# Source code for pyFTS.partitioners.Class

    """Class Partitioner with Singleton Fuzzy Sets"""

    import numpy as np
    import math
    import random as rnd
    import functools, operator
    from pyFTS.common import FuzzySet, Membership
    from pyFTS.partitioners import partitioner

    class ClassPartitioner(partitioner.Partitioner):
      """Class Partitioner: Given a dictionary with class/values pairs, create singleton fuzzy sets for each class"""

      def __init__(self, **kwargs):
        """
        Class Partitioner
        """
        super(ClassPartitioner, self).__init__(name="Class", preprocess = False)

        self.ordered_sets = []

        self.min = 0
        self.max = 0
        self.partitions = 0

        classes = kwargs.get("classes", {})

        for k,v in classes.items():
          self.min = min([self.min, v])
          self.max = max([self.max, v])
          self.partitions += 1
          self.sets[k] = FuzzySet.FuzzySet(k, Membership.singleton, [v], v, **kwargs)
          self.ordered_sets.append(k)

      def build(self, data : list):
        pass