





import os
from datetime import datetime as dt

from github import Github


UpperCAmelCase	:	str		     =       [
    """good first issue""",
    """good second issue""",
    """good difficult issue""",
    """enhancement""",
    """new pipeline/model""",
    """new scheduler""",
    """wip""",
]
def      _A       (		):





  """simple docstring"""



  a__	:					Tuple										=Github(os.environ["GITHUB_TOKEN"]						)
  a__	:					int										=g.get_repo("huggingface/diffusers"						)
  a__	:					int										=repo.get_issues(state="open"						)

  for issue in open_issues:
    a__	:					int										=sorted(issue.get_comments()       ,       key=lambda SCREAMING_SNAKE_CASE						: i.created_at       ,       reverse=SCREAMING_SNAKE_CASE						)
    a__	:					Tuple										=comments[0] if len(SCREAMING_SNAKE_CASE						) > 0 else None
    if (
        last_comment is not None
        and last_comment.user.login == "github-actions[bot]"
        and (dt.utcnow() - issue.updated_at).days > 7
        and (dt.utcnow() - issue.created_at).days >= 30
        and not any(label.name.lower() in LABELS_TO_EXEMPT for label in issue.get_labels()						)
    ):
      # Closes the issue after 7 days of inactivity since the Stalebot notification.
      issue.edit(state="closed"						)
    elif (
        "stale" in issue.get_labels()
        and last_comment is not None
        and last_comment.user.login != "github-actions[bot]"
    ):
      # Opens the issue if someone other than Stalebot commented.
      issue.edit(state="open"						)
      issue.remove_from_labels("stale"						)
    elif (
        (dt.utcnow() - issue.updated_at).days > 23
        and (dt.utcnow() - issue.created_at).days >= 30
        and not any(label.name.lower() in LABELS_TO_EXEMPT for label in issue.get_labels()						)
    ):
      # Post a Stalebot notification after 23 days of inactivity.
      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/diffusers/blob/main/CONTRIBUTING.md) "
          "are likely to be ignored."						)
      issue.add_to_labels("stale"						)


if __name__ == "__main__":
     main()







import math
import random




def    lowerCAmelCase_ (     __A,  __A = False							)     ->				float:







      '''simple docstring'''


      if deriv:
            return value * (1 - value)
      return 1 / (1 + math.exp(-value							))


# Initial Value
UpperCamelCase__											=					0.0_2




def    lowerCAmelCase_ (     __A,  __A							)     ->				float:







      '''simple docstring'''


      UpperCAmelCase__								=  float(2 * (random.randint(1,  100							)) - 1							)

      for _ in range(__A							):
            # Forward propagation
            UpperCAmelCase__								=  sigmoid_function(INITIAL_VALUE * weight							)
            # How much did we miss?
            UpperCAmelCase__								=  (expected / 100) - layer_a
            # Error delta
            UpperCAmelCase__								=  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()

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



