# Copyright (c) 2018 luozhouyang # # 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. from .string_distance import StringDistance class CharacterInsDelInterface: def deletion_cost(self, c): raise NotImplementedError() def insertion_cost(self, c): raise NotImplementedError() class CharacterSubstitutionInterface: def cost(self, c0, c1): raise NotImplementedError() class WeightedLevenshtein(StringDistance): def __init__(self, character_substitution, character_ins_del=None): self.character_ins_del = character_ins_del if character_substitution is None: raise TypeError("Argument character_substitution is NoneType.") self.character_substitution = character_substitution def distance(self, s0, s1): if s0 is None: raise TypeError("Argument s0 is NoneType.") if s1 is None: raise TypeError("Argument s1 is NoneType.") if s0 == s1: return 0.0 if len(s0) == 0: return len(s1) if len(s1) == 0: return len(s0) v0, v1 = [0.0] * (len(s1) + 1), [0.0] * (len(s1) + 1) v0[0] = 0 for i in range(1, len(v0)): v0[i] = v0[i - 1] + self._insertion_cost(s1[i - 1]) for i in range(len(s0)): s1i = s0[i] deletion_cost = self._deletion_cost(s1i) v1[0] = v0[0] + deletion_cost for j in range(len(s1)): s2j = s1[j] cost = 0 if s1i != s2j: cost = self.character_substitution.cost(s1i, s2j) insertion_cost = self._insertion_cost(s2j) v1[j + 1] = min(v1[j] + insertion_cost, v0[j + 1] + deletion_cost, v0[j] + cost) v0, v1 = v1, v0 return v0[len(s1)] def _insertion_cost(self, c): if self.character_ins_del is None: return 1.0 return self.character_ins_del.insertion_cost(c) def _deletion_cost(self, c): if self.character_ins_del is None: return 1.0 return self.character_ins_del.deletion_cost(c)