InfoChartQA / eval /compare_value.py
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import re
from compare_str import fuzzy_string_match
unit_map = {
'K': 1e3,
'k': 1e3,
'M': 1e6, # 百万
'm': 1e6, # 百万
'million': 1e6, # 百万
'bn': 1e9, # 百万
'Bn': 1e9, # 百万
'b': 1e9, # 百万
'B': 1e9, # 十亿
'T': 1e12,
"%": 1e-2,
"Cr": 1e8,
"None": 1,
"Billion": 1e9
}
def extract_numbers_keep_order(text):
matches = []
# 1. 包含逗号的数字(不能包含小数点)
for m in re.finditer(r'-?(?:\d+,)+\d+', text):
if '.' not in m.group():
matches.append((m.start(), m.group()))
# 2. 小数(不能包含逗号)
for m in re.finditer(r'-?\d+\.\d+', text):
if ',' not in m.group():
matches.append((m.start(), m.group()))
# 3. 纯整数(不包含点或逗号,且不嵌套在已有匹配中)
for m in re.finditer(r'(?<![\d.,])-?\d+(?![\d.,])', text):
val = m.group()
start = m.start()
# 避免包含在已有匹配中
if '.' not in val and ',' not in val and all(not (start >= s and start < s + len(v)) for s, v in matches):
matches.append((start, val))
# 排序按出现顺序
matches.sort()
# 返回匹配值
return [v for _, v in matches]
def get_last_number(value):
numbers = extract_numbers_keep_order(value)
if len(numbers) == 0:
return None
value = numbers[-1]
if value.count('.') > 0:
if value.count('.') == 1:
return convert(value)
if only_digits_and_commas(value, '.'):
return convert(value.replace(".",""))
return value
elif value.count(',') > 0:
if only_digits_and_commas(value, ','):
return convert(value.replace(",",""))
if value.count(',') == 1:
return convert(value.replace(',','.'))
return value
return value
def only_digits_and_commas(s, divide):
res1 = False
res2 = False
if divide == ",":
pattern = r'^\d{1,3}(,\d{3})*$'
if bool(re.fullmatch(r'[0-9,]+', s)):
res1 = True
if is_valid_thousand_separator(s, divide):
res2 = True
elif divide == ".":
pattern = r'^\d{1,3}(.\d{3})*$'
if bool(re.fullmatch(r'[0-9,]+', s)):
res1 = True
if is_valid_thousand_separator(s, divide):
res2 = True
return res1, res2
def is_valid_thousand_separator_old(s, divide):
# 匹配是否为合法的千分位格式(例如:1,234,567)
if divide == ",":
pattern = r'^[-+]?\d{1,3}(,\d{3})*(\.(\d*))?$'
elif divide == ".":
pattern = r'^[-+]?\d{1,3}(.\d{3})*(\,(\d*))?$'
else:
return None
return bool(re.match(pattern, s))
def convert(x):
x_str = str(x)
if x_str.replace('.', '', 1).isdigit() or (x_str.startswith('-') and x_str[1:].replace('.', '', 1).isdigit()):
# print("convert",x)
return int(float(x)) if float(x).is_integer() else float(x)
# print("no need to convert",x)
return x
def contains_number(s):
for ch in s:
if is_standard_digit(ch):
return True
return False
def clean(x):
x = str(x)
x = x.replace(" ","")
x = x.replace("$","")
x = x.replace("\n","")
return convert(x)
def is_standard_digit(char):
return bool(re.match(r'^[0-9]$', char))
def get_unit(value):
_v = str(value)
n = len(_v)
R , L = n , 0
for i in range(n - 1, -1, -1):
if value[i].isalpha() or value[i] == '%':
R = i
break
# print('debugging',L , R + 1)
if R == n:
return "None"
for i in range(R, -1, -1):
if not value[i].isalpha() and value[i] != '%':
L = i + 1
break
if L > R:
return "None"
return value[L : R + 1]
def loose_is_digit(s):
for ch in s:
if is_standard_digit(ch) or ch == ',' or ch == '.' or ch == '+' or ch == '-':
continue
return False
return True
def get_numeric(value):
_v = str(value)
n = len(_v)
L , R = -1 , n
i = 0
while i < n:
if not is_standard_digit(value[i]) and value[i] != '+' and value[i] != '-':
i = i + 1
continue
j = i
while j < n and loose_is_digit(value[j]):
j = j + 1
L, R = i, j
# print("cnm",i , j,value[i:j])
i = j
if L == -1:
return 0
else:
return value[L : R]
def convert_to_number(value):
unit_part = get_unit(value)
value = str(value).replace("$","")
if is_number(value):
return float(value)
# 提取数字部分和单位部分
if not is_number(value[:-1]):
return value
number_part = float(value[:-1]) # 去掉最后一个字符(单位)
return number_part * unit_part
def is_number(s):
try:
float(s) # 尝试将字符串转换为浮点数
return True
except ValueError:
return False
def is_valid_thousand_separator(s, divide):
# 匹配是否为合法的千分位格式(例如:1,234,567)
if divide == ",":
pattern = r'^[-+]?\d{1,3}(,\d{3})*(\.(\d*))?$'
elif divide == ".":
pattern = r'^[-+]?\d{1,3}(.\d{3})*(\,(\d*))?$'
else:
return False
return bool(re.match(pattern, s))
def Convert2Number(value):
# print('fucker',value)
if value[-1] == '.':
value = value[:-1]
f = 1
# print('fucker',value)
if (value[0] == '+') or (value[0] == '-'):
f = 1 if (value[0] == '+') else 0
value = value[1:]
sep, comma = ',', '.'
# print(value,is_valid_thousand_separator(value , ','),is_valid_thousand_separator(value , '.'))
if ((not is_valid_thousand_separator(value , ',')) and is_valid_thousand_separator(value, '.')):
sep, comma = '.' , ','
elif (not is_valid_thousand_separator(value , ',')) and (not is_valid_thousand_separator(value, '.')):# 2018,36.8
value = value.split(',')[-1]
# print("sep check",value , sep, comma,is_valid_thousand_separator(value , ','))
cmx = value.replace(sep,"")
cmx = cmx.replace(comma,".")
# print(f,value)
if is_number(cmx):
return float(cmx) if f else -float(cmx)
else:
return -1145141919810
# from quantulum3 import parser as PSP
def get_unit_and_numeric(_s):
s = str(_s)
lst = s.split(' ')
n = len(lst)
for i in range(n - 1 , -1 , -1):
if contains_number(lst[i]):
# print("cmx",lst[i])
Answer = lst[i]
Answer = Answer.replace(" ","")
Answer = Answer.replace("$","")
Answer = Answer.replace("\n","")
# print("zst",Answer)
number = get_numeric(Answer)
unit = get_unit(Answer)
if unit == 'None' and i + 1 < n:
unit = get_unit(lst[i + 1])
if unit not in unit_map:
unit = "None"
return number , unit
return "1145141919810" , "None"
def compare_numeric_value(_answer, _response, eps = 0.001):
response = _response.replace('\n',' ')
answer = _answer.replace(' ',' ')
ans_number, ans_unit = get_unit_and_numeric(answer)
response_number, response_unit = get_unit_and_numeric(response)
# print(response_number,response_unit)
# print(ans_number,ans_unit,type(ans_number))
ans_number = Convert2Number(ans_number)
response_number = Convert2Number(response_number)
for unit1 in [ans_unit, 'None']:
for unit2 in [response_unit, 'None']:
_ = ans_number * unit_map[unit1]
__ = response_number * unit_map[unit2]
# print(_ , __, abs((_ - __) / abs(_) ))
if abs((_ - __) / (0.01 + abs(_))) < eps:
return True
# for special_case in [100 , 1000 , 1000000,1000000000]: # special case for % and B->M->k
for special_case in [100, 1000, 1000000, 1000000000]:
if abs(special_case * ans_number - response_number) / (0.01 + abs(special_case * ans_number)) < eps:
return True
if abs(special_case * response_number - ans_number) / (0.01 + abs(ans_number)) < eps:
return True
return False
def compare_value(_answer, _response, eps = 0.001):
answer = str(_answer)
response = str(_response)
# print("{ debugging }",answer , "{ debugging }",response)
# if answer=="0.085":
# print('wxh')
if contains_number(str(answer)):
return compare_numeric_value(str(answer), str(response), eps = eps)
else:
return fuzzy_string_match(answer , response)
if __name__ == '__main__':
f = compare_value("14.200000000000001","14.2 µg/m³",0.05)
print(f)