






"""simple docstring"""







import os
from datetime import datetime as dt

from github import Github


_lowerCAmelCase            =	[
    'good first issue',
    'feature request',
    'wip',
]


def      UpperCamelCase       ( )     ->       Any:
				lowercase    :      List[Any]       = Github(os.environ["""GITHUB_TOKEN"""] )
				lowercase    :      Optional[int]       = g.get_repo("""huggingface/accelerate""" )
				lowercase    :      List[Any]       = repo.get_issues(state="""open""" )

				for issue in open_issues:
								lowercase    :      Optional[int]       = sorted([comment for comment in issue.get_comments()]  ,				key=lambda _A : i.created_at  ,				reverse=_A )
								lowercase    :      Optional[int]       = comments[0] if len(_A ) > 0 else None
								lowercase    :      Optional[int]       = dt.utcnow()
								lowercase    :      List[str]       = (current_time - issue.updated_at).days
								lowercase    :      Tuple       = (current_time - issue.created_at).days
								if (
								    last_comment is not None
								    and last_comment.user.login == "github-actions[bot]"
								    and days_since_updated > 7
								    and days_since_creation >= 30
								    and not any(label.name.lower() in LABELS_TO_EXEMPT for label in issue.get_labels() )
								):
												# Close issue since it has been 7 days of inactivity since bot mention.
												issue.edit(state="""closed""" )
								elif (
								    days_since_updated > 23
								    and days_since_creation >= 30
								    and not any(label.name.lower() in LABELS_TO_EXEMPT for label in issue.get_labels() )
								):
												# Add stale comment
												issue.create_comment(
												    """This issue has been automatically marked as stale because it has not had """
												    """recent activity. If you think this still needs to be addressed """
												    """please comment on this thread.\n\nPlease note that issues that do not follow the """
												    """[contributing guidelines](https://github.com/huggingface/accelerate/blob/main/CONTRIBUTING.md) """
												    """are likely to be ignored.""" )


if __name__ == "__main__":
				main()








"""simple docstring"""







import math
import random


def      UpperCamelCase       ( _A  ,				_A = False )     ->       float:
				if deriv:
								return value * (1 - value)
				return 1 / (1 + math.exp(-value ))


# Initial Value
_lowerCAmelCase            =	0.02


def      UpperCamelCase       ( _A  ,				_A )     ->       float:
				lowercase    :      Any       = float(2 * (random.randint(1  ,				100 )) - 1 )

				for _ in range(_A ):
								# Forward propagation
								lowercase    :      Dict       = sigmoid_function(INITIAL_VALUE * weight )
								# How much did we miss?
								lowercase    :      Any       = (expected / 100) - layer_a
								# Error delta
								lowercase    :      Dict       = layer_1_error * sigmoid_function(_A  ,				_A )
								# Update weight
								weight += INITIAL_VALUE * layer_1_delta

				return layer_a * 100


if __name__ == "__main__":
				import doctest

				doctest.testmod()

				_lowerCAmelCase            =	int(input('Expected value: '))
				_lowerCAmelCase            =	int(input('Number of propagations: '))
				print(forward_propagation(expected, number_propagations))
