


class    UpperCamelCase    :


   '''simple docstring'''







   def __init__(   self      ,							UpperCamelCase_						):
        lowercase_				:int       			=				val
        # Number of nodes in left subtree
        lowercase_				:Optional[int]       			=				0
        lowercase_				:Union[str, Any]       			=				None
        lowercase_				:List[str]       			=				None
        lowercase_				:int       			=				None




   def 						UpperCamelCase     (   self      ,							UpperCamelCase_						):
        assert self.left_tree_size == other.left_tree_size, "Unequal Sizes of Blocks"

        if self.val < other.val:
             lowercase_				:Optional[Any]       			=				self.right
             lowercase_				:Optional[int]       			=				None
             if self.right:
                  lowercase_				:Union[str, Any]       			=				other
             lowercase_				:Any       			=				other
             lowercase_				:Tuple       			=				self.left_tree_size * 2 + 1
             return self
        else:
             lowercase_				:List[str]       			=				other.right
             lowercase_				:int       			=				None
             if other.right:
                  lowercase_				:List[Any]       			=				self
             lowercase_				:Any       			=				self
             lowercase_				:Any       			=				other.left_tree_size * 2 + 1
             return other






class    UpperCamelCase    :


   '''simple docstring'''







   def __init__(   self      ,							UpperCamelCase_=None      ,							UpperCamelCase_=None      ,							UpperCamelCase_=0						):
        lowercase_				:int       			=				heap_size
        lowercase_				:List[str]       			=				bottom_root
        lowercase_				:Union[str, Any]       			=				min_node
   def 						UpperCamelCase     (   self      ,							UpperCamelCase_						):

        # Empty heaps corner cases
        if other.size == 0:
             return None
        if self.size == 0:
             lowercase_				:Any       			=				other.size
             lowercase_				:Any       			=				other.bottom_root
             lowercase_				:Optional[int]       			=				other.min_node
             return None
        # Update size
        lowercase_				:Tuple       			=				self.size + other.size

        # Update min.node
        if self.min_node.val > other.min_node.val:
             lowercase_				:Optional[int]       			=				other.min_node
        # Merge

        # Order roots by left_subtree_size
        lowercase_				:List[str]       			=				[]
        lowercase_			,					lowercase_				:Union[str, Any]       			=				self.bottom_root, other.bottom_root
        while i or j:
             if i and ((not j) or i.left_tree_size < j.left_tree_size):
                  combined_roots_list.append((i, True)						)
                  lowercase_				:Optional[Any]       			=				i.parent
             else:
                  combined_roots_list.append((j, False)						)
                  lowercase_				:Any       			=				j.parent
        # Insert links between them
        for i in range(len(SCREAMING_SNAKE_CASE__						) - 1						):
             if combined_roots_list[i][1] != combined_roots_list[i + 1][1]:
                  lowercase_				:int       			=				combined_roots_list[i + 1][0]
                  lowercase_				:Tuple       			=				combined_roots_list[i][0]
        # Consecutively merge roots with same left_tree_size
        lowercase_				:str       			=				combined_roots_list[0][0]
        while i.parent:
             if (
                 (i.left_tree_size == i.parent.left_tree_size) and (not i.parent.parent)
             ) or (
                 i.left_tree_size == i.parent.left_tree_size
                 and i.left_tree_size != i.parent.parent.left_tree_size
             ):
                  # Neighbouring Nodes
                  lowercase_				:Tuple       			=				i.left
                  lowercase_				:Any       			=				i.parent.parent

                  # Merging trees
                  lowercase_				:Dict       			=				i.merge_trees(i.parent						)

                  # Updating links
                  lowercase_				:List[Any]       			=				previous_node
                  lowercase_				:List[Any]       			=				next_node
                  if previous_node:
                       lowercase_				:Tuple       			=				i
                  if next_node:
                       lowercase_				:Tuple       			=				i
             else:
                  lowercase_				:int       			=				i.parent
        # Updating self.bottom_root
        while i.left:
             lowercase_				:Tuple       			=				i.left
        lowercase_				:Optional[int]       			=				i

        # Update other
        lowercase_				:List[Any]       			=				self.size
        lowercase_				:str       			=				self.bottom_root
        lowercase_				:str       			=				self.min_node

        # Return the merged heap
        return self
   def 						UpperCamelCase     (   self      ,							UpperCamelCase_						):
        if self.size == 0:
             lowercase_				:Union[str, Any]       			=				Node(SCREAMING_SNAKE_CASE__						)
             lowercase_				:Dict       			=				1
             lowercase_				:Union[str, Any]       			=				self.bottom_root
        else:
             # Create new node
             lowercase_				:Dict       			=				Node(SCREAMING_SNAKE_CASE__						)

             # Update size
             self.size += 1

             # update min_node
             if val < self.min_node.val:
                  lowercase_				:Union[str, Any]       			=				new_node
             # Put new_node as a bottom_root in heap
             lowercase_				:List[Any]       			=				new_node
             lowercase_				:int       			=				self.bottom_root
             lowercase_				:Dict       			=				new_node

             # Consecutively merge roots with same left_tree_size
             while (
                 self.bottom_root.parent
                 and self.bottom_root.left_tree_size
                 == self.bottom_root.parent.left_tree_size
             ):
                  # Next node
                  lowercase_				:Dict       			=				self.bottom_root.parent.parent

                  # Merge
                  lowercase_				:Union[str, Any]       			=				self.bottom_root.merge_trees(self.bottom_root.parent						)

                  # Update Links
                  lowercase_				:str       			=				next_node
                  lowercase_				:Optional[Any]       			=				None
                  if next_node:
                       lowercase_				:str       			=				self.bottom_root
   def 						UpperCamelCase     (   self						):
        return self.min_node.val
   def 						UpperCamelCase     (   self						):
        return self.size == 0
   def 						UpperCamelCase     (   self						):
        lowercase_				:str       			=				self.min_node.val

        # Last element in heap corner case
        if self.size == 1:
             # Update size
             lowercase_				:Optional[int]       			=				0

             # Update bottom root
             lowercase_				:Any       			=				None

             # Update min_node
             lowercase_				:List[Any]       			=				None

             return min_value
        # No right subtree corner case
        # The structure of the tree implies that this should be the bottom root
        # and there is at least one other root
        if self.min_node.right is None:
             # Update size
             self.size -= 1

             # Update bottom root
             lowercase_				:Dict       			=				self.bottom_root.parent
             lowercase_				:Optional[Any]       			=				None

             # Update min_node
             lowercase_				:List[Any]       			=				self.bottom_root
             lowercase_				:Any       			=				self.bottom_root.parent
             while i:
                  if i.val < self.min_node.val:
                       lowercase_				:Union[str, Any]       			=				i
                  lowercase_				:List[Any]       			=				i.parent
             return min_value
        # General case
        # Find the BinomialHeap of the right subtree of min_node
        lowercase_				:Any       			=				self.min_node.right
        lowercase_				:List[str]       			=				None
        lowercase_				:Optional[Any]       			=				bottom_of_new
        lowercase_				:int       			=				1

        # Size, min_node and bottom_root
        while bottom_of_new.left:
             lowercase_				:str       			=				size_of_new * 2 + 1
             lowercase_				:Dict       			=				bottom_of_new.left
             if bottom_of_new.val < min_of_new.val:
                  lowercase_				:Optional[Any]       			=				bottom_of_new
        # Corner case of single root on top left path
        if (not self.min_node.left) and (not self.min_node.parent):
             lowercase_				:Optional[int]       			=				size_of_new
             lowercase_				:List[str]       			=				bottom_of_new
             lowercase_				:List[str]       			=				min_of_new
             # print("Single root, multiple nodes case")
             return min_value
        # Remaining cases
        # Construct heap of right subtree
        lowercase_				:Optional[Any]       			=				BinomialHeap(
            bottom_root=SCREAMING_SNAKE_CASE__      ,							min_node=SCREAMING_SNAKE_CASE__      ,							heap_size=SCREAMING_SNAKE_CASE__						)

        # Update size
        lowercase_				:str       			=				self.size - 1 - size_of_new

        # Neighbour nodes
        lowercase_				:int       			=				self.min_node.left
        lowercase_				:Tuple       			=				self.min_node.parent

        # Initialize new bottom_root and min_node
        lowercase_				:Optional[Any]       			=				previous_node or next_node
        lowercase_				:List[str]       			=				next_node

        # Update links of previous_node and search below for new min_node and
        # bottom_root
        if previous_node:
             lowercase_				:Union[str, Any]       			=				next_node

             # Update bottom_root and search for min_node below
             lowercase_				:Tuple       			=				previous_node
             lowercase_				:List[Any]       			=				previous_node
             while self.bottom_root.left:
                  lowercase_				:Any       			=				self.bottom_root.left
                  if self.bottom_root.val < self.min_node.val:
                       lowercase_				:Optional[int]       			=				self.bottom_root
        if next_node:
             lowercase_				:Dict       			=				previous_node

             # Search for new min_node above min_node
             lowercase_				:str       			=				next_node
             while i:
                  if i.val < self.min_node.val:
                       lowercase_				:Dict       			=				i
                  lowercase_				:int       			=				i.parent
        # Merge heaps
        self.merge_heaps(SCREAMING_SNAKE_CASE__						)

        return min_value
   def 						UpperCamelCase     (   self						):
        lowercase_				:List[Any]       			=				self.bottom_root
        while top_root.parent:
             lowercase_				:Dict       			=				top_root.parent
        # preorder
        lowercase_				:int       			=				[]
        self.__traversal(SCREAMING_SNAKE_CASE__      ,							SCREAMING_SNAKE_CASE__						)
        return heap_pre_order
   def 						UpperCamelCase     (   self      ,							UpperCamelCase_      ,							UpperCamelCase_      ,							UpperCamelCase_=0						):
        if curr_node:
             preorder.append((curr_node.val, level)						)
             self.__traversal(curr_node.left      ,							SCREAMING_SNAKE_CASE__      ,							level + 1						)
             self.__traversal(curr_node.right      ,							SCREAMING_SNAKE_CASE__      ,							level + 1						)
        else:
             preorder.append(('''#''', level)						)




   def __str__(   self						):
        if self.is_empty():
             return ""
        lowercase_				:str       			=				self.pre_order()

        return "\n".join(('''-''' * level + str(SCREAMING_SNAKE_CASE__						)) for value, level in preorder_heap						)


# Unit Tests
if __name__ == "__main__":
   import doctest

   doctest.testmod()







import os
import pathlib
import tempfile
import uuid

import numpy as np

from ..utils import is_soundfile_availble, is_torch_available, is_vision_available, logging


UpperCamelCase								=     logging.get_logger(__name__)

if is_vision_available():
     import PIL.Image
     from PIL import Image
     from PIL.Image import Image as ImageType
else:
     UpperCamelCase								=     object

if is_torch_available():
     import torch

if is_soundfile_availble():
     import soundfile as sf





class  __lowerCamelCase       :




    """simple docstring"""

    def __init__(       self     :     Tuple   ,	SCREAMING_SNAKE_CASE__     :     List[str]   )      ->       Union[str, Any]:
         lowerCAmelCase__		= value


    def __str__(       self     :     int   )      ->       List[Any]:
         return self.to_string()


    def    a      (       self     :     str   )      ->       Union[str, Any]:
         logger.error(
             "This is a raw AgentType of unknown type. Display in notebooks and string conversion will be unreliable"   )
         return self._value


    def    a      (       self     :     str   )      ->       str:
         logger.error(
             "This is a raw AgentType of unknown type. Display in notebooks and string conversion will be unreliable"   )
         return str(self._value   )






class  __lowerCamelCase       (    UpperCamelCase__	,				UpperCamelCase__    ):




    """simple docstring"""

    def    a      (       self     :     Optional[Any]   )      ->       int:
         return self._value


    def    a      (       self     :     Optional[Any]   )      ->       Any:
         return self._value






class  __lowerCamelCase       (    UpperCamelCase__	,				UpperCamelCase__    ):




    """simple docstring"""

    def __init__(       self     :     Union[str, Any]   ,	SCREAMING_SNAKE_CASE__     :     Optional[Any]   )      ->       Optional[int]:
         super().__init__(SCREAMING_SNAKE_CASE__   )

         if not is_vision_available():
              raise ImportError("PIL must be installed in order to handle images."   )

         lowerCAmelCase__		= None
         lowerCAmelCase__		= None
         lowerCAmelCase__		= None

         if isinstance(SCREAMING_SNAKE_CASE__   ,	SCREAMING_SNAKE_CASE__   ):
              lowerCAmelCase__		= value
         elif isinstance(SCREAMING_SNAKE_CASE__   ,	(str, pathlib.Path)   ):
              lowerCAmelCase__		= value
         elif isinstance(SCREAMING_SNAKE_CASE__   ,	torch.Tensor   ):
              lowerCAmelCase__		= value
         else:
              raise ValueError(f'Unsupported type for {self.__class__.__name__}: {type(SCREAMING_SNAKE_CASE__   )}'   )


    def    a      (       self     :     Optional[int]   ,	SCREAMING_SNAKE_CASE__     :     Any=None   ,	SCREAMING_SNAKE_CASE__     :     str=None   )      ->       Union[str, Any]:
         from IPython.display import Image, display

         display(Image(self.to_string()   )   )


    def    a      (       self     :     List[Any]   )      ->       int:
         if self._raw is not None:
              return self._raw

         if self._path is not None:
              lowerCAmelCase__		= Image.open(self._path   )
              return self._raw


    def    a      (       self     :     Optional[int]   )      ->       Union[str, Any]:
         if self._path is not None:
              return self._path

         if self._raw is not None:
              lowerCAmelCase__		= tempfile.mkdtemp()
              lowerCAmelCase__		= os.path.join(SCREAMING_SNAKE_CASE__   ,	str(uuid.uuida()   ) + ".png"   )
              self._raw.save(self._path   )

              return self._path

         if self._tensor is not None:
              lowerCAmelCase__		= self._tensor.cpu().detach().numpy()

              # There is likely simpler than load into image into save
              lowerCAmelCase__		= Image.fromarray((array * 255).astype(np.uinta   )   )

              lowerCAmelCase__		= tempfile.mkdtemp()
              lowerCAmelCase__		= os.path.join(SCREAMING_SNAKE_CASE__   ,	str(uuid.uuida()   ) + ".png"   )

              img.save(self._path   )

              return self._path






class  __lowerCamelCase       (    UpperCamelCase__    ):




    """simple docstring"""

    def __init__(       self     :     List[str]   ,	SCREAMING_SNAKE_CASE__     :     Union[str, Any]   ,	SCREAMING_SNAKE_CASE__     :     int=16_000   )      ->       Union[str, Any]:
         super().__init__(SCREAMING_SNAKE_CASE__   )

         if not is_soundfile_availble():
              raise ImportError("soundfile must be installed in order to handle audio."   )

         lowerCAmelCase__		= None
         lowerCAmelCase__		= None

         lowerCAmelCase__		= samplerate

         if isinstance(SCREAMING_SNAKE_CASE__   ,	(str, pathlib.Path)   ):
              lowerCAmelCase__		= value
         elif isinstance(SCREAMING_SNAKE_CASE__   ,	torch.Tensor   ):
              lowerCAmelCase__		= value
         else:
              raise ValueError(f'Unsupported audio type: {type(SCREAMING_SNAKE_CASE__   )}'   )


    def    a      (       self     :     str   ,	SCREAMING_SNAKE_CASE__     :     List[str]=None   ,	SCREAMING_SNAKE_CASE__     :     List[str]=None   )      ->       Any:
         from IPython.display import Audio, display

         display(Audio(self.to_string()   ,	rate=self.samplerate   )   )


    def    a      (       self     :     Optional[Any]   )      ->       List[Any]:
         if self._tensor is not None:
              return self._tensor

         if self._path is not None:
              lowerCAmelCase__	,		lowerCAmelCase__		= sf.read(self._path   )
              lowerCAmelCase__		= torch.tensor(SCREAMING_SNAKE_CASE__   )
              return self._tensor


    def    a      (       self     :     Dict   )      ->       List[str]:
         if self._path is not None:
              return self._path

         if self._tensor is not None:
              lowerCAmelCase__		= tempfile.mkdtemp()
              lowerCAmelCase__		= os.path.join(SCREAMING_SNAKE_CASE__   ,	str(uuid.uuida()   ) + ".wav"   )
              sf.write(self._path   ,	self._tensor   ,	samplerate=self.samplerate   )
              return self._path






UpperCamelCase								=     {'text': AgentText, 'image': AgentImage, 'audio': AgentAudio}
UpperCamelCase								=     {str: AgentText}

if is_vision_available():
     UpperCamelCase								=     AgentImage



def 							_A   (						*lowerCAmelCase_     :					List[str]   ,				**lowerCAmelCase_     :					Optional[int]			):
     """simple docstring"""

     lowerCAmelCase__		= [(arg.to_raw() if isinstance(lowerCAmelCase_   ,				lowerCAmelCase_			) else arg) for arg in args]
     lowerCAmelCase__		= {k: (v.to_raw() if isinstance(lowerCAmelCase_   ,				lowerCAmelCase_			) else v) for k, v in kwargs.items()}
     return args, kwargs






def 							_A   (						lowerCAmelCase_     :					Dict   ,				lowerCAmelCase_     :					Optional[int]=None			):
     """simple docstring"""

     if isinstance(lowerCAmelCase_   ,				lowerCAmelCase_			):
          lowerCAmelCase__		= {}
          for i, (k, v) in enumerate(outputs.items()			):
               if output_types is not None:
                    # If the class has defined outputs, we can map directly according to the class definition
                    if output_types[i] in AGENT_TYPE_MAPPING:
                         lowerCAmelCase__		= AGENT_TYPE_MAPPING[output_types[i]](lowerCAmelCase_			)
                    else:
                         lowerCAmelCase__		= AgentType(lowerCAmelCase_			)

               else:
                    # If the class does not have defined output, then we map according to the type
                    for _k, _v in INSTANCE_TYPE_MAPPING.items():
                         if isinstance(lowerCAmelCase_   ,				_k			):
                              lowerCAmelCase__		= _v(lowerCAmelCase_			)
                    if k not in decoded_outputs:
                         lowerCAmelCase__		= AgentType[v]

     elif isinstance(lowerCAmelCase_   ,				(list, tuple)			):
          lowerCAmelCase__		= type(lowerCAmelCase_			)()
          for i, v in enumerate(lowerCAmelCase_			):
               if output_types is not None:
                    # If the class has defined outputs, we can map directly according to the class definition
                    if output_types[i] in AGENT_TYPE_MAPPING:
                         decoded_outputs.append(AGENT_TYPE_MAPPING[output_types[i]](lowerCAmelCase_			)			)
                    else:
                         decoded_outputs.append(AgentType(lowerCAmelCase_			)			)
               else:
                    # If the class does not have defined output, then we map according to the type
                    lowerCAmelCase__		= False
                    for _k, _v in INSTANCE_TYPE_MAPPING.items():
                         if isinstance(lowerCAmelCase_   ,				_k			):
                              decoded_outputs.append(_v(lowerCAmelCase_			)			)
                              lowerCAmelCase__		= True

                    if not found:
                         decoded_outputs.append(AgentType(lowerCAmelCase_			)			)

     else:
          if output_types[0] in AGENT_TYPE_MAPPING:
               # If the class has defined outputs, we can map directly according to the class definition
               lowerCAmelCase__		= AGENT_TYPE_MAPPING[output_types[0]](lowerCAmelCase_			)

          else:
               # If the class does not have defined output, then we map according to the type
               for _k, _v in INSTANCE_TYPE_MAPPING.items():
                    if isinstance(lowerCAmelCase_   ,				_k			):
                         return _v(lowerCAmelCase_			)
               return AgentType(lowerCAmelCase_			)

     return decoded_outputs
