


from ..utils import DummyObject, requires_backends
class  SCREAMING_SNAKE_CASE__  (				metaclass=lowercase__			):
      snake_case__				:     List[str]        =						['''torch''', '''transformers''', '''onnx''']
      def __init__(       self				:       List[Any]     ,							*SCREAMING_SNAKE_CASE__				:       Union[str, Any]     ,							**SCREAMING_SNAKE_CASE__				:       Tuple     )		->			Union[str, Any]:
             requires_backends(self     ,							['torch', 'transformers', 'onnx']     )
      @classmethod
      def        SCREAMING_SNAKE_CASE							(       cls				:       List[str]     ,							*SCREAMING_SNAKE_CASE__				:       Optional[Any]     ,							**SCREAMING_SNAKE_CASE__				:       Union[str, Any]     )		->			Union[str, Any]:
             requires_backends(cls     ,							['torch', 'transformers', 'onnx']     )

      @classmethod
      def        SCREAMING_SNAKE_CASE							(       cls				:       str     ,							*SCREAMING_SNAKE_CASE__				:       int     ,							**SCREAMING_SNAKE_CASE__				:       str     )		->			Any:
             requires_backends(cls     ,							['torch', 'transformers', 'onnx']     )
class  SCREAMING_SNAKE_CASE__  (				metaclass=lowercase__			):
      snake_case__				:     Union[str, Any]        =						['''torch''', '''transformers''', '''onnx''']
      def __init__(       self				:       str     ,							*SCREAMING_SNAKE_CASE__				:       str     ,							**SCREAMING_SNAKE_CASE__				:       Any     )		->			Optional[int]:
             requires_backends(self     ,							['torch', 'transformers', 'onnx']     )
      @classmethod
      def        SCREAMING_SNAKE_CASE							(       cls				:       List[Any]     ,							*SCREAMING_SNAKE_CASE__				:       Tuple     ,							**SCREAMING_SNAKE_CASE__				:       List[Any]     )		->			Tuple:
             requires_backends(cls     ,							['torch', 'transformers', 'onnx']     )

      @classmethod
      def        SCREAMING_SNAKE_CASE							(       cls				:       List[Any]     ,							*SCREAMING_SNAKE_CASE__				:       str     ,							**SCREAMING_SNAKE_CASE__				:       List[str]     )		->			Tuple:
             requires_backends(cls     ,							['torch', 'transformers', 'onnx']     )
class  SCREAMING_SNAKE_CASE__  (				metaclass=lowercase__			):
      snake_case__				:     Union[str, Any]        =						['''torch''', '''transformers''', '''onnx''']
      def __init__(       self				:       Dict     ,							*SCREAMING_SNAKE_CASE__				:       Optional[Any]     ,							**SCREAMING_SNAKE_CASE__				:       Any     )		->			Tuple:
             requires_backends(self     ,							['torch', 'transformers', 'onnx']     )
      @classmethod
      def        SCREAMING_SNAKE_CASE							(       cls				:       Tuple     ,							*SCREAMING_SNAKE_CASE__				:       Optional[int]     ,							**SCREAMING_SNAKE_CASE__				:       Union[str, Any]     )		->			Any:
             requires_backends(cls     ,							['torch', 'transformers', 'onnx']     )

      @classmethod
      def        SCREAMING_SNAKE_CASE							(       cls				:       int     ,							*SCREAMING_SNAKE_CASE__				:       List[str]     ,							**SCREAMING_SNAKE_CASE__				:       Optional[int]     )		->			List[Any]:
             requires_backends(cls     ,							['torch', 'transformers', 'onnx']     )
class  SCREAMING_SNAKE_CASE__  (				metaclass=lowercase__			):
      snake_case__				:     Tuple        =						['''torch''', '''transformers''', '''onnx''']
      def __init__(       self				:       List[str]     ,							*SCREAMING_SNAKE_CASE__				:       List[Any]     ,							**SCREAMING_SNAKE_CASE__				:       Optional[int]     )		->			Dict:
             requires_backends(self     ,							['torch', 'transformers', 'onnx']     )
      @classmethod
      def        SCREAMING_SNAKE_CASE							(       cls				:       int     ,							*SCREAMING_SNAKE_CASE__				:       Optional[Any]     ,							**SCREAMING_SNAKE_CASE__				:       Optional[Any]     )		->			int:
             requires_backends(cls     ,							['torch', 'transformers', 'onnx']     )

      @classmethod
      def        SCREAMING_SNAKE_CASE							(       cls				:       Dict     ,							*SCREAMING_SNAKE_CASE__				:       int     ,							**SCREAMING_SNAKE_CASE__				:       Optional[Any]     )		->			Union[str, Any]:
             requires_backends(cls     ,							['torch', 'transformers', 'onnx']     )
class  SCREAMING_SNAKE_CASE__  (				metaclass=lowercase__			):
      snake_case__				:     str        =						['''torch''', '''transformers''', '''onnx''']
      def __init__(       self				:       Union[str, Any]     ,							*SCREAMING_SNAKE_CASE__				:       int     ,							**SCREAMING_SNAKE_CASE__				:       Optional[int]     )		->			str:
             requires_backends(self     ,							['torch', 'transformers', 'onnx']     )
      @classmethod
      def        SCREAMING_SNAKE_CASE							(       cls				:       Optional[Any]     ,							*SCREAMING_SNAKE_CASE__				:       List[str]     ,							**SCREAMING_SNAKE_CASE__				:       Dict     )		->			int:
             requires_backends(cls     ,							['torch', 'transformers', 'onnx']     )

      @classmethod
      def        SCREAMING_SNAKE_CASE							(       cls				:       Optional[Any]     ,							*SCREAMING_SNAKE_CASE__				:       Any     ,							**SCREAMING_SNAKE_CASE__				:       Any     )		->			Any:
             requires_backends(cls     ,							['torch', 'transformers', 'onnx']     )
class  SCREAMING_SNAKE_CASE__  (				metaclass=lowercase__			):
      snake_case__				:     Union[str, Any]        =						['''torch''', '''transformers''', '''onnx''']
      def __init__(       self				:       List[str]     ,							*SCREAMING_SNAKE_CASE__				:       Tuple     ,							**SCREAMING_SNAKE_CASE__				:       Tuple     )		->			List[Any]:
             requires_backends(self     ,							['torch', 'transformers', 'onnx']     )
      @classmethod
      def        SCREAMING_SNAKE_CASE							(       cls				:       Tuple     ,							*SCREAMING_SNAKE_CASE__				:       List[str]     ,							**SCREAMING_SNAKE_CASE__				:       Optional[Any]     )		->			Any:
             requires_backends(cls     ,							['torch', 'transformers', 'onnx']     )

      @classmethod
      def        SCREAMING_SNAKE_CASE							(       cls				:       List[str]     ,							*SCREAMING_SNAKE_CASE__				:       Optional[Any]     ,							**SCREAMING_SNAKE_CASE__				:       Tuple     )		->			Dict:
             requires_backends(cls     ,							['torch', 'transformers', 'onnx']     )




from __future__ import annotations

import time
from collections.abc import Sequence
from random import randint

from matplotlib import pyplot as plt


def     __lowerCAmelCase			(			a__						,    a__						,    a__  )       ->  tuple[int | None, int | None, float]:
				if not arr:
								return None, None, 0
				if low == high:
								return low, high, arr[low]

				__a										=    (low + high) // 2
				__a							,     __a							,     __a										=    max_subarray(a__						,    a__						,    a__  )
				__a							,     __a							,     __a										=    max_subarray(a__						,    mid + 1						,    a__  )
				__a							,     __a							,     __a										=    max_cross_sum(a__						,    a__						,    a__						,    a__  )
				if left_sum >= right_sum and left_sum >= cross_sum:
								return left_low, left_high, left_sum
				elif right_sum >= left_sum and right_sum >= cross_sum:
								return right_low, right_high, right_sum
				return cross_left, cross_right, cross_sum


def     __lowerCAmelCase			(			a__						,    a__						,    a__						,    a__  )       ->  tuple[int, int, float]:
				__a							,     __a										=    float('''-inf'''  ), -1
				__a							,     __a										=    float('''-inf'''  ), -1

				__a										=    0
				for i in range(a__						,    low - 1						,    -1  ):
								summ += arr[i]
								if summ > left_sum:
												__a										=    summ
												__a										=    i

				__a										=    0
				for i in range(mid + 1						,    high + 1  ):
								summ += arr[i]
								if summ > right_sum:
												__a										=    summ
												__a										=    i

				return max_left, max_right, (left_sum + right_sum)


def     __lowerCAmelCase			(			a__  )       ->  float:
				__a										=    [randint(1						,    a__  ) for _ in range(a__  )]
				__a										=    time.time()
				max_subarray(a__						,    0						,    input_size - 1  )
				__a										=    time.time()
				return end - start


def     __lowerCAmelCase			(			)       ->  None:
				__a										=    [10, 100, 1000, 1_0000, 5_0000, 10_0000, 20_0000, 30_0000, 40_0000, 50_0000]
				__a										=    [time_max_subarray(a__  ) for input_size in input_sizes]
				print('''No of Inputs\t\tTime Taken'''  )
				for input_size, runtime in zip(a__						,    a__  ):
								print(a__						,    '''\t\t'''						,    a__  )
				plt.plot(a__						,    a__  )
				plt.xlabel('''Number of Inputs'''  )
				plt.ylabel('''Time taken in seconds'''  )
				plt.show()


if __name__ == "__main__":
					from doctest import testmod

					testmod()