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import re
from typing import Callable, Optional, Union
from opencompass.registry import TEXT_POSTPROCESSORS
@TEXT_POSTPROCESSORS.register_module('general')
def general_postprocess(text: str) -> str:
# Cut off the first newline, period, or comma
truncated_text = re.split(r'[\n.,]', text, 1)[0]
# Remove punctuation
no_punctuation = re.sub(r'[^\w\s]', '', truncated_text)
# Remove article
no_articles = re.sub(r'\b(a|an|the)\b',
'',
no_punctuation,
flags=re.IGNORECASE)
# Remove duplicated blank spaces
cleaned_text = re.sub(r'\s+', ' ', no_articles).strip()
return cleaned_text
@TEXT_POSTPROCESSORS.register_module('general_cn')
def general_cn_postprocess(text: str) -> str:
truncated_text = re.split(r'[\n.,]', text, 1)[0]
no_punctuation = re.sub(r'[^\w\s]', '', truncated_text)
no_articles = re.sub(r'\b(a|an|the)\b',
'',
no_punctuation,
flags=re.IGNORECASE)
cleaned_text = re.sub(r'\s+', ' ', no_articles).strip()
import jieba
cleaned_text = ' '.join(jieba.cut(text))
return cleaned_text
@TEXT_POSTPROCESSORS.register_module('first-capital')
def first_capital_postprocess(text: str) -> str:
for t in text:
if t.isupper():
return t
return ''
@TEXT_POSTPROCESSORS.register_module('last-capital')
def last_capital_postprocess(text: str) -> str:
for t in text[::-1]:
if t.isupper():
return t
return ''
def first_option_postprocess(text: str, options: str, cushion=True) -> str:
"""Find first valid option for text."""
# yapf: disable
# flake8: noqa: W605
patterns = [
f'答案是?\s?([{options}])',
f'答案是?\s?：([{options}])',
f'答案是?\s?:([{options}])',
f'答案应该?是\s?([{options}])',
f'答案应该?选\s?([{options}])',
f'答案为\s?([{options}])',
f'答案选\s?([{options}])',
f'选择?\s?([{options}])',
f'故选?\s?([{options}])'
f'只有选?项?\s?([{options}])\s?是?对',
f'只有选?项?\s?([{options}])\s?是?错',
f'只有选?项?\s?([{options}])\s?不?正确',
f'只有选?项?\s?([{options}])\s?错误',
f'说法不?对选?项?的?是\s?([{options}])',
f'说法不?正确选?项?的?是\s?([{options}])',
f'说法错误选?项?的?是\s?([{options}])',
f'([{options}])\s?是正确的',
f'([{options}])\s?是正确答案',
f'选项\s?([{options}])\s?正确',
f'所以答\s?([{options}])',
f'所以\s?([{options}][.。$]?$)',
f'所有\s?([{options}][.。$]?$)',
f'[\s，：:,]([{options}])[。，,\.]?$',
f'[\s，,：:][故即]([{options}])[。\.]?$',
f'[\s，,：:]因此([{options}])[。\.]?$',
f'[是为。]\s?([{options}])[。\.]?$',
f'因此\s?([{options}])[。\.]?$',
f'显然\s?([{options}])[。\.]?$',
f'答案是\s?(\S+)(?:。|$)',
f'答案应该是\s?(\S+)(?:。|$)',
f'答案为\s?(\S+)(?:。|$)',
f'[Tt]he answer is ([{options}])',
f'[Tt]he answer is option ([{options}])',
f'[Tt]he correct answer is ([{options}])',
f'[Tt]he correct answer is option ([{options}])',
f'[Tt]he answer to the question is ([{options}])',
f'^选项\s?([{options}])',
f'^([{options}])\s?选?项',
f'(\s|^)[{options}][\s。，,：:\.$]',
f'(\s|^)[{options}](\s|$)',
f'1.\s?(.*?)$',
f'1.\s?([{options}])[.。$]?$',
]
cushion_patterns = [
f'([{options}]):',
f'[{options}]',
]
# flake8: noqa
# yapf: enable
if cushion:
patterns.extend(cushion_patterns)
for pattern in patterns:
match = re.search(pattern, text)
if match:
outputs = match.group(0)
for i in options:
if i in outputs:
return i
return ''
@TEXT_POSTPROCESSORS.register_module('first-capital-multi')
def first_capital_postprocess_multi(text: str) -> str:
match = re.search(r'([A-D]+)', text)
if match:
return match.group(1)
return ''
def last_option_postprocess(text: str, options: str) -> str:
match = re.findall(rf'([{options}])', text)
if match:
return match[-1]
return ''
def first_number_postprocess(text: str) -> float:
"""Return the first number in a string."""
# regex pattern to match numbers (both integers and decimals)
pattern = r'(-?\d*\.?\d+)'
# search the string for the pattern
match = re.search(pattern, text)
# if a match is found, return it. Otherwise, return None.
return float(match.group(1)) if match else None
@TEXT_POSTPROCESSORS.register_module('multiple-select')
def multiple_select_postprocess(text: str) -> str:
ret = set([t for t in text if t.isupper()])
return ''.join(sorted(ret))
def general_eval_wrapper_postprocess(text: str,
postprocess: Optional[Union[
str, Callable]] = None,
**kwargs) -> str:
"""Wrapper for eval text repr. Especially for chatglmpro.
Args:
text(str): Text to be postprocessed.
postprocess(Callable, optional): Original post processing function.
Defaults to None.
**kwargs: Other necessary kwargs for post processing function.
"""
try:
text = eval(text)
except Exception:
# in case empty input or other error, skip eval
pass
if postprocess:
if isinstance(postprocess, str):
postprocess = TEXT_POSTPROCESSORS.get(postprocess)
return postprocess(text, **kwargs)
else:
return text
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