


'''simple docstring'''
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


UpperCamelCase__    					=      ['''text''', '''image''', '''audio''']





def 					a__       (					lowerCAmelCase__						)    ->	int:
    UpperCAmelCase__			:		Optional[int]													=				[]

    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((5_12, 5_12)						)						)
        elif input_type == "audio":
            inputs.append(torch.ones(30_00						)						)
        elif isinstance(lowerCAmelCase__  ,					lowerCAmelCase__						):
            inputs.append(create_inputs(lowerCAmelCase__						)						)
        else:
            raise ValueError(F"""Invalid type requested: {input_type}"""						)

    return inputs





def 					a__       (					lowerCAmelCase__						)    ->	Tuple:
    UpperCAmelCase__			:		List[str]													=				[]

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

    return output_types







@is_tool_test
class 			lowerCamelCase_   :






      def lowercase_							(					self				:    Any ):


          '''simple docstring'''


          self.assertTrue(hasattr(self.tool						,						'''inputs''' ) )
          self.assertTrue(hasattr(self.tool						,						'''outputs''' ) )

          UpperCAmelCase__			:		Any													=				self.tool.inputs
          for _input in inputs:
              if isinstance(_input						,						snake_case_ ):
                  for __input in _input:
                      self.assertTrue(__input in authorized_types )
              else:
                  self.assertTrue(_input in authorized_types )

          UpperCAmelCase__			:		Optional[int]													=				self.tool.outputs
          for _output in outputs:
              self.assertTrue(_output in authorized_types )






      def lowercase_							(					self				:    List[Any] ):


          '''simple docstring'''


          UpperCAmelCase__			:		Union[str, Any]													=				create_inputs(self.tool.inputs )
          UpperCAmelCase__			:		List[Any]													=				self.tool(*snake_case_ )

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

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






      def lowercase_							(					self				:    List[Any] ):


          '''simple docstring'''


          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 lowercase_							(					self				:    Any ):


          '''simple docstring'''


          UpperCAmelCase__			:		Any													=				create_inputs(self.tool.inputs )
          UpperCAmelCase__			:		Union[str, Any]													=				self.tool(*snake_case_ )

          if not isinstance(snake_case_						,						snake_case_ ):
              UpperCAmelCase__			:		Tuple													=				[outputs]

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

          for output, output_type in zip(snake_case_						,						self.tool.outputs ):
              UpperCAmelCase__			:		List[Any]													=				AGENT_TYPE_MAPPING[output_type]
              self.assertTrue(isinstance(snake_case_						,						snake_case_ ) )






      def lowercase_							(					self				:    Optional[int] ):


          '''simple docstring'''


          UpperCAmelCase__			:		Any													=				create_inputs(self.tool.inputs )

          UpperCAmelCase__			:		Dict													=				[]

          for _input, input_type in zip(snake_case_						,						self.tool.inputs ):
              if isinstance(snake_case_						,						snake_case_ ):
                  _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
          UpperCAmelCase__			:		Optional[Any]													=				self.tool(*snake_case_ )

          if not isinstance(snake_case_						,						snake_case_ ):
              UpperCAmelCase__			:		Dict													=				[outputs]

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


from __future__ import annotations

from typing import Any



class 		UpperCamelCase__  :
   def __init__(self :					Union[str, Any]					,				snake_case_ :					int   ):
    __a :  Dict						=  num_of_nodes
    __a :  list[list[int]]						=  []
    __a :  dict[int, int]						=  {}
   def       lowerCAmelCase			(self :					Optional[Any]					,				snake_case_ :					int					,				snake_case_ :					int					,				snake_case_ :					int   ):
    self.m_edges.append([u_node, v_node, weight]   )
   def       lowerCAmelCase			(self :					Any					,				snake_case_ :					int   ):

    if self.m_component[u_node] == u_node:
     return u_node
    return self.find_component(self.m_component[u_node]   )
   def       lowerCAmelCase			(self :					str					,				snake_case_ :					int   ):

    if self.m_component[u_node] != u_node:
     for k in self.m_component:
      __a :  Optional[int]						=  self.find_component(snake_case_   )
   def       lowerCAmelCase			(self :					Any					,				snake_case_ :					list[int]					,				snake_case_ :					int					,				snake_case_ :					int   ):

    if component_size[u_node] <= component_size[v_node]:
     __a :  List[str]						=  v_node
     component_size[v_node] += component_size[u_node]
     self.set_component(snake_case_   )

    elif component_size[u_node] >= component_size[v_node]:
     __a :  Optional[int]						=  self.find_component(snake_case_   )
     component_size[u_node] += component_size[v_node]
     self.set_component(snake_case_   )







   def       lowerCAmelCase			(self :					Optional[Any]   ):
    __a :  str						=  []
    __a :  int						=  0

    __a :  list[Any]						=  [-1] * self.m_num_of_nodes

    # A list of components (initialized to all of the nodes)
    for node in range(self.m_num_of_nodes   ):
     self.m_component.update({node: node}   )
     component_size.append(1   )

    __a :  Union[str, Any]						=  self.m_num_of_nodes

    while num_of_components > 1:
     for edge in self.m_edges:
      __a				,       __a				,       __a :  Optional[Any]						=  edge

      __a :  List[str]						=  self.m_component[u]
      __a :  List[Any]						=  self.m_component[v]

      if u_component != v_component:

       for component in (u_component, v_component):
        if (
            minimum_weight_edge[component] == -1
            or minimum_weight_edge[component][2] > w
        ):
         __a :  str						=  [u, v, w]

     for edge in minimum_weight_edge:
      if isinstance(snake_case_					,				snake_case_   ):
       __a				,       __a				,       __a :  str						=  edge

       __a :  Any						=  self.m_component[u]
       __a :  Any						=  self.m_component[v]

       if u_component != v_component:
        mst_weight += w
        self.union(snake_case_					,				snake_case_					,				snake_case_   )
        print(f"Added edge [{u} - {v}]\nAdded weight: {w}\n"   )
        num_of_components -= 1

     __a :  Optional[int]						=  [-1] * self.m_num_of_nodes
    print(f"The total weight of the minimal spanning tree is: {mst_weight}"   )





def    __UpperCamelCase     (				):
 pass


if __name__ == "__main__":
      import doctest

      doctest.testmod()
