jmborr

from scipy.cluster.hierarchy import fclusterdata
import numpy as np
import time

x = np.random.random((1000, 3))
start_time = time.time()
fclusterdata(x, 0.001, criterion='distance', metric='euclidean', method='complete')
print('elapsed time =', time.time() - start_time)

jmborr

class ReductionParameters:
    _validators = {'twoone': '_validate_two_using_one'}

    def __init__(self, reduction_parameters, schema):
        self._parameters = reduction_parameters
        self._schema = schema
        self._json_validator = None
        self._initialize_json_validator()

    def _validate_two_using_one(self, validator, value, instance, schema):

jmborr

def namedtuplefy(func):
    r"""
    Decorator to transform the return dictionary of a function into
    a namedtuple

    Parameters
    ----------
    func: Function
        Function to be decorated
    name: str