






"""simple docstring"""





from __future__ import annotations

from collections.abc import Iterable






class 					a						:






    def __init__(	self					:							Union[str, Any]	,						__SCREAMING_SNAKE_CASE					:							Dict	,						__SCREAMING_SNAKE_CASE					:							int )					->		Dict:
      lowerCamelCase_					,     lowerCamelCase_   					=						float(UpperCamelCase__ ), float(UpperCamelCase__ )






    def __eq__(	self					:							str	,						__SCREAMING_SNAKE_CASE					:							Any )					->		Optional[int]:
      return self.x == other.x and self.y == other.y






    def __ne__(	self					:							int	,						__SCREAMING_SNAKE_CASE					:							Any )					->		str:
      return not self == other






    def __gt__(	self					:							List[str]	,						__SCREAMING_SNAKE_CASE					:							Tuple )					->		List[Any]:






      if self.x > other.x:
        return True
      elif self.x == other.x:
        return self.y > other.y
      return False






    def __lt__(	self					:							Any	,						__SCREAMING_SNAKE_CASE					:							int )					->		Optional[Any]:
      return not self > other






    def __ge__(	self					:							Optional[Any]	,						__SCREAMING_SNAKE_CASE					:							Union[str, Any] )					->		int:






      if self.x > other.x:
        return True
      elif self.x == other.x:
        return self.y >= other.y
      return False






    def __le__(	self					:							Any	,						__SCREAMING_SNAKE_CASE					:							Tuple )					->		Tuple:






      if self.x < other.x:
        return True
      elif self.x == other.x:
        return self.y <= other.y
      return False






    def __repr__(	self					:							Union[str, Any] )					->		int:
      return F'''({self.x}, {self.y})'''






    def __hash__(	self					:							List[Any] )					->		Dict:
      return hash(self.x )







def 					lowerCamelCase__	(							_lowerCamelCase	:		Any		,    )				->    Optional[int]:
  lowerCamelCase_   					=						[]
  if list_of_tuples:
    for p in list_of_tuples:
      if isinstance(A_		,    A_			):
        points.append(A_			)
      else:
        try:
          points.append(Point(p[0]		,    p[1]			)			)
        except (IndexError, TypeError):
          print(
              F'''Ignoring deformed point {p}. All points'''
              ' must have at least 2 coordinates.'			)
  return points







def 					lowerCamelCase__	(							_lowerCamelCase	:		Union[str, Any]			)				->    List[Any]:





  if not hasattr(A_		,    '__iter__'			):
    lowerCamelCase_   					=						F'''Expecting an iterable object but got an non-iterable type {points}'''
    raise ValueError(A_			)

  if not points:
    lowerCamelCase_   					=						F'''Expecting a list of points but got {points}'''
    raise ValueError(A_			)

  return _construct_points(A_			)







def 					lowerCamelCase__	(							_lowerCamelCase	:		str		,    _lowerCamelCase	:		str		,    _lowerCamelCase	:		List[Any]			)				->    Optional[int]:
  lowerCamelCase_   					=						(a.x * b.y + b.x * c.y + c.x * a.y) - (a.y * b.x + b.y * c.x + c.y * a.x)
  return det







def 					lowerCamelCase__	(							_lowerCamelCase	:		List[Any]			)				->    List[Any]:
  lowerCamelCase_   					=						sorted(_validate_input(A_			)			)
  lowerCamelCase_   					=						len(A_			)
  lowerCamelCase_   					=						set()

  for i in range(n - 1			):
    for j in range(i + 1		,    A_			):
      lowerCamelCase_   					=						lowerCamelCase_   					=						False
      lowerCamelCase_   					=						True
      for k in range(A_			):
        if k != i and k != j:
          lowerCamelCase_   					=						_det(points[i]		,    points[j]		,    points[k]			)

          if det_k > 0:
            lowerCamelCase_   					=						True
          elif det_k < 0:
            lowerCamelCase_   					=						True
          else:
            # point[i], point[j], point[k] all lie on a straight line
            # if point[k] is to the left of point[i] or it's to the
            # right of point[j], then point[i], point[j] cannot be
            # part of the convex hull of A
            if points[k] < points[i] or points[k] > points[j]:
              lowerCamelCase_   					=						False
              break

        if points_left_of_ij and points_right_of_ij:
          lowerCamelCase_   					=						False
          break

      if ij_part_of_convex_hull:
        convex_set.update([points[i], points[j]]			)

  return sorted(A_			)







def 					lowerCamelCase__	(							_lowerCamelCase	:		List[str]			)				->    Dict:
  lowerCamelCase_   					=						sorted(_validate_input(A_			)			)
  lowerCamelCase_   					=						len(A_			)

  # divide all the points into an upper hull and a lower hull
  # the left most point and the right most point are definitely
  # members of the convex hull by definition.
  # use these two anchors to divide all the points into two hulls,
  # an upper hull and a lower hull.

  # all points to the left (above) the line joining the extreme points belong to the
  # upper hull
  # all points to the right (below) the line joining the extreme points below to the
  # lower hull
  # ignore all points on the line joining the extreme points since they cannot be
  # part of the convex hull

  lowerCamelCase_   					=						points[0]
  lowerCamelCase_   					=						points[n - 1]

  lowerCamelCase_   					=						{left_most_point, right_most_point}
  lowerCamelCase_   					=						[]
  lowerCamelCase_   					=						[]

  for i in range(1		,    n - 1			):
    lowerCamelCase_   					=						_det(A_		,    A_		,    points[i]			)

    if det > 0:
      upper_hull.append(points[i]			)
    elif det < 0:
      lower_hull.append(points[i]			)

  _construct_hull(A_		,    A_		,    A_		,    A_			)
  _construct_hull(A_		,    A_		,    A_		,    A_			)

  return sorted(A_			)







def 					lowerCamelCase__	(							_lowerCamelCase	:		List[Any]		,    _lowerCamelCase	:		List[str]		,    _lowerCamelCase	:		Any		,    _lowerCamelCase	:		List[Any]			)				->    Tuple:





  if points:
    lowerCamelCase_   					=						None
    lowerCamelCase_   					=						float('-inf'			)
    lowerCamelCase_   					=						[]

    for p in points:
      lowerCamelCase_   					=						_det(A_		,    A_		,    A_			)

      if det > 0:
        candidate_points.append(A_			)

        if det > extreme_point_distance:
          lowerCamelCase_   					=						det
          lowerCamelCase_   					=						p

    if extreme_point:
      _construct_hull(A_		,    A_		,    A_		,    A_			)
      convex_set.add(A_			)
      _construct_hull(A_		,    A_		,    A_		,    A_			)







def 					lowerCamelCase__	(							_lowerCamelCase	:		int			)				->    Tuple:
  lowerCamelCase_   					=						sorted(_validate_input(A_			)			)
  lowerCamelCase_   					=						len(A_			)

  lowerCamelCase_   					=						points[:2]
  for i in range(2		,    A_			):
    lowerCamelCase_   					=						_det(convex_hull[1]		,    convex_hull[0]		,    points[i]			)
    if det > 0:
      convex_hull.insert(0		,    points[i]			)
      break
    elif det < 0:
      convex_hull.append(points[i]			)
      break
    else:
      lowerCamelCase_   					=						points[i]
  i += 1

  for j in range(A_		,    A_			):
    if (
        _det(convex_hull[0]		,    convex_hull[-1]		,    points[j]			) > 0
        and _det(convex_hull[-1]		,    convex_hull[0]		,    points[1]			) < 0
    ):
      # The point lies within the convex hull
      continue

    convex_hull.insert(0		,    points[j]			)
    convex_hull.append(points[j]			)
    while _det(convex_hull[0]		,    convex_hull[1]		,    convex_hull[2]			) >= 0:
      del convex_hull[1]
    while _det(convex_hull[-1]		,    convex_hull[-2]		,    convex_hull[-3]			) <= 0:
      del convex_hull[-2]

    # `convex_hull` is contains the convex hull in circular order
  return sorted(convex_hull[1:] if len(A_			) > 3 else convex_hull			)







def 					lowerCamelCase__	(							)				->    Any:
  lowerCamelCase_   					=						[
      (0, 3),
      (2, 2),
      (1, 1),
      (2, 1),
      (3, 0),
      (0, 0),
      (3, 3),
      (2, -1),
      (2, -4),
      (1, -3),
  ]
  # the convex set of points is
  # [(0, 0), (0, 3), (1, -3), (2, -4), (3, 0), (3, 3)]
  lowerCamelCase_   					=						convex_hull_bf(A_			)

  lowerCamelCase_   					=						convex_hull_recursive(A_			)
  assert results_bf == results_recursive

  lowerCamelCase_   					=						convex_hull_melkman(A_			)
  assert results_bf == results_melkman

  print(A_			)


if __name__ == "__main__":
  main()












"""simple docstring"""





from ...configuration_utils import PretrainedConfig
from ...utils import logging


_SCREAMING_SNAKE_CASE :    List[Any]    =						logging.get_logger(__name__)

_SCREAMING_SNAKE_CASE :    str    =						{
    '''facebook/regnet-y-040''': '''https://huggingface.co/facebook/regnet-y-040/blob/main/config.json''',
}






class 					a						( __snake_case		):
    SCREAMING_SNAKE_CASE						:					str						=			"""regnet"""
    SCREAMING_SNAKE_CASE						:					List[Any]						=			["""x""", """y"""]






    def __init__(	self					:							int	,						__SCREAMING_SNAKE_CASE					:							Any=3	,						__SCREAMING_SNAKE_CASE					:							Any=32	,						__SCREAMING_SNAKE_CASE					:							List[str]=[128, 192, 512, 1088]	,						__SCREAMING_SNAKE_CASE					:							Union[str, Any]=[2, 6, 12, 2]	,						__SCREAMING_SNAKE_CASE					:							str=64	,						__SCREAMING_SNAKE_CASE					:							List[Any]="y"	,						__SCREAMING_SNAKE_CASE					:							Optional[int]="relu"	,						**__SCREAMING_SNAKE_CASE					:							Union[str, Any]	,						)					->		Union[str, Any]:
      super().__init__(**__SCREAMING_SNAKE_CASE )
      if layer_type not in self.layer_types:
        raise ValueError(F'''layer_type={layer_type} is not one of {",".join(self.layer_types )}''' )
      lowerCamelCase_   					=						num_channels
      lowerCamelCase_   					=						embedding_size
      lowerCamelCase_   					=						hidden_sizes
      lowerCamelCase_   					=						depths
      lowerCamelCase_   					=						groups_width
      lowerCamelCase_   					=						layer_type
      lowerCamelCase_   					=						hidden_act
      # always downsample in the first stage
      lowerCamelCase_   					=						True




