


import inspect
import os
import unittest
from pathlib import Path

import torch

import accelerate
from accelerate.test_utils import execute_subprocess_async
from accelerate.test_utils.testing import run_command


class     __UpperCAmelCase							(       unittest.TestCase							):


     """simple docstring"""
     _lowerCamelCase   =      inspect.getfile(accelerate.test_utils							)
     _lowerCamelCase   =      os.path.sep.join(mod_file.split(os.path.sep							)[:-1] + ["""scripts""", """test_cli.py"""]							)

     _lowerCamelCase   =      ["""accelerate""", """launch"""]
     _lowerCamelCase   =      Path.home() / """.cache/huggingface/accelerate"""
     _lowerCamelCase   =      """default_config.yaml"""
     _lowerCamelCase   =      config_folder / config_file
     _lowerCamelCase   =      config_folder / """_default_config.yaml"""

     _lowerCamelCase   =      Path("""tests/test_configs"""							)


     @classmethod
     def 	snake_case_  (	cls    ):
        if cls.config_path.is_file():
           cls.config_path.rename(cls.changed_path    )


     @classmethod
     def 	snake_case_  (	cls    ):
        if cls.changed_path.is_file():
           cls.changed_path.rename(cls.config_path    )


     def 	snake_case_  (	self    ):
        __a					=  self.base_cmd
        if torch.cuda.is_available() and (torch.cuda.device_count() > 1):
           cmd += ["--multi_gpu"]
        execute_subprocess_async(cmd + [self.test_file_path]  ,       env=os.environ.copy()    )


     def 	snake_case_  (	self    ):
        for config in sorted(self.test_config_path.glob("""**/*.yaml"""    )    ):
           with self.subTest(config_file=__A    ):
              execute_subprocess_async(
                  self.base_cmd + ["""--config_file""", str(__A    ), self.test_file_path]  ,       env=os.environ.copy()    )


     def 	snake_case_  (	self    ):
        execute_subprocess_async(["""accelerate""", """test"""]  ,       env=os.environ.copy()    )







class     __UpperCAmelCase							(       unittest.TestCase							):


     """simple docstring"""
     _lowerCamelCase   =      """test-tpu"""
     _lowerCamelCase   =      """us-central1-a"""
     _lowerCamelCase   =      """ls"""
     _lowerCamelCase   =      ["""accelerate""", """tpu-config"""]
     _lowerCamelCase   =      """cd /usr/share"""
     _lowerCamelCase   =      """tests/test_samples/test_command_file.sh"""
     _lowerCamelCase   =      """Running gcloud compute tpus tpu-vm ssh"""


     def 	snake_case_  (	self    ):
        __a					=  run_command(
            self.cmd
            + ["""--command""", self.command, """--tpu_zone""", self.tpu_zone, """--tpu_name""", self.tpu_name, """--debug"""]  ,       return_stdout=__A  ,       )
        self.assertIn(
            f'''{self.gcloud} test-tpu --zone us-central1-a --command {self.base_output}; ls --worker all'''  ,       __A  ,       )


     def 	snake_case_  (	self    ):
        __a					=  run_command(
            self.cmd
            + [
                """--config_file""",
                """tests/test_configs/0_12_0.yaml""",
                """--command""",
                self.command,
                """--tpu_zone""",
                self.tpu_zone,
                """--tpu_name""",
                self.tpu_name,
                """--debug""",
            ]  ,       return_stdout=__A  ,       )
        self.assertIn(
            f'''{self.gcloud} test-tpu --zone us-central1-a --command {self.base_output}; ls --worker all'''  ,       __A  ,       )


     def 	snake_case_  (	self    ):
        __a					=  run_command(
            self.cmd + ["""--config_file""", """tests/test_configs/latest.yaml""", """--debug"""]  ,       return_stdout=__A    )
        self.assertIn(
            f'''{self.gcloud} test-tpu --zone us-central1-a --command {self.base_output}; echo "hello world"; echo "this is a second command" --worker all'''  ,       __A  ,       )


     def 	snake_case_  (	self    ):
        __a					=  run_command(
            self.cmd + ["""--config_file""", """tests/test_configs/latest.yaml""", """--command""", self.command, """--debug"""]  ,       return_stdout=__A  ,       )
        self.assertIn(
            f'''{self.gcloud} test-tpu --zone us-central1-a --command {self.base_output}; ls --worker all'''  ,       __A  ,       )


     def 	snake_case_  (	self    ):
        __a					=  run_command(
            self.cmd
            + [
                """--config_file""",
                """tests/test_configs/latest.yaml""",
                """--command""",
                self.command,
                """--command""",
                """echo \"Hello World\"""",
                """--debug""",
            ]  ,       return_stdout=__A  ,       )
        self.assertIn(
            f'''{self.gcloud} test-tpu --zone us-central1-a --command {self.base_output}; ls; echo "Hello World" --worker all'''  ,       __A  ,       )


     def 	snake_case_  (	self    ):
        __a					=  run_command(
            self.cmd
            + ["""--config_file""", """tests/test_configs/latest.yaml""", """--command_file""", self.command_file, """--debug"""]  ,       return_stdout=__A  ,       )
        self.assertIn(
            f'''{self.gcloud} test-tpu --zone us-central1-a --command {self.base_output}; echo "hello world"; echo "this is a second command" --worker all'''  ,       __A  ,       )


     def 	snake_case_  (	self    ):
        __a					=  run_command(
            self.cmd
            + [
                """--config_file""",
                """tests/test_configs/0_12_0.yaml""",
                """--command_file""",
                self.command_file,
                """--tpu_zone""",
                self.tpu_zone,
                """--tpu_name""",
                self.tpu_name,
                """--debug""",
            ]  ,       return_stdout=__A  ,       )
        self.assertIn(
            f'''{self.gcloud} test-tpu --zone us-central1-a --command {self.base_output}; echo "hello world"; echo "this is a second command" --worker all'''  ,       __A  ,       )


     def 	snake_case_  (	self    ):
        __a					=  run_command(
            self.cmd + ["""--config_file""", """tests/test_configs/latest.yaml""", """--install_accelerate""", """--debug"""]  ,       return_stdout=__A  ,       )
        self.assertIn(
            f'''{self.gcloud} test-tpu --zone us-central1-a --command {self.base_output}; pip install accelerate -U; echo "hello world"; echo "this is a second command" --worker all'''  ,       __A  ,       )


     def 	snake_case_  (	self    ):
        __a					=  run_command(
            self.cmd
            + [
                """--config_file""",
                """tests/test_configs/latest.yaml""",
                """--install_accelerate""",
                """--accelerate_version""",
                """12.0.0""",
                """--debug""",
            ]  ,       return_stdout=__A  ,       )
        self.assertIn(
            f'''{self.gcloud} test-tpu --zone us-central1-a --command {self.base_output}; pip install accelerate==12.0.0; echo "hello world"; echo "this is a second command" --worker all'''  ,       __A  ,       )








import numpy as np
import skfuzzy as fuzz

if __name__ == "__main__":
							# Create universe of discourse in Python using linspace ()
							SCREAMING_SNAKE_CASE__   			=   np.linspace(start=0, stop=7_5, num=7_5, endpoint=True, retstep=False)

							# Create two fuzzy sets by defining any membership function
							# (trapmf(), gbellmf(), gaussmf(), etc).
							SCREAMING_SNAKE_CASE__   			=   [0, 2_5, 5_0]
							SCREAMING_SNAKE_CASE__   			=   [2_5, 5_0, 7_5]
							SCREAMING_SNAKE_CASE__   			=   fuzz.membership.trimf(X, abca)
							SCREAMING_SNAKE_CASE__   			=   fuzz.membership.trimf(X, abca)

							# Compute the different operations using inbuilt functions.
							SCREAMING_SNAKE_CASE__   			=   np.ones(7_5)
							SCREAMING_SNAKE_CASE__   			=   np.zeros((7_5,))
							# 1. Union = max(µA(x), µB(x))
							SCREAMING_SNAKE_CASE__   			=   fuzz.fuzzy_or(X, young, X, middle_aged)[1]
							# 2. Intersection = min(µA(x), µB(x))
							SCREAMING_SNAKE_CASE__   			=   fuzz.fuzzy_and(X, young, X, middle_aged)[1]
							# 3. Complement (A) = (1- min(µA(x))
							SCREAMING_SNAKE_CASE__   			=   fuzz.fuzzy_not(young)
							# 4. Difference (A/B) = min(µA(x),(1- µB(x)))
							SCREAMING_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))]
							SCREAMING_SNAKE_CASE__   			=   young + middle_aged - (young * middle_aged)
							# 6. Algebraic Product = (µA(x) * µB(x))
							SCREAMING_SNAKE_CASE__   			=   young * middle_aged
							# 7. Bounded Sum = min[1,(µA(x), µB(x))]
							SCREAMING_SNAKE_CASE__   			=   fuzz.fuzzy_and(X, one, X, young + middle_aged)[1]
							# 8. Bounded difference = min[0,(µA(x), µB(x))]
							SCREAMING_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, 1_0)
							plt.plot(X, bdd_difference)
							plt.title('''bdd_difference''')
							plt.grid(True)

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




