


from pathlib import Path
from typing import List

from transformers import is_torch_available, is_vision_available
from transformers.testing_utils import get_tests_dir, is_tool_test
from transformers.tools.agent_types import AGENT_TYPE_MAPPING, AgentAudio, AgentImage, AgentText


if is_torch_available():
   import torch

if is_vision_available():
   from PIL import Image


lowerCamelCase__							:						Union[str, Any]							     =   ["""text""", """image""", """audio"""]







def SCREAMING_SNAKE_CASE	(			__lowerCAmelCase				)    ->				Union[str, Any]:
  snake_case__						= []

  for input_type in input_types:
    if input_type == "text":
      inputs.append('''Text input'''				)
    elif input_type == "image":
      inputs.append(
          Image.open(Path(get_tests_dir('''fixtures/tests_samples/COCO'''				)				) / '''000000039769.png'''				).resize((512, 512)				)				)
    elif input_type == "audio":
      inputs.append(torch.ones(3000				)				)
    elif isinstance(UpperCamelCase__							,   UpperCamelCase__				):
      inputs.append(create_inputs(UpperCamelCase__				)				)
    else:
      raise ValueError(F"""Invalid type requested: {input_type}"""				)

  return inputs







def SCREAMING_SNAKE_CASE	(			__lowerCAmelCase				)    ->				List[str]:
  snake_case__						= []

  for output in outputs:
    if isinstance(UpperCamelCase__							,   (str, AgentText)				):
      output_types.append('''text'''				)
    elif isinstance(UpperCamelCase__							,   (Image.Image, AgentImage)				):
      output_types.append('''image'''				)
    elif isinstance(UpperCamelCase__							,   (torch.Tensor, AgentAudio)				):
      output_types.append('''audio'''				)
    else:
      raise ValueError(F"""Invalid output: {output}"""				)

  return output_types


@is_tool_test
class 		__magic_name__						:





     '''simple docstring'''



     def 	SCREAMING_SNAKE_CASE__						(					self:List[Any]   ):
       self.assertTrue(hasattr(self.tool     ,		'''inputs'''   )   )
       self.assertTrue(hasattr(self.tool     ,		'''outputs'''   )   )

       snake_case__						= self.tool.inputs
       for _input in inputs:
         if isinstance(_input     ,		_a   ):
           for __input in _input:
             self.assertTrue(__input in authorized_types   )
         else:
           self.assertTrue(_input in authorized_types   )

       snake_case__						= self.tool.outputs
       for _output in outputs:
         self.assertTrue(_output in authorized_types   )

     def 	SCREAMING_SNAKE_CASE__						(					self:Optional[int]   ):
       snake_case__						= create_inputs(self.tool.inputs   )
       snake_case__						= self.tool(*_a   )

       # There is a single output
       if len(self.tool.outputs   ) == 1:
         snake_case__						= [outputs]

       self.assertListEqual(output_types(_a   )     ,		self.tool.outputs   )

     def 	SCREAMING_SNAKE_CASE__						(					self:int   ):
       self.assertTrue(hasattr(self.tool     ,		'''description'''   )   )
       self.assertTrue(hasattr(self.tool     ,		'''default_checkpoint'''   )   )
       self.assertTrue(self.tool.description.startswith('''This is a tool that'''   )   )

     def 	SCREAMING_SNAKE_CASE__						(					self:Optional[int]   ):
       snake_case__						= create_inputs(self.tool.inputs   )
       snake_case__						= self.tool(*_a   )

       if not isinstance(_a     ,		_a   ):
         snake_case__						= [outputs]

       self.assertEqual(len(_a   )     ,		len(self.tool.outputs   )   )

       for output, output_type in zip(_a     ,		self.tool.outputs   ):
         snake_case__						= AGENT_TYPE_MAPPING[output_type]
         self.assertTrue(isinstance(_a     ,		_a   )   )







     def 	SCREAMING_SNAKE_CASE__						(					self:Tuple   ):
       snake_case__						= create_inputs(self.tool.inputs   )

       snake_case__						= []

       for _input, input_type in zip(_a     ,		self.tool.inputs   ):
         if isinstance(_a     ,		_a   ):
           _inputs.append([AGENT_TYPE_MAPPING[_input_type](_input   ) for _input_type in input_type]   )
         else:
           _inputs.append(AGENT_TYPE_MAPPING[input_type](_input   )   )

        # Should not raise an error
       snake_case__						= self.tool(*_a   )

       if not isinstance(_a     ,		_a   ):
         snake_case__						= [outputs]

       self.assertEqual(len(_a   )     ,		len(self.tool.outputs   )   )




from collections.abc import Callable







class 					lowercase							:




				def __init__(   self ,  snake_case = None			):
											# Stores actual heap items.
											snake_case_     							=       []
											# Stores indexes of each item for supporting updates and deletion.
											snake_case_     							=       {}
											# Stores current size of heap.
											snake_case_     							=       0
											# Stores function used to evaluate the score of an item on which basis ordering
											# will be done.
											snake_case_     							=       key or (lambda snake_case			: x)




				def        a				(   self ,  snake_case			):
											return int((i - 1) / 2			) if i > 0 else None




				def        a				(   self ,  snake_case			):
											snake_case_     							=       int(2 * i + 1			)
											return left if 0 < left < self.size else None




				def        a				(   self ,  snake_case			):
											snake_case_     							=       int(2 * i + 2			)
											return right if 0 < right < self.size else None




				def        a				(   self ,  snake_case ,  snake_case			):
											snake_case_							,       snake_case_     							=       (
											    self.pos_map[self.arr[j][0]],
											    self.pos_map[self.arr[i][0]],
											)
											# Then swap the items in the list.
											snake_case_							,       snake_case_     							=       self.arr[j], self.arr[i]




				def        a				(   self ,  snake_case ,  snake_case			):
											return self.arr[i][1] < self.arr[j][1]




				def        a				(   self ,  snake_case			):
											snake_case_     							=       self._left(snake_case			)
											snake_case_     							=       self._right(snake_case			)
											snake_case_     							=       i

											if left is not None and not self._cmp(snake_case ,  snake_case			):
																		snake_case_     							=       left
											if right is not None and not self._cmp(snake_case ,  snake_case			):
																		snake_case_     							=       right

											return valid_parent




				def        a				(   self ,  snake_case			):
											snake_case_     							=       self._parent(snake_case			)
											while parent is not None and not self._cmp(snake_case ,  snake_case			):
																		self._swap(snake_case ,  snake_case			)
																		snake_case_							,       snake_case_     							=       parent, self._parent(snake_case			)




				def        a				(   self ,  snake_case			):
											snake_case_     							=       self._get_valid_parent(snake_case			)
											while valid_parent != index:
																		self._swap(snake_case ,  snake_case			)
																		snake_case_							,       snake_case_     							=       valid_parent, self._get_valid_parent(snake_case			)




				def        a				(   self ,  snake_case ,  snake_case			):
											if item not in self.pos_map:
																		return
											snake_case_     							=       self.pos_map[item]
											snake_case_     							=       [item, self.key(snake_case			)]
											# Make sure heap is right in both up and down direction.
											# Ideally only one of them will make any change.
											self._heapify_up(snake_case			)
											self._heapify_down(snake_case			)




				def        a				(   self ,  snake_case			):
											if item not in self.pos_map:
																		return
											snake_case_     							=       self.pos_map[item]
											del self.pos_map[item]
											snake_case_     							=       self.arr[self.size - 1]
											snake_case_     							=       index
											self.size -= 1
											# Make sure heap is right in both up and down direction. Ideally only one
											# of them will make any change- so no performance loss in calling both.
											if self.size > index:
																		self._heapify_up(snake_case			)
																		self._heapify_down(snake_case			)




				def        a				(   self ,  snake_case ,  snake_case			):
											snake_case_     							=       len(self.arr			)
											if arr_len == self.size:
																		self.arr.append([item, self.key(snake_case			)]			)
											else:
																		snake_case_     							=       [item, self.key(snake_case			)]
											snake_case_     							=       self.size
											self.size += 1
											self._heapify_up(self.size - 1			)




				def        a				(   self			):
											return self.arr[0] if self.size else None




				def        a				(   self			):
											snake_case_     							=       self.get_top()
											if top_item_tuple:
																		self.delete_item(top_item_tuple[0]			)
											return top_item_tuple





def    __lowerCamelCase      (					):







							'''simple docstring'''








if __name__ == "__main__":
					import doctest

					doctest.testmod()




