
'''simple docstring'''


from collections import OrderedDict
from typing import TYPE_CHECKING, Any, Mapping, Optional

from ...configuration_utils import PretrainedConfig
from ...onnx import OnnxConfig
from ...utils import logging


if TYPE_CHECKING:
   from ... import FeatureExtractionMixin, TensorType

snake_case_ :  Tuple     =					logging.get_logger(__name__)

snake_case_ :  Optional[Any]     =					{
    'openai/imagegpt-small': '',
    'openai/imagegpt-medium': '',
    'openai/imagegpt-large': '',
}


class 						lowercase__	(  __A   ):






   '''simple docstring'''







   _snake_case		   =							"""imagegpt"""
   _snake_case		   =							["""past_key_values"""]
   _snake_case		   =							{
       """hidden_size""": """n_embd""",
       """max_position_embeddings""": """n_positions""",
       """num_attention_heads""": """n_head""",
       """num_hidden_layers""": """n_layer""",
   }







   def __init__(			self ,   lowerCamelCase__=5_1_2 + 1 ,   lowerCamelCase__=3_2 * 3_2 ,   lowerCamelCase__=5_1_2 ,   lowerCamelCase__=2_4 ,   lowerCamelCase__=8 ,   lowerCamelCase__=None ,   lowerCamelCase__="quick_gelu" ,   lowerCamelCase__=0.1 ,   lowerCamelCase__=0.1 ,   lowerCamelCase__=0.1 ,   lowerCamelCase__=1e-5 ,   lowerCamelCase__=0.02 ,   lowerCamelCase__=True ,   lowerCamelCase__=True ,   lowerCamelCase__=False ,   lowerCamelCase__=False ,   lowerCamelCase__=False ,   **lowerCamelCase__ ,   ):

      '''simple docstring'''







      UpperCamelCase       =  vocab_size
      UpperCamelCase       =  n_positions
      UpperCamelCase       =  n_embd
      UpperCamelCase       =  n_layer
      UpperCamelCase       =  n_head
      UpperCamelCase       =  n_inner
      UpperCamelCase       =  activation_function
      UpperCamelCase       =  resid_pdrop
      UpperCamelCase       =  embd_pdrop
      UpperCamelCase       =  attn_pdrop
      UpperCamelCase       =  layer_norm_epsilon
      UpperCamelCase       =  initializer_range
      UpperCamelCase       =  scale_attn_weights
      UpperCamelCase       =  use_cache
      UpperCamelCase       =  scale_attn_by_inverse_layer_idx
      UpperCamelCase       =  reorder_and_upcast_attn
      UpperCamelCase       =  tie_word_embeddings

      super().__init__(tie_word_embeddings=UpperCamelCase__ ,   **UpperCamelCase__   )




class 						lowercase__	(  __A   ):






   '''simple docstring'''







   @property
   def       UpperCAmelCase				(			self   ):

      '''simple docstring'''







      return OrderedDict(
          [
              ('''input_ids''', {0: '''batch''', 1: '''sequence'''}),
          ]   )







   def       UpperCAmelCase				(			self ,   lowerCamelCase__ ,   lowerCamelCase__ = 1 ,   lowerCamelCase__ = -1 ,   lowerCamelCase__ = False ,   lowerCamelCase__ = None ,   lowerCamelCase__ = 3 ,   lowerCamelCase__ = 3_2 ,   lowerCamelCase__ = 3_2 ,   ):

      '''simple docstring'''







      UpperCamelCase       =  self._generate_dummy_images(UpperCamelCase__ ,   UpperCamelCase__ ,   UpperCamelCase__ ,   UpperCamelCase__   )
      UpperCamelCase       =  dict(preprocessor(images=UpperCamelCase__ ,   return_tensors=UpperCamelCase__   )   )

      return inputs





'''simple docstring'''


def  __snake_case     (    _UpperCAmelCase					:       Optional[int]):
   UpperCamelCase       =  []
   UpperCamelCase       =  []
   UpperCamelCase       =  {
       '''^''': 3,
       '''*''': 2,
       '''/''': 2,
       '''%''': 2,
       '''+''': 1,
       '''-''': 1,
   }  # Priority of each operator
   UpperCamelCase       =  len(_UpperCAmelCase) if (len(_UpperCAmelCase) > 7) else 7

   # Print table header for output
   print(
       '''Symbol'''.center(8),      '''Stack'''.center(_UpperCAmelCase),      '''Postfix'''.center(_UpperCAmelCase),      sep=''' | ''',      )
   print('''-''' * (print_width * 3 + 7))

   for x in infix:
      if x.isalpha() or x.isdigit():
         post_fix.append(_UpperCAmelCase)  # if x is Alphabet / Digit, add it to Postfix
      elif x == "(":
         stack.append(_UpperCAmelCase)  # if x is "(" push to Stack
      elif x == ")":  # if x is ")" pop stack until "(" is encountered
         while stack[-1] != "(":
            post_fix.append(stack.pop())  # Pop stack & add the content to Postfix
         stack.pop()
      else:
         if len(_UpperCAmelCase) == 0:
            stack.append(_UpperCAmelCase)  # If stack is empty, push x to stack
         else:  # while priority of x is not > priority of element in the stack
            while len(_UpperCAmelCase) > 0 and priority[x] <= priority[stack[-1]]:
               post_fix.append(stack.pop())  # pop stack & add to Postfix
            stack.append(_UpperCAmelCase)  # push x to stack

      print(
          x.center(8),      (''''''.join(_UpperCAmelCase)).ljust(_UpperCAmelCase),      (''''''.join(_UpperCAmelCase)).ljust(_UpperCAmelCase),      sep=''' | ''',      )  # Output in tabular format

   while len(_UpperCAmelCase) > 0:  # while stack is not empty
      post_fix.append(stack.pop())  # pop stack & add to Postfix
      print(
          ''' '''.center(8),      (''''''.join(_UpperCAmelCase)).ljust(_UpperCAmelCase),      (''''''.join(_UpperCAmelCase)).ljust(_UpperCAmelCase),      sep=''' | ''',      )  # Output in tabular format

   return "".join(_UpperCAmelCase)  # return Postfix as str



def  __snake_case     (    _UpperCAmelCase					:       str):
   UpperCamelCase       =  list(infix[::-1])  # reverse the infix equation

   for i in range(len(_UpperCAmelCase)):
      if infix[i] == "(":
         UpperCamelCase       =  ''')'''  # change "(" to ")"
      elif infix[i] == ")":
         UpperCamelCase       =  '''('''  # change ")" to "("

   return (infix_2_postfix(''''''.join(_UpperCAmelCase)))[
       ::-1
   ]  # call infix_2_postfix on Infix, return reverse of Postfix


if __name__ == "__main__":
   snake_case_ :  str     =					input('\nEnter an Infix Equation = ')  # Input an Infix equation
   snake_case_ :  Union[str, Any]     =					''.join(Infix.split())  # Remove spaces from the input
   print('\n\t', Infix, '(Infix) -> ', infix_2_prefix(Infix), '(Prefix)')





