j0 VddlmZmZddlZddlmZmZGddejZ y))AnyOptionalN) base_metric score_resultc peZdZdZ d dedededeeffd Zdeded ed e jfd Z xZ S) LevenshteinRatioay A metric that calculates the Levenshtein ratio between two strings. This metric returns a score between 0.0 and 1.0, representing the similarity between the output and reference strings. A score of 1.0 indicates identical strings, while 0.0 indicates completely different strings. The comparison can be made case-sensitive or case-insensitive. For more information on Levenshtein distance, see: https://en.wikipedia.org/wiki/Levenshtein_distance Args: case_sensitive: Whether the comparison should be case-sensitive. Defaults to False. name: The name of the metric. Defaults to "levenshtein_ratio_metric". track: Whether to track the metric. Defaults to True. project_name: Optional project name to track the metric in for the cases when there are no parent span/trace to inherit project name from. Example: >>> from opik.evaluation.metrics import LevenshteinRatio >>> levenshtein_metric = LevenshteinRatio(case_sensitive=True) >>> result = levenshtein_metric.score("Hello, World!", "Hello, World") >>> print(result.value) 0.96 case_sensitivenametrack project_namec8t||||||_y)N)r r r )super__init___case_sensitive)selfr r r r __class__s /Users/manta/Documents/Projects/TheRoad-I1/backend/.venv/lib/python3.12/site-packages/opik/evaluation/metrics/heuristics/levenshtein_ratio.pyrzLevenshteinRatio.__init__!s* %  .output referenceignored_kwargsreturnc |jr|n|j}|jr|n|j}tjjj ||}t j||jS)a Calculate the Levenshtein ratio between the output and reference strings. Args: output: The output string to compare. reference: The reference string to compare against. **ignored_kwargs: Additional keyword arguments that are ignored. Returns: score_result.ScoreResult: A ScoreResult object with a value between 0.0 and 1.0, representing the Levenshtein ratio between the output and reference strings. )valuer ) rlower rapidfuzzdistanceIndelnormalized_similarityr ScoreResultr )rrrrrscores rr"zLevenshteinRatio.score0sd..FLLN!%!5!5I9??;L ""((>>uiP''e$))DDr)Flevenshtein_ratio_metricTN) __name__ __module__ __qualname____doc__boolstrrrrrr!r" __classcell__)rs@rr r su6 %.&* . . . . sm .EE&)E=@E  ! !Err ) typingrrrapidfuzz.distance.Indelrrr BaseMetricr rrr0s" (<E{--<Er