


'''simple docstring'''
import numpy as np
import skfuzzy as fuzz

if __name__ == "__main__":
		# Create universe of discourse in Python using linspace ()
		__snake_case											=					np.linspace(start=0, stop=75, num=75, endpoint=True, retstep=False)

		# Create two fuzzy sets by defining any membership function
		# (trapmf(), gbellmf(), gaussmf(), etc).
		__snake_case											=					[0, 25, 50]
		__snake_case											=					[25, 50, 75]
		__snake_case											=					fuzz.membership.trimf(X, abca)
		__snake_case											=					fuzz.membership.trimf(X, abca)

		# Compute the different operations using inbuilt functions.
		__snake_case											=					np.ones(75)
		__snake_case											=					np.zeros((75,))
		# 1. Union = max(µA(x), µB(x))
		__snake_case											=					fuzz.fuzzy_or(X, young, X, middle_aged)[1]
		# 2. Intersection = min(µA(x), µB(x))
		__snake_case											=					fuzz.fuzzy_and(X, young, X, middle_aged)[1]
		# 3. Complement (A) = (1- min(µA(x))
		__snake_case											=					fuzz.fuzzy_not(young)
		# 4. Difference (A/B) = min(µA(x),(1- µB(x)))
		__snake_case											=					fuzz.fuzzy_and(X, young, X, fuzz.fuzzy_not(middle_aged)[1])[1]
		# 5. Algebraic Sum = [µA(x) + µB(x) – (µA(x) * µB(x))]
		__snake_case											=					young + middle_aged - (young * middle_aged)
		# 6. Algebraic Product = (µA(x) * µB(x))
		__snake_case											=					young * middle_aged
		# 7. Bounded Sum = min[1,(µA(x), µB(x))]
		__snake_case											=					fuzz.fuzzy_and(X, one, X, young + middle_aged)[1]
		# 8. Bounded difference = min[0,(µA(x), µB(x))]
		__snake_case											=					fuzz.fuzzy_or(X, zero, X, young - middle_aged)[1]

		# max-min composition
		# max-product composition

		# Plot each set A, set B and each operation result using plot() and subplot().
		from matplotlib import pyplot as plt

		plt.figure()

		plt.subplot(4, 3, 1)
		plt.plot(X, young)
		plt.title('''Young''')
		plt.grid(True)

		plt.subplot(4, 3, 2)
		plt.plot(X, middle_aged)
		plt.title('''Middle aged''')
		plt.grid(True)

		plt.subplot(4, 3, 3)
		plt.plot(X, union)
		plt.title('''union''')
		plt.grid(True)

		plt.subplot(4, 3, 4)
		plt.plot(X, intersection)
		plt.title('''intersection''')
		plt.grid(True)

		plt.subplot(4, 3, 5)
		plt.plot(X, complement_a)
		plt.title('''complement_a''')
		plt.grid(True)

		plt.subplot(4, 3, 6)
		plt.plot(X, difference)
		plt.title('''difference a/b''')
		plt.grid(True)

		plt.subplot(4, 3, 7)
		plt.plot(X, alg_sum)
		plt.title('''alg_sum''')
		plt.grid(True)

		plt.subplot(4, 3, 8)
		plt.plot(X, alg_product)
		plt.title('''alg_product''')
		plt.grid(True)

		plt.subplot(4, 3, 9)
		plt.plot(X, bdd_sum)
		plt.title('''bdd_sum''')
		plt.grid(True)

		plt.subplot(4, 3, 10)
		plt.plot(X, bdd_difference)
		plt.title('''bdd_difference''')
		plt.grid(True)

		plt.subplots_adjust(hspace=0.5)
		plt.show()



'''simple docstring'''
# Copyright 2021 The HuggingFace Team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
#     http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.

import argparse

from .config import config_command_parser
from .config_args import default_config_file, load_config_from_file  # noqa: F401
from .default import default_command_parser
from .update import update_command_parser


def       a				(      __a=None       )  ->     List[str]:



					'''simple docstring'''






					UpperCamelCase__       :Optional[Any]							 =			argparse.ArgumentParser(add_help=__a			, allow_abbrev=__a       )
					# The main config parser
					UpperCamelCase__       :str							 =			config_command_parser(__a       )
					# The subparser to add commands to
					UpperCamelCase__       :Union[str, Any]							 =			config_parser.add_subparsers(title='''subcommands'''			, dest='''subcommand'''       )

					# Then add other parsers with the parent parser
					default_command_parser(__a			, parents=[parent_parser]       )
					update_command_parser(__a			, parents=[parent_parser]       )

					return config_parser


def       a				(      )  ->     Any:



					'''simple docstring'''






					UpperCamelCase__       :int							 =			get_config_parser()
					UpperCamelCase__       :List[Any]							 =			config_parser.parse_args()

					if not hasattr(__a			, '''func'''       ):
										config_parser.print_help()
										exit(1       )

					# Run
					args.func(__a       )


if __name__ == "__main__":
		main()