




import unittest

from transformers.testing_utils import CaptureStdout
from transformers.tools.python_interpreter import evaluate







def 		_A(       UpperCamelCase__							:			int				)    -> Dict:
							'''simple docstring'''


							return x + 2







class a (     unittest.TestCase  ):
						"""simple docstring"""

						def     UpperCAmelCase_      ( self :     List[Any]				)    ->						Optional[int]:
													"""simple docstring"""


													__lowercase      =    '''x = 3'''
													__lowercase      =    {}
													__lowercase      =    evaluate(lowerCamelCase__				,							{}				,							state=lowerCamelCase__				)
													assert result == 3
													self.assertDictEqual(lowerCamelCase__				,							{'''x''': 3}				)

													__lowercase      =    '''x = y'''
													__lowercase      =    {'''y''': 5}
													__lowercase      =    evaluate(lowerCamelCase__				,							{}				,							state=lowerCamelCase__				)
													# evaluate returns the value of the last assignment.
													assert result == 5
													self.assertDictEqual(lowerCamelCase__				,							{'''x''': 5, '''y''': 5}				)






						def     UpperCAmelCase_      ( self :     Optional[Any]				)    ->						Union[str, Any]:
													"""simple docstring"""


													__lowercase      =    '''y = add_two(x)'''
													__lowercase      =    {'''x''': 3}
													__lowercase      =    evaluate(lowerCamelCase__				,							{'''add_two''': add_two}				,							state=lowerCamelCase__				)
													assert result == 5
													self.assertDictEqual(lowerCamelCase__				,							{'''x''': 3, '''y''': 5}				)

													# Won't work without the tool
													with CaptureStdout() as out:
																				__lowercase      =    evaluate(lowerCamelCase__				,							{}				,							state=lowerCamelCase__				)
													assert result is None
													assert "tried to execute add_two" in out.out






						def     UpperCAmelCase_      ( self :     Optional[Any]				)    ->						List[Any]:
													"""simple docstring"""


													__lowercase      =    '''x = 3'''
													__lowercase      =    {}
													__lowercase      =    evaluate(lowerCamelCase__				,							{}				,							state=lowerCamelCase__				)
													assert result == 3
													self.assertDictEqual(lowerCamelCase__				,							{'''x''': 3}				)






						def     UpperCAmelCase_      ( self :     Dict				)    ->						int:
													"""simple docstring"""


													__lowercase      =    '''test_dict = {\'x\': x, \'y\': add_two(x)}'''
													__lowercase      =    {'''x''': 3}
													__lowercase      =    evaluate(lowerCamelCase__				,							{'''add_two''': add_two}				,							state=lowerCamelCase__				)
													self.assertDictEqual(lowerCamelCase__				,							{'''x''': 3, '''y''': 5}				)
													self.assertDictEqual(lowerCamelCase__				,							{'''x''': 3, '''test_dict''': {'''x''': 3, '''y''': 5}}				)






						def     UpperCAmelCase_      ( self :     Dict				)    ->						Union[str, Any]:
													"""simple docstring"""


													__lowercase      =    '''x = 3\ny = 5'''
													__lowercase      =    {}
													__lowercase      =    evaluate(lowerCamelCase__				,							{}				,							state=lowerCamelCase__				)
													# evaluate returns the value of the last assignment.
													assert result == 5
													self.assertDictEqual(lowerCamelCase__				,							{'''x''': 3, '''y''': 5}				)






						def     UpperCAmelCase_      ( self :     List[str]				)    ->						Dict:
													"""simple docstring"""


													__lowercase      =    '''text = f\'This is x: {x}.\''''
													__lowercase      =    {'''x''': 3}
													__lowercase      =    evaluate(lowerCamelCase__				,							{}				,							state=lowerCamelCase__				)
													# evaluate returns the value of the last assignment.
													assert result == "This is x: 3."
													self.assertDictEqual(lowerCamelCase__				,							{'''x''': 3, '''text''': '''This is x: 3.'''}				)






						def     UpperCAmelCase_      ( self :     Optional[Any]				)    ->						Dict:
													"""simple docstring"""


													__lowercase      =    '''if x <= 3:\n    y = 2\nelse:\n    y = 5'''
													__lowercase      =    {'''x''': 3}
													__lowercase      =    evaluate(lowerCamelCase__				,							{}				,							state=lowerCamelCase__				)
													# evaluate returns the value of the last assignment.
													assert result == 2
													self.assertDictEqual(lowerCamelCase__				,							{'''x''': 3, '''y''': 2}				)

													__lowercase      =    {'''x''': 8}
													__lowercase      =    evaluate(lowerCamelCase__				,							{}				,							state=lowerCamelCase__				)
													# evaluate returns the value of the last assignment.
													assert result == 5
													self.assertDictEqual(lowerCamelCase__				,							{'''x''': 8, '''y''': 5}				)






						def     UpperCAmelCase_      ( self :     Dict				)    ->						Union[str, Any]:
													"""simple docstring"""


													__lowercase      =    '''test_list = [x, add_two(x)]'''
													__lowercase      =    {'''x''': 3}
													__lowercase      =    evaluate(lowerCamelCase__				,							{'''add_two''': add_two}				,							state=lowerCamelCase__				)
													self.assertListEqual(lowerCamelCase__				,							[3, 5]				)
													self.assertDictEqual(lowerCamelCase__				,							{'''x''': 3, '''test_list''': [3, 5]}				)






						def     UpperCAmelCase_      ( self :     Tuple				)    ->						Any:
													"""simple docstring"""


													__lowercase      =    '''y = x'''
													__lowercase      =    {'''x''': 3}
													__lowercase      =    evaluate(lowerCamelCase__				,							{}				,							state=lowerCamelCase__				)
													assert result == 3
													self.assertDictEqual(lowerCamelCase__				,							{'''x''': 3, '''y''': 3}				)






						def     UpperCAmelCase_      ( self :     int				)    ->						Dict:
													"""simple docstring"""


													__lowercase      =    '''test_list = [x, add_two(x)]\ntest_list[1]'''
													__lowercase      =    {'''x''': 3}
													__lowercase      =    evaluate(lowerCamelCase__				,							{'''add_two''': add_two}				,							state=lowerCamelCase__				)
													assert result == 5
													self.assertDictEqual(lowerCamelCase__				,							{'''x''': 3, '''test_list''': [3, 5]}				)

													__lowercase      =    '''test_dict = {\'x\': x, \'y\': add_two(x)}\ntest_dict[\'y\']'''
													__lowercase      =    {'''x''': 3}
													__lowercase      =    evaluate(lowerCamelCase__				,							{'''add_two''': add_two}				,							state=lowerCamelCase__				)
													assert result == 5
													self.assertDictEqual(lowerCamelCase__				,							{'''x''': 3, '''test_dict''': {'''x''': 3, '''y''': 5}}				)






						def     UpperCAmelCase_      ( self :     List[str]				)    ->						List[Any]:
													"""simple docstring"""


													__lowercase      =    '''x = 0\nfor i in range(3):\n    x = i'''
													__lowercase      =    {}
													__lowercase      =    evaluate(lowerCamelCase__				,							{'''range''': range}				,							state=lowerCamelCase__				)
													assert result == 2
													self.assertDictEqual(lowerCamelCase__				,							{'''x''': 2, '''i''': 2}				)












from __future__ import annotations

from math import pi
from typing import Protocol

import matplotlib.pyplot as plt
import numpy as np







class a (     __SCREAMING_SNAKE_CASE  ):
						"""simple docstring"""

						def     UpperCAmelCase_      ( self :     List[str]				,							lowerCamelCase__ :     float				)    ->						float:
													"""simple docstring"""


													return 0.0







def 		_A(       UpperCamelCase__							:			np.ndarray				,       UpperCamelCase__							:			int				)    -> tuple[int | float, int | float]:
							'''simple docstring'''


							__lowercase      =    min([-20, np.min(fft_results[1 : samplerate // 2 - 1]				)]				)
							__lowercase      =    max([20, np.max(fft_results[1 : samplerate // 2 - 1]				)]				)
							return lowest, highest







def 		_A(       UpperCamelCase__							:			FilterType				,       UpperCamelCase__							:			int				)    -> None:
							'''simple docstring'''


							__lowercase      =    512
							__lowercase      =    [1] + [0] * (size - 1)
							__lowercase      =    [filter_type.process(UpperCamelCase__				) for item in inputs]

							__lowercase      =    [0] * (samplerate - size)  # zero-padding
							outputs += filler
							__lowercase      =    np.abs(np.fft.fft(UpperCamelCase__				)				)
							__lowercase      =    20 * np.logaa(UpperCamelCase__				)

							# Frequencies on log scale from 24 to nyquist frequency
							plt.xlim(24				,       samplerate / 2 - 1				)
							plt.xlabel('''Frequency (Hz)'''				)
							plt.xscale('''log'''				)

							# Display within reasonable bounds
							__lowercase      =    get_bounds(UpperCamelCase__				,       UpperCamelCase__				)
							plt.ylim(max([-80, bounds[0]]				)				,       min([80, bounds[1]]				)				)
							plt.ylabel('''Gain (dB)'''				)

							plt.plot(UpperCamelCase__				)
							plt.show()







def 		_A(       UpperCamelCase__							:			FilterType				,       UpperCamelCase__							:			int				)    -> None:
							'''simple docstring'''


							__lowercase      =    512
							__lowercase      =    [1] + [0] * (size - 1)
							__lowercase      =    [filter_type.process(UpperCamelCase__				) for item in inputs]

							__lowercase      =    [0] * (samplerate - size)  # zero-padding
							outputs += filler
							__lowercase      =    np.angle(np.fft.fft(UpperCamelCase__				)				)

							# Frequencies on log scale from 24 to nyquist frequency
							plt.xlim(24				,       samplerate / 2 - 1				)
							plt.xlabel('''Frequency (Hz)'''				)
							plt.xscale('''log'''				)

							plt.ylim(-2 * pi				,       2 * pi				)
							plt.ylabel('''Phase shift (Radians)'''				)
							plt.plot(np.unwrap(UpperCamelCase__				,       -2 * pi				)				)
							plt.show()






