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Download eval/compare_value.py from Jietson/InfoChartQA: direct link, hf CLI and curl.
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8.8 kB
| 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) |