




'''simple docstring'''







from __future__ import annotations





def 		snake_case_							(_a			:							Any					,     _a			:							str					,     _a			:							Tuple					,     _a			:							int  ):  # noqa: E741
    while r - l > 1:
        UpperCAmelCase     =	(l + r) // 2
        if v[m] >= key:
            UpperCAmelCase     =	m
        else:
            UpperCAmelCase     =	m  # noqa: E741
    return r





def 		snake_case_							(_a			:							list[int]  ):
    if len(_a  ) == 0:
        return 0

    UpperCAmelCase     =	[0] * len(_a  )
    UpperCAmelCase     =	1

    UpperCAmelCase     =	v[0]

    for i in range(1					,     len(_a  )  ):
        if v[i] < tail[0]:
            UpperCAmelCase     =	v[i]
        elif v[i] > tail[length - 1]:
            UpperCAmelCase     =	v[i]
            length += 1
        else:
            UpperCAmelCase     =	v[i]

    return length


if __name__ == "__main__":
   import doctest

   doctest.testmod()










'''simple docstring'''







from datetime import datetime

import matplotlib.pyplot as plt
import torch





def 		snake_case_							(_a			:							List[str]  ):
    for param in module.parameters():
        UpperCAmelCase     =	False





def 		snake_case_							():
    UpperCAmelCase     =	'''cuda''' if torch.cuda.is_available() else '''cpu'''
    if torch.backends.mps.is_available() and torch.backends.mps.is_built():
        UpperCAmelCase     =	'''mps'''
    if device == "mps":
        print(
            '''WARNING: MPS currently doesn\'t seem to work, and messes up backpropagation without any visible torch'''
            ''' errors. I recommend using CUDA on a colab notebook or CPU instead if you\'re facing inexplicable issues'''
            ''' with generations.'''  )
    return device





def 		snake_case_							(_a			:							Optional[Any]  ):
    UpperCAmelCase     =	plt.imshow(_a  )
    fig.axes.get_xaxis().set_visible(_a  )
    fig.axes.get_yaxis().set_visible(_a  )
    plt.show()







def 		snake_case_							():
    UpperCAmelCase     =	datetime.now()
    UpperCAmelCase     =	current_time.strftime('''%H:%M:%S'''  )
    return timestamp




