metric_lcs.py 1.7 KB

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  1. # Copyright (c) 2018 luozhouyang
  2. #
  3. # Permission is hereby granted, free of charge, to any person obtaining a copy
  4. # of this software and associated documentation files (the "Software"), to deal
  5. # in the Software without restriction, including without limitation the rights
  6. # to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
  7. # copies of the Software, and to permit persons to whom the Software is
  8. # furnished to do so, subject to the following conditions:
  9. #
  10. # The above copyright notice and this permission notice shall be included in all
  11. # copies or substantial portions of the Software.
  12. #
  13. # THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
  14. # IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
  15. # FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
  16. # AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
  17. # LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
  18. # OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
  19. # SOFTWARE.
  20. from .string_distance import MetricStringDistance, NormalizedStringDistance
  21. from .longest_common_subsequence import LongestCommonSubsequence
  22. class MetricLCS(MetricStringDistance, NormalizedStringDistance):
  23. def __init__(self):
  24. self.lcs = LongestCommonSubsequence()
  25. def distance(self, s0, s1):
  26. if s0 is None:
  27. raise TypeError("Argument s0 is NoneType.")
  28. if s1 is None:
  29. raise TypeError("Argument s1 is NoneType.")
  30. if s0 == s1:
  31. return 0.0
  32. max_len = int(max(len(s0), len(s1)))
  33. if max_len == 0:
  34. return 0.0
  35. return 1.0 - (1.0 * self.lcs.length(s0, s1)) / max_len