






from typing import Any
class 							A_    :






 '''simple docstring'''




 def __init__(	self							,  _A) ->		Union[str, Any]:

     """simple docstring"""



     _UpperCAmelCase				:      List[Any]			  =				data
     _UpperCAmelCase				:      Tuple			  =				None


 def __repr__(	self) ->		str:

     """simple docstring"""



     return f'''Node({self.data})'''



class 							A_    :






 '''simple docstring'''




 def __init__(	self) ->		Optional[Any]:

     """simple docstring"""



     _UpperCAmelCase				:      Union[str, Any]			  =				None


 def __iter__(	self) ->		Any:

     """simple docstring"""



     _UpperCAmelCase				:      Optional[Any]			  =				self.head
     while node:
         yield node.data
         _UpperCAmelCase				:      List[Any]			  =				node.next


 def __len__(	self) ->		int:

     """simple docstring"""



     return sum(1 for _ in self)


 def __repr__(	self) ->		str:

     """simple docstring"""



     return "->".join([str(_A) for item in self])


 def __getitem__(	self							,  _A) ->		Any:

     """simple docstring"""



     if not 0 <= index < len(self):
         raise ValueError('''list index out of range.''')
     for i, node in enumerate(self):
         if i == index:
             return node
     return None


 def __setitem__(	self							,  _A							,  _A) ->		None:

     """simple docstring"""



     if not 0 <= index < len(self):
         raise ValueError('''list index out of range.''')
     _UpperCAmelCase				:      Tuple			  =				self.head
     for _ in range(_A):
         _UpperCAmelCase				:      Dict			  =				current.next
     _UpperCAmelCase				:      Union[str, Any]			  =				data


 def  snake_case__				(	self							,  _A) ->		None:

     """simple docstring"""



     self.insert_nth(len(self)							,  _A)


 def  snake_case__				(	self							,  _A) ->		None:

     """simple docstring"""



     self.insert_nth(0							,  _A)


 def  snake_case__				(	self							,  _A							,  _A) ->		None:

     """simple docstring"""



     if not 0 <= index <= len(self):
         raise IndexError('''list index out of range''')
     _UpperCAmelCase				:      List[str]			  =				Node(_A)
     if self.head is None:
         _UpperCAmelCase				:      Dict			  =				new_node
     elif index == 0:
         _UpperCAmelCase				:      Union[str, Any]			  =				self.head  # link new_node to head
         _UpperCAmelCase				:      Dict			  =				new_node
     else:
         _UpperCAmelCase				:      List[str]			  =				self.head
         for _ in range(index - 1):
             _UpperCAmelCase				:      Optional[int]			  =				temp.next
         _UpperCAmelCase				:      Optional[int]			  =				temp.next
         _UpperCAmelCase				:      Union[str, Any]			  =				new_node


 def  snake_case__				(	self) ->		None:  # print every node data

     """simple docstring"""



     print(self)


 def  snake_case__				(	self) ->		Any:

     """simple docstring"""



     return self.delete_nth(0)


 def  snake_case__				(	self) ->		Any:  # delete from tail

     """simple docstring"""



     return self.delete_nth(len(self) - 1)


 def  snake_case__				(	self							,  _A = 0) ->		Any:

     """simple docstring"""



     if not 0 <= index <= len(self) - 1:  # test if index is valid
         raise IndexError('''List index out of range.''')
     _UpperCAmelCase				:      Tuple			  =				self.head  # default first node
     if index == 0:
         _UpperCAmelCase				:      str			  =				self.head.next
     else:
         _UpperCAmelCase				:      Optional[Any]			  =				self.head
         for _ in range(index - 1):
             _UpperCAmelCase				:      Union[str, Any]			  =				temp.next
         _UpperCAmelCase				:      Optional[Any]			  =				temp.next
         _UpperCAmelCase				:      Dict			  =				temp.next.next
     return delete_node.data


 def  snake_case__				(	self) ->		bool:

     """simple docstring"""



     return self.head is None


 def  snake_case__				(	self) ->		None:

     """simple docstring"""



     _UpperCAmelCase				:      int			  =				None
     _UpperCAmelCase				:      Union[str, Any]			  =				self.head

     while current:
         # Store the current node's next node.
         _UpperCAmelCase				:      Optional[Any]			  =				current.next
         # Make the current node's next point backwards
         _UpperCAmelCase				:      List[Any]			  =				prev
         # Make the previous node be the current node
         _UpperCAmelCase				:      List[Any]			  =				current
         # Make the current node the next node (to progress iteration)
         _UpperCAmelCase				:      Union[str, Any]			  =				next_node
     # Return prev in order to put the head at the end
     _UpperCAmelCase				:      int			  =				prev



def      _lowerCamelCase	(						)      ->					None:
    _UpperCAmelCase				:      Optional[int]			  =				LinkedList()
    assert linked_list.is_empty() is True
    assert str(__A ) == ""

    try:
        linked_list.delete_head()
        raise AssertionError  # This should not happen.
    except IndexError:
        assert True  # This should happen.

    try:
        linked_list.delete_tail()
        raise AssertionError  # This should not happen.
    except IndexError:
        assert True  # This should happen.

    for i in range(10 ):
        assert len(__A ) == i
        linked_list.insert_nth(__A		,		i + 1 )
    assert str(__A ) == "->".join(str(__A ) for i in range(1		,		11 ) )

    linked_list.insert_head(0 )
    linked_list.insert_tail(11 )
    assert str(__A ) == "->".join(str(__A ) for i in range(0		,		12 ) )

    assert linked_list.delete_head() == 0
    assert linked_list.delete_nth(9 ) == 10
    assert linked_list.delete_tail() == 11
    assert len(__A ) == 9
    assert str(__A ) == "->".join(str(__A ) for i in range(1		,		10 ) )

    assert all(linked_list[i] == i + 1 for i in range(0		,		9 ) ) is True

    for i in range(0		,		9 ):
        _UpperCAmelCase				:      Any			  =				-i
    assert all(linked_list[i] == -i for i in range(0		,		9 ) ) is True

    linked_list.reverse()
    assert str(__A ) == "->".join(str(__A ) for i in range(-8		,		1 ) )

def      _lowerCamelCase	(						)      ->					None:
    _UpperCAmelCase				:      Dict			  =				[
        -9,
        100,
        Node(77_345_112 ),
        '''dlrow olleH''',
        7,
        5_555,
        0,
        -192.55555,
        '''Hello, world!''',
        77.9,
        Node(10 ),
        None,
        None,
        12.20,
    ]
    _UpperCAmelCase				:      Any			  =				LinkedList()

    for i in test_input:
        linked_list.insert_tail(__A )

    # Check if it's empty or not
    assert linked_list.is_empty() is False
    assert (
        str(__A ) == "-9->100->Node(77345112)->dlrow olleH->7->5555->0->"
        "-192.55555->Hello, world!->77.9->Node(10)->None->None->12.2"
    )

    # Delete the head
    _UpperCAmelCase				:      Dict			  =				linked_list.delete_head()
    assert result == -9
    assert (
        str(__A ) == "100->Node(77345112)->dlrow olleH->7->5555->0->-192.55555->"
        "Hello, world!->77.9->Node(10)->None->None->12.2"
    )

    # Delete the tail
    _UpperCAmelCase				:      int			  =				linked_list.delete_tail()
    assert result == 12.2
    assert (
        str(__A ) == "100->Node(77345112)->dlrow olleH->7->5555->0->-192.55555->"
        "Hello, world!->77.9->Node(10)->None->None"
    )

    # Delete a node in specific location in linked list
    _UpperCAmelCase				:      Union[str, Any]			  =				linked_list.delete_nth(10 )
    assert result is None
    assert (
        str(__A ) == "100->Node(77345112)->dlrow olleH->7->5555->0->-192.55555->"
        "Hello, world!->77.9->Node(10)->None"
    )

    # Add a Node instance to its head
    linked_list.insert_head(Node('''Hello again, world!''' ) )
    assert (
        str(__A )
        == "Node(Hello again, world!)->100->Node(77345112)->dlrow olleH->"
        "7->5555->0->-192.55555->Hello, world!->77.9->Node(10)->None"
    )

    # Add None to its tail
    linked_list.insert_tail(__A )
    assert (
        str(__A )
        == "Node(Hello again, world!)->100->Node(77345112)->dlrow olleH->"
        "7->5555->0->-192.55555->Hello, world!->77.9->Node(10)->None->None"
    )

    # Reverse the linked list
    linked_list.reverse()
    assert (
        str(__A )
        == "None->None->Node(10)->77.9->Hello, world!->-192.55555->0->5555->"
        "7->dlrow olleH->Node(77345112)->100->Node(Hello again, world!)"
    )

def      _lowerCamelCase	(						)      ->					List[Any]:
    from doctest import testmod

    testmod()

    _UpperCAmelCase				:      Dict			  =				LinkedList()
    linked_list.insert_head(input('''Inserting 1st at head ''' ).strip() )
    linked_list.insert_head(input('''Inserting 2nd at head ''' ).strip() )
    print('''\nPrint list:''' )
    linked_list.print_list()
    linked_list.insert_tail(input('''\nInserting 1st at tail ''' ).strip() )
    linked_list.insert_tail(input('''Inserting 2nd at tail ''' ).strip() )
    print('''\nPrint list:''' )
    linked_list.print_list()
    print('''\nDelete head''' )
    linked_list.delete_head()
    print('''Delete tail''' )
    linked_list.delete_tail()
    print('''\nPrint list:''' )
    linked_list.print_list()
    print('''\nReverse linked list''' )
    linked_list.reverse()
    print('''\nPrint list:''' )
    linked_list.print_list()
    print('''\nString representation of linked list:''' )
    print(__A )
    print('''\nReading/changing Node data using indexing:''' )
    print(f'''Element at Position 1: {linked_list[1]}''' )
    _UpperCAmelCase				:      Union[str, Any]			  =				input('''Enter New Value: ''' ).strip()
    print('''New list:''' )
    print(__A )
    print(f'''length of linked_list is : {len(__A )}''' )


if __name__ == "__main__":
  main()












from collections import UserDict
from typing import Union

import numpy as np
import requests

from ..utils import (
    add_end_docstrings,
    logging,
)
from .audio_classification import ffmpeg_read
from .base import PIPELINE_INIT_ARGS, Pipeline


SCREAMING_SNAKE_CASE 							=						logging.get_logger(__name__)
@add_end_docstrings(__lowercase			)
class 							A_    (						__lowercase			):






 '''simple docstring'''




 def __init__(	self							,  **_A) ->		int:

     """simple docstring"""



     super().__init__(**_A)

     if self.framework != "pt":
         raise ValueError(f'''The {self.__class__} is only available in PyTorch.''')
     # No specific FOR_XXX available yet


 def __call__(	self							,  _A							,  **_A) ->		List[str]:

     """simple docstring"""



     return super().__call__(_A							,  **_A)


 def  snake_case__				(	self							,  **_A) ->		List[str]:

     """simple docstring"""



     _UpperCAmelCase				:      Optional[int]			  =				{}
     if "candidate_labels" in kwargs:
         _UpperCAmelCase				:      Union[str, Any]			  =				kwargs['''candidate_labels''']
     if "hypothesis_template" in kwargs:
         _UpperCAmelCase				:      Dict			  =				kwargs['''hypothesis_template''']

     return preprocess_params, {}, {}


 def  snake_case__				(	self							,  _A							,  _A=None							,  _A="This is a sound of {}.") ->		Tuple:

     """simple docstring"""



     if isinstance(_A							,  _A):
         if audio.startswith('''http://''') or audio.startswith('''https://'''):
             # We need to actually check for a real protocol, otherwise it's impossible to use a local file
             # like http_huggingface_co.png
             _UpperCAmelCase				:      List[Any]			  =				requests.get(_A).content
         else:
             with open(_A							,  '''rb''') as f:
                 _UpperCAmelCase				:      List[str]			  =				f.read()

     if isinstance(_A							,  _A):
         _UpperCAmelCase				:      List[Any]			  =				ffmpeg_read(_A							,  self.feature_extractor.sampling_rate)

     if not isinstance(_A							,  np.ndarray):
         raise ValueError('''We expect a numpy ndarray as input''')
     if len(audio.shape) != 1:
         raise ValueError('''We expect a single channel audio input for ZeroShotAudioClassificationPipeline''')

     _UpperCAmelCase				:      Optional[Any]			  =				self.feature_extractor(
         [audio]							,  sampling_rate=self.feature_extractor.sampling_rate							,  return_tensors='''pt''')
     _UpperCAmelCase				:      Dict			  =				candidate_labels
     _UpperCAmelCase				:      List[str]			  =				[hypothesis_template.format(_A) for x in candidate_labels]
     _UpperCAmelCase				:      Optional[Any]			  =				self.tokenizer(_A							,  return_tensors=self.framework							,  padding=_A)
     _UpperCAmelCase				:      str			  =				[text_inputs]
     return inputs


 def  snake_case__				(	self							,  _A) ->		List[str]:

     """simple docstring"""



     _UpperCAmelCase				:      Optional[int]			  =				model_inputs.pop('''candidate_labels''')
     _UpperCAmelCase				:      Union[str, Any]			  =				model_inputs.pop('''text_inputs''')
     if isinstance(text_inputs[0]							,  _A):
         _UpperCAmelCase				:      int			  =				text_inputs[0]
     else:
         # Batching case.
         _UpperCAmelCase				:      Dict			  =				text_inputs[0][0]

     _UpperCAmelCase				:      str			  =				self.model(**_A							,  **_A)

     _UpperCAmelCase				:      str			  =				{
         '''candidate_labels''': candidate_labels,
         '''logits''': outputs.logits_per_audio,
     }
     return model_outputs


 def  snake_case__				(	self							,  _A) ->		List[Any]:

     """simple docstring"""



     _UpperCAmelCase				:      str			  =				model_outputs.pop('''candidate_labels''')
     _UpperCAmelCase				:      str			  =				model_outputs['''logits'''][0]

     if self.framework == "pt":
         _UpperCAmelCase				:      int			  =				logits.softmax(dim=0)
         _UpperCAmelCase				:      Optional[Any]			  =				probs.tolist()
     else:
         raise ValueError('''`tf` framework not supported.''')

     _UpperCAmelCase				:      List[str]			  =				[
         {'''score''': score, '''label''': candidate_label}
         for score, candidate_label in sorted(zip(_A							,  _A)							,  key=lambda _A: -x[0])
     ]
     return result




