""" This logic is largely copied from the Hendrycks' MATH release (math_equivalence). This file is adapted from OpenAI's PRM800K repository: https://github.com/openai/prm800k/blob/main/prm800k/grading/math_normalize.py Original License: MIT License Copyright (c) 2023 OpenAI Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated documentation files (the "Software"), to deal in the Software without restriction, including without limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions: The above copyright notice and this permission notice shall be included in all copies or substantial portions of the Software. THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE. """ # flake8: noqa import re from typing import Optional def normalize_answer(answer: Optional[str]) -> Optional[str]: if answer is None: return None answer = answer.strip() try: # Remove enclosing `\text{}`. m = re.search('^\\\\text\{(?P.+?)\}$', answer) if m is not None: answer = m.group('text').strip() return _strip_string(answer) except: return answer def _fix_fracs(string): substrs = string.split('\\frac') new_str = substrs[0] if len(substrs) > 1: substrs = substrs[1:] for substr in substrs: new_str += '\\frac' if substr[0] == '{': new_str += substr else: try: assert len(substr) >= 2 except: return string a = substr[0] b = substr[1] if b != '{': if len(substr) > 2: post_substr = substr[2:] new_str += '{' + a + '}{' + b + '}' + post_substr else: new_str += '{' + a + '}{' + b + '}' else: if len(substr) > 2: post_substr = substr[2:] new_str += '{' + a + '}' + b + post_substr else: new_str += '{' + a + '}' + b string = new_str return string def _fix_a_slash_b(string): if len(string.split('/')) != 2: return string a = string.split('/')[0] b = string.split('/')[1] try: a = int(a) b = int(b) assert string == '{}/{}'.format(a, b) new_string = '\\frac{' + str(a) + '}{' + str(b) + '}' return new_string except: return string def _remove_right_units(string): # "\\text{ " only ever occurs (at least in the val set) when describing units if '\\text{ ' in string: splits = string.split('\\text{ ') assert len(splits) == 2 return splits[0] else: return string def _fix_sqrt(string): if '\\sqrt' not in string: return string splits = string.split('\\sqrt') new_string = splits[0] for split in splits[1:]: if split[0] != '{': a = split[0] new_substr = '\\sqrt{' + a + '}' + split[1:] else: new_substr = '\\sqrt' + split new_string += new_substr return new_string def _strip_string(string): # linebreaks string = string.replace('\n', '') # print(string) # remove inverse spaces string = string.replace('\\!', '') # print(string) # replace \\ with \ string = string.replace('\\\\', '\\') # print(string) # replace tfrac and dfrac with frac string = string.replace('tfrac', 'frac') string = string.replace('dfrac', 'frac') # print(string) # remove \left and \right string = string.replace('\\left', '') string = string.replace('\\right', '') # print(string) # Remove circ (degrees) string = string.replace('^{\\circ}', '') string = string.replace('^\\circ', '') # remove dollar signs string = string.replace('\\$', '') # remove units (on the right) string = _remove_right_units(string) # remove percentage string = string.replace('\\%', '') string = string.replace('\%', '') # " 0." equivalent to " ." and "{0." equivalent to "{." Alternatively, add "0" if "." is the start of the string string = string.replace(' .', ' 0.') string = string.replace('{.', '{0.') # if empty, return empty string if len(string) == 0: return string if string[0] == '.': string = '0' + string # to consider: get rid of e.g. "k = " or "q = " at beginning if len(string.split('=')) == 2: if len(string.split('=')[0]) <= 2: string = string.split('=')[1] # fix sqrt3 --> sqrt{3} string = _fix_sqrt(string) # remove spaces string = string.replace(' ', '') # \frac1b or \frac12 --> \frac{1}{b} and \frac{1}{2}, etc. Even works with \frac1{72} (but not \frac{72}1). Also does a/b --> \\frac{a}{b} string = _fix_fracs(string) # manually change 0.5 --> \frac{1}{2} if string == '0.5': string = '\\frac{1}{2}' # NOTE: X/Y changed to \frac{X}{Y} in dataset, but in simple cases fix in case the model output is X/Y string = _fix_a_slash_b(string) return string