from __future__ import annotations

from collections.abc import Iterable




class 				__lowerCAmelCase					:



 '''simple docstring'''

 def __init__(     self    :						Dict    ,     lowerCamelCase    :						Union[str, Any]    ,     lowerCamelCase    :						Union[str, Any]					)	->							Tuple:
        _UpperCamelCase  , _UpperCamelCase       :    List[Any]					  =					float(lowerCamelCase					), float(lowerCamelCase					)

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

 def __ne__(     self    :						Tuple    ,     lowerCamelCase    :						List[str]					)	->							Dict:
        return not self == other

 def __gt__(     self    :						Tuple    ,     lowerCamelCase    :						Optional[int]					)	->							Dict:
        if self.x > other.x:
               return True
        elif self.x == other.x:
               return self.y > other.y
        return False

 def __lt__(     self    :						Union[str, Any]    ,     lowerCamelCase    :						Tuple					)	->							Optional[Any]:
        return not self > other

 def __ge__(     self    :						Dict    ,     lowerCamelCase    :						List[str]					)	->							Any:
        if self.x > other.x:
               return True
        elif self.x == other.x:
               return self.y >= other.y
        return False

 def __le__(     self    :						Tuple    ,     lowerCamelCase    :						str					)	->							Optional[int]:
        if self.x < other.x:
               return True
        elif self.x == other.x:
               return self.y <= other.y
        return False

 def __repr__(     self    :						List[str]					)	->							int:
        return f"({self.x}, {self.y})"

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







def SCREAMING_SNAKE_CASE			(       lowercase_:		list[Point] | list[list[float]] | Iterable[list[float]]						,  ):
       _UpperCamelCase       :    list[Point]					  =					[]
       if list_of_tuples:
              for p in list_of_tuples:
                     if isinstance(lowercase_						,  lowercase_			):
                            points.append(lowercase_			)
                     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 SCREAMING_SNAKE_CASE			(       lowercase_:		list[Point] | list[list[float]]			):

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

       if not points:
              _UpperCamelCase       :    List[str]					  =					F"Expecting a list of points but got {points}"
              raise ValueError(lowercase_			)

       return _construct_points(lowercase_			)


def SCREAMING_SNAKE_CASE			(       lowercase_:		Point						,  lowercase_:		Point						,  lowercase_:		Point			):
       _UpperCamelCase       :    str					  =					(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 SCREAMING_SNAKE_CASE			(       lowercase_:		list[Point]			):
       _UpperCamelCase       :    Dict					  =					sorted(_validate_input(lowercase_			)			)
       _UpperCamelCase       :    str					  =					len(lowercase_			)
       _UpperCamelCase       :    Optional[int]					  =					set()

       for i in range(n - 1			):
              for j in range(i + 1						,  lowercase_			):
                     _UpperCamelCase       :    Union[str, Any]					  =					False
                     _UpperCamelCase       :    Tuple					  =					True
                     for k in range(lowercase_			):
                            if k != i and k != j:
                                   _UpperCamelCase       :    Dict					  =					_det(points[i]						,  points[j]						,  points[k]			)

                                   if det_k > 0:
                                          _UpperCamelCase       :    Dict					  =					True
                                   elif det_k < 0:
                                          _UpperCamelCase       :    Tuple					  =					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]:
                                                 _UpperCamelCase       :    Optional[int]					  =					False
                                                 break

                            if points_left_of_ij and points_right_of_ij:
                                   _UpperCamelCase       :    Optional[int]					  =					False
                                   break

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

       return sorted(lowercase_			)


def SCREAMING_SNAKE_CASE			(       lowercase_:		list[Point]			):
       _UpperCamelCase       :    List[Any]					  =					sorted(_validate_input(lowercase_			)			)
       _UpperCamelCase       :    Tuple					  =					len(lowercase_			)

       # 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

       _UpperCamelCase       :    Dict					  =					points[0]
       _UpperCamelCase       :    Union[str, Any]					  =					points[n - 1]

       _UpperCamelCase       :    List[Any]					  =					{left_most_point, right_most_point}
       _UpperCamelCase       :    Tuple					  =					[]
       _UpperCamelCase       :    Optional[Any]					  =					[]

       for i in range(1						,  n - 1			):
              _UpperCamelCase       :    Union[str, Any]					  =					_det(lowercase_						,  lowercase_						,  points[i]			)

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

       _construct_hull(lowercase_						,  lowercase_						,  lowercase_						,  lowercase_			)
       _construct_hull(lowercase_						,  lowercase_						,  lowercase_						,  lowercase_			)

       return sorted(lowercase_			)


def SCREAMING_SNAKE_CASE			(       lowercase_:		list[Point]						,  lowercase_:		Point						,  lowercase_:		Point						,  lowercase_:		set[Point]			):
       if points:
              _UpperCamelCase       :    Optional[int]					  =					None
              _UpperCamelCase       :    Optional[int]					  =					float('-inf'			)
              _UpperCamelCase       :    Union[str, Any]					  =					[]

              for p in points:
                     _UpperCamelCase       :    List[str]					  =					_det(lowercase_						,  lowercase_						,  lowercase_			)

                     if det > 0:
                            candidate_points.append(lowercase_			)

                            if det > extreme_point_distance:
                                   _UpperCamelCase       :    Union[str, Any]					  =					det
                                   _UpperCamelCase       :    Optional[int]					  =					p

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


def SCREAMING_SNAKE_CASE			(       lowercase_:		list[Point]			):
       _UpperCamelCase       :    Union[str, Any]					  =					sorted(_validate_input(lowercase_			)			)
       _UpperCamelCase       :    Tuple					  =					len(lowercase_			)

       _UpperCamelCase       :    List[str]					  =					points[:2]
       for i in range(2						,  lowercase_			):
              _UpperCamelCase       :    Optional[Any]					  =					_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:
                     _UpperCamelCase       :    Optional[int]					  =					points[i]
       i += 1

       for j in range(lowercase_						,  lowercase_			):
              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(lowercase_			) > 3 else convex_hull			)


def SCREAMING_SNAKE_CASE			(       ):
       _UpperCamelCase       :    str					  =					[
           (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)]
       _UpperCamelCase       :    List[str]					  =					convex_hull_bf(lowercase_			)

       _UpperCamelCase       :    Tuple					  =					convex_hull_recursive(lowercase_			)
       assert results_bf == results_recursive

       _UpperCamelCase       :    Union[str, Any]					  =					convex_hull_melkman(lowercase_			)
       assert results_bf == results_melkman

       print(lowercase_			)


if __name__ == "__main__":
 main()




import unittest

from transformers import (
    MODEL_FOR_SEQ_TO_SEQ_CAUSAL_LM_MAPPING,
    TF_MODEL_FOR_SEQ_TO_SEQ_CAUSAL_LM_MAPPING,
    SummarizationPipeline,
    TFPreTrainedModel,
    pipeline,
)
from transformers.testing_utils import get_gpu_count, is_pipeline_test, require_tf, require_torch, slow, torch_device
from transformers.tokenization_utils import TruncationStrategy

from .test_pipelines_common import ANY


UpperCAmelCase     						=			-1 if torch_device == '''cpu''' else 0




@is_pipeline_test
class 				__lowerCAmelCase					(    unittest.TestCase  ):



 '''simple docstring'''
 _lowerCamelCase  :		Dict			      =	MODEL_FOR_SEQ_TO_SEQ_CAUSAL_LM_MAPPING
 _lowerCamelCase  :		Optional[Any]			      =	TF_MODEL_FOR_SEQ_TO_SEQ_CAUSAL_LM_MAPPING

 def    __snake_case   (     self    :						str    ,     lowerCamelCase    :						List[Any]    ,     lowerCamelCase    :						List[str]    ,     lowerCamelCase    :						Union[str, Any]					)	->							Any:
        _UpperCamelCase       :    Dict					  =					SummarizationPipeline(model=lowerCamelCase    ,     tokenizer=lowerCamelCase					)
        return summarizer, ["(CNN)The Palestinian Authority officially became", "Some other text"]

 def    __snake_case   (     self    :						Tuple    ,     lowerCamelCase    :						Dict    ,     lowerCamelCase    :						Any					)	->							Optional[Any]:
        _UpperCamelCase       :    Dict					  =					summarizer.model

        _UpperCamelCase       :    Any					  =					summarizer('(CNN)The Palestinian Authority officially became'					)
        self.assertEqual(lowerCamelCase    ,     [{'summary_text': ANY(lowerCamelCase					)}]					)

        _UpperCamelCase       :    Union[str, Any]					  =					summarizer(
            '(CNN)The Palestinian Authority officially became '    ,     num_beams=2    ,     min_length=2    ,     max_length=5    ,     )
        self.assertEqual(lowerCamelCase    ,     [{'summary_text': ANY(lowerCamelCase					)}]					)

        # Some models (Switch Transformers, LED, T5, LongT5, etc) can handle long sequences.
        _UpperCamelCase       :    List[Any]					  =					[
            'SwitchTransformersConfig',
            'T5Config',
            'LongT5Config',
            'LEDConfig',
            'PegasusXConfig',
            'FSMTConfig',
            'M2M100Config',
            'ProphetNetConfig',  # positional embeddings up to a fixed maximum size (otherwise clamping the values)
        ]
        if model.config.__class__.__name__ not in model_can_handle_longer_seq:
               # Too long and exception is expected.
               # For TF models, if the weights are initialized in GPU context, we won't get expected index error from
               # the embedding layer.
               if not (
                   isinstance(lowerCamelCase    ,     lowerCamelCase					)
                   and get_gpu_count() > 0
                   and len(summarizer.model.trainable_weights					) > 0
               ):
                      with self.assertRaises(lowerCamelCase					):
                             _UpperCamelCase       :    Any					  =					summarizer('This ' * 1_0_0_0					)
        _UpperCamelCase       :    Optional[int]					  =					summarizer('This ' * 1_0_0_0    ,     truncation=TruncationStrategy.ONLY_FIRST					)

 @require_torch
 def    __snake_case   (     self    :						Any					)	->							Optional[int]:
        _UpperCamelCase       :    int					  =					pipeline(task='summarization'    ,     model='sshleifer/tiny-mbart'    ,     framework='pt'					)
        _UpperCamelCase       :    List[str]					  =					summarizer('This is a small test'					)
        self.assertEqual(
            lowerCamelCase    ,     [
                {
                    'summary_text': 'เข้าไปเข้าไปเข้าไปเข้าไปเข้าไปเข้าไปเข้าไปเข้าไปเข้าไปเข้าไปเข้าไปเข้าไปเข้าไปเข้าไปเข้าไปเข้าไปเข้าไปเข้าไป'
                }
            ]    ,     )

 @require_tf
 def    __snake_case   (     self    :						List[Any]					)	->							Optional[Any]:
        _UpperCamelCase       :    Dict					  =					pipeline(task='summarization'    ,     model='sshleifer/tiny-mbart'    ,     framework='tf'					)
        _UpperCamelCase       :    List[str]					  =					summarizer('This is a small test'					)
        self.assertEqual(
            lowerCamelCase    ,     [
                {
                    'summary_text': 'เข้าไปเข้าไปเข้าไปเข้าไปเข้าไปเข้าไปเข้าไปเข้าไปเข้าไปเข้าไปเข้าไปเข้าไปเข้าไปเข้าไปเข้าไปเข้าไปเข้าไปเข้าไป'
                }
            ]    ,     )

 @require_torch
 @slow
 def    __snake_case   (     self    :						Dict					)	->							int:
        _UpperCamelCase       :    Optional[int]					  =					pipeline(task='summarization'    ,     device=lowerCamelCase					)
        _UpperCamelCase       :    Optional[Any]					  =					(
            ' (CNN)The Palestinian Authority officially became the 123rd member of the International Criminal Court on'
            ' Wednesday, a step that gives the court jurisdiction over alleged crimes in Palestinian territories. The'
            ' formal accession was marked with a ceremony at The Hague, in the Netherlands, where the court is based.'
            ' The Palestinians signed the ICC\'s founding Rome Statute in January, when they also accepted its'
            ' jurisdiction over alleged crimes committed "in the occupied Palestinian territory, including East'
            ' Jerusalem, since June 13, 2014." Later that month, the ICC opened a preliminary examination into the'
            ' situation in Palestinian territories, paving the way for possible war crimes investigations against'
            ' Israelis. As members of the court, Palestinians may be subject to counter-charges as well. Israel and'
            ' the United States, neither of which is an ICC member, opposed the Palestinians\' efforts to join the'
            ' body. But Palestinian Foreign Minister Riad al-Malki, speaking at Wednesday\'s ceremony, said it was a'
            ' move toward greater justice. "As Palestine formally becomes a State Party to the Rome Statute today, the'
            ' world is also a step closer to ending a long era of impunity and injustice," he said, according to an'
            ' ICC news release. "Indeed, today brings us closer to our shared goals of justice and peace." Judge'
            ' Kuniko Ozaki, a vice president of the ICC, said acceding to the treaty was just the first step for the'
            ' Palestinians. "As the Rome Statute today enters into force for the State of Palestine, Palestine'
            ' acquires all the rights as well as responsibilities that come with being a State Party to the Statute.'
            ' These are substantive commitments, which cannot be taken lightly," she said. Rights group Human Rights'
            ' Watch welcomed the development. "Governments seeking to penalize Palestine for joining the ICC should'
            ' immediately end their pressure, and countries that support universal acceptance of the court\'s treaty'
            ' should speak out to welcome its membership," said Balkees Jarrah, international justice counsel for the'
            ' group. \"What\'s objectionable is the attempts to undermine international justice, not Palestine\'s'
            ' decision to join a treaty to which over 100 countries around the world are members." In January, when'
            ' the preliminary ICC examination was opened, Israeli Prime Minister Benjamin Netanyahu described it as an'
            ' outrage, saying the court was overstepping its boundaries. The United States also said it "strongly"'
            ' disagreed with the court\'s decision. \"As we have said repeatedly, we do not believe that Palestine is a'
            ' state and therefore we do not believe that it is eligible to join the ICC," the State Department said in'
            ' a statement. It urged the warring sides to resolve their differences through direct negotiations. "We'
            ' will continue to oppose actions against Israel at the ICC as counterproductive to the cause of peace,"'
            ' it said. But the ICC begs to differ with the definition of a state for its purposes and refers to the'
            ' territories as "Palestine." While a preliminary examination is not a formal investigation, it allows the'
            ' court to review evidence and determine whether to investigate suspects on both sides. Prosecutor Fatou'
            ' Bensouda said her office would "conduct its analysis in full independence and impartiality." The war'
            ' between Israel and Hamas militants in Gaza last summer left more than 2,000 people dead. The inquiry'
            ' will include alleged war crimes committed since June. The International Criminal Court was set up in'
            ' 2002 to prosecute genocide, crimes against humanity and war crimes. CNN\'s Vasco Cotovio, Kareem Khadder'
            ' and Faith Karimi contributed to this report.'
        )
        _UpperCamelCase       :    Union[str, Any]					  =					(
            ' The Palestinian Authority becomes the 123rd member of the International Criminal Court . The move gives'
            ' the court jurisdiction over alleged crimes in Palestinian territories . Israel and the United States'
            ' opposed the Palestinians\' efforts to join the court . Rights group Human Rights Watch welcomes the move,'
            ' says governments seeking to penalize Palestine should end pressure .'
        )
        _UpperCamelCase       :    str					  =					summarizer(lowerCamelCase					)
        self.assertEqual(result[0]['summary_text']    ,     lowerCamelCase					)



