as f:
inst = Instance()
now_line = 0
for line in f.readlines():
now_line += 1
sys.stdout.write("\rhandling with the {} line".format(now_line))
line = line.strip()
if line == "" and len(inst.words) != 0:
inst.words_size = len(inst.words)
insts.append(inst)
inst = Instance()
else:
line = line.strip().split(" ")
# print(line)
assert len(line) == 3, "Error Format"
word = line[0]
# word = self.clean_str(word)
# if word == " ":
# print("rrrrrrrrrrrrrr", word)
# continue
# print("\n" + word)
inst.words.append(word.lower())
inst.labels.append(line[2])
# if now_line == 36 * 16:
# break
if len(inst.words) != 0:
inst.words_size = len(inst.words)
insts.append(inst)
print("\n")
return insts
def _Load_Each_Data(self, path=None, shuffle=False):
"""
:param path:
:param shuffle:
:return:
"""
assert path is not None, "The Data Path Is Not Allow Empty."
insts = []
with open(path, encoding="UTF-8") as f:
inst = Instance()
for line in f.readlines():
line = line.strip()
if line == "" and len(inst.words) != 0:
inst.words_size = len(inst.words)
insts.append(inst)
inst = Instance()
else:
line = line.strip().split(" ") ## line:['EU'. 'S-ORG']
word = line[0]
char = self._add_char(word)## char是个列表，是每个单词的字母组成
word = self._normalize_word(word)##返回的是一个字符串，就是把输入word字符串中的数字转为'0':engl7sh->engl0sh
inst.chars.append(char)## inst.chars本身是一个list，把现在这个单词对应的char列表加进去
inst.words.append(word)## inst.words本身是一个lsit，把修改之后的word加进去
inst.labels.append(line[-1])
if len(insts) == self.max_count:## 控制读取数据量，一般设置为-1，也就是读取全部数据
break
if len(inst.words) != 0:
inst.words_size = len(inst.words)
insts.append(inst)
# print("\n")
return insts
def _Load_Each_Data(self, path=None, shuffle=False):
"""
:param path:
:param shuffle:
:return:
"""
assert path is not None, "The Data Path Is Not Allow Empty."
insts = []
with open(path, encoding="UTF-8") as f:
inst = Instance()
for line in f.readlines():
line = line.strip()
if line == "" and len(inst.words) != 0:
inst.words_size = len(inst.words)
insts.append(inst)
inst = Instance()
else:
line = line.strip().split(" ")
word = line[0]
char = self._add_char(word)
word = self._normalize_word(word)
inst.chars.append(char)
inst.words.append(word)
inst.labels.append(line[-1])
if len(insts) == self.max_count:
break
if len(inst.words) != 0:
inst.words_size = len(inst.words)
insts.append(inst)
# print("\n")
return insts
def Load_Each_Data(self, path=None, shuffle=False):
assert path is not None, "The Data Path Is Not Allow Empty."
insts = []
with open(path, encoding="UTF-8") as f:
inst = Instance()
now_line = 0
for line in f.readlines():
now_line += 1
sys.stdout.write("\rhandling with the {} line".format(now_line))
line = line.strip()
# print(line)
if line == "" and len(inst.words) != 0:
inst.words_size = len(inst.words)
insts.append(inst)
inst = Instance()
elif line == "":
continue
else:
# line = self.clean_str(line)
line = line.strip().split(" ")
# print(line)
assert len(line) == 2, "Error Format"
# if len(line) != 2:
# continue
word = line[0]
if word == "-DOCSTART-":
continue
# word = self.clean_conll(word)
# if word == "":
# continue
# # if line[1] == "O":
# # continue
# if (not word[0].isalpha()) and line[1][0] == "I":
# continue
# if (not word[0].isalpha()) and line[1][0] == "O":
# continue
inst.words.append(word.lower())
inst.labels.append(line[1])
# if len(insts) == 2560:
# break
if len(inst.words) != 0:
inst.words_size = len(inst.words)
insts.append(inst)
print("\n")
return insts
def _Load_Each_JsonData(self, path=None, path_id=0, train=False):
assert path is not None, "The Data Path Is Not Allow Empty."
insts = []
now_lines = 0
# print()
with open(path, encoding="UTF-8") as f:
lines = f.readlines()
for line in lines:
now_lines += 1
if now_lines % 2000 == 0:
sys.stdout.write(
"\rreading the {} line\t".format(now_lines))
if line == "\n":
print("empty line")
inst = Instance()
line_json = json.loads(line)
fact = line_json["fact"].split()[:self.max_train_len]
bert_line = "".join(fact)
# accu label
accu = line_json["meta"]["accusation"]
# print(accu)
# law label
law = line_json["meta"]["relevant_articles"]
inst.words = fact
inst.bert_line = bert_line[:self.bert_max_char_length]
inst.accu_labels = accu
inst.law_labels = law
inst.words_size = len(inst.words)
inst.accu_labels_size = len(inst.accu_labels)
inst.law_labels_size = len(inst.law_labels)
insts.append(inst)
if len(insts) == self.max_count:
break
sys.stdout.write("\rreading the {} line\t".format(now_lines))
if self.use_bert:
insts = self._read_bert_file(insts, path=self.bert_path[path_id])
return insts
def _Load_Each_Data(self, path=None, shuffle=False):
"""
:param path:
:param shuffle:
:return:
"""
#pinyin1 = Pinyin()
assert path is not None, "The Data Path Is Not Allow Empty."
insts = []
now_lines = 0
with open(path, encoding="UTF-8") as f:
inst = Instance()
data = [line.strip().split() for line in f]
for line in data:
#line = line.strip()
inst = Instance()
#line = line.split()
label = line[0]
#word = line[2:-1] # No LDA
word = line[2:] # Have LDA
#pinyin = pinyin1.get_pinyin(word," ", tone_marks= None)
#word = " ".join(line[1:])
inst.words = word
inst.labels.append(label)
inst.words_size = len(inst.words)
#inst.pinyin = pinyin
insts.append(inst)
if len(insts) == self.max_count:
break
'''
得到原始的数据，可只用于test中
或者将它写入txt 对比
print('$$$$$$$$$$$$$$$$$')
for k in insts:
print(k.labels, '****', k.words)
print('################')
'''
return insts
def _Load_Each_Data(self, path=None, path_id=None):
"""
:param path:
:param shuffle:
:return:
"""
assert path is not None, "The Data Path Is Not Allow Empty."
insts = []
now_lines = 0
with open(path, encoding="UTF-8") as f:
inst = Instance()
for line in f.readlines():
line = line.strip()
now_lines += 1
if now_lines % 200 == 0:
sys.stdout.write("\rreading the {} line\t".format(now_lines))
if line == "\n":
print("empty line")
inst = Instance()
line = line.split()
label = line[0]
word = " ".join(line[1:])
if label not in ["0", "1"]:
print("Error line: ", " ".join(line))
continue
inst.words = self._clean_str(word).split()
inst.labels.append(label)
inst.words_size = len(inst.words)
insts.append(inst)
if len(insts) == self.max_count:
break
# print("\n")
if self.use_bert:
insts = self._read_bert_file(insts, path=self.bert_path[path_id])
return insts
def _Load_Each_Data(self, path=None, shuffle=False):
"""
:param path:
:param shuffle:
:return:
"""
assert path is not None, "The Data Path Is Not Allow Empty."
insts = []
with open(path, encoding="UTF-8") as f:
lines = f.readlines()
for index, line in enumerate(lines):
# copy with "/n"
line = unicodedata.normalize('NFKC', line.strip())
# init instance
inst = Instance()
line = line.split(" ")
inst.line = " ".join(line)
# print(inst.line)
# print(line)
count = 0
for word_pos in line:
# segment the word and pos in line
word, _, label = word_pos.partition("_")
word_length = len(word)
inst.words.append(word)
inst.gold_seg.append("[" + str(count) + "," +
str(count + word_length) + "]")
inst.gold_pos.append("[" + str(count) + "," +
str(count + word_length) + "]" +
label)
count += word_length
for i in range(word_length):
char = word[i]
# print(char)
inst.chars.append(char)
if i == 0:
inst.gold.append(sep + "#" + label)
inst.pos.append(label)
else:
inst.gold.append(app)
char_number = len(inst.chars)
for i in range(char_number):
# copy with the left bichars
if i is 0:
inst.bichars_left.append(nullkey + inst.chars[i])
else:
inst.bichars_left.append(inst.chars[i - 1] +
inst.chars[i])
# copy with the right bichars
if i == char_number - 1:
inst.bichars_right.append(inst.chars[i] + nullkey)
else:
inst.bichars_right.append(inst.chars[i] +
inst.chars[i + 1])
# char/word size
inst.chars_size = len(inst.chars)
inst.words_size = len(inst.words)
inst.bichars_size = len(inst.bichars_left)
inst.gold_size = len(inst.gold)
# add one inst that represent one sentence into the list
insts.append(inst)
if len(insts) == self.max_count:
break
return insts