
import copy
import json
import os
import tempfile

from transformers import is_torch_available

from .test_configuration_utils import config_common_kwargs




class  lowerCamelCase__							(				_A):




	'''simple docstring'''




	def __init__(					self		:Optional[int]     ,   a		:Dict     ,   a		:List[Any]=None     ,   a		:Union[str, Any]=True     ,   a		:str=None     ,   **a		:List[Any]						)		-> int:
								__UpperCamelCase	:   Any			   =					parent
								__UpperCamelCase	:   List[str]			   =					config_class
								__UpperCamelCase	:   Tuple			   =					has_text_modality
								__UpperCamelCase	:   Optional[int]			   =					kwargs
								__UpperCamelCase	:   str			   =					common_properties







	def    _lowerCamelCase				(					self		:List[Any]						)		-> str:
								__UpperCamelCase	:   List[str]			   =					self.config_class(**self.inputs_dict						)
								__UpperCamelCase	:   str			   =					(
								    ["hidden_size", "num_attention_heads", "num_hidden_layers"]
								    if self.common_properties is None
								    else self.common_properties
								)

								# Add common fields for text models
								if self.has_text_modality:
															common_properties.extend(["vocab_size"]						)

								# Test that config has the common properties as getters
								for prop in common_properties:
															self.parent.assertTrue(hasattr(UpperCamelCase__     ,   UpperCamelCase__						)     ,   msg=f'`{prop}` does not exist'						)

								# Test that config has the common properties as setter
								for idx, name in enumerate(UpperCamelCase__						):
															try:
																						setattr(UpperCamelCase__     ,   UpperCamelCase__     ,   UpperCamelCase__						)
																						self.parent.assertEqual(
																						    getattr(UpperCamelCase__     ,   UpperCamelCase__						)     ,   UpperCamelCase__     ,   msg=f'`{name} value {idx} expected, but was {getattr(UpperCamelCase__     ,   UpperCamelCase__						)}'						)
															except NotImplementedError:
																						# Some models might not be able to implement setters for common_properties
																						# In that case, a NotImplementedError is raised
																						pass

																						# Test if config class can be called with Config(prop_name=..)
								for idx, name in enumerate(UpperCamelCase__						):
															try:
																						__UpperCamelCase	:   Optional[Any]			   =					self.config_class(**{name: idx}						)
																						self.parent.assertEqual(
																						    getattr(UpperCamelCase__     ,   UpperCamelCase__						)     ,   UpperCamelCase__     ,   msg=f'`{name} value {idx} expected, but was {getattr(UpperCamelCase__     ,   UpperCamelCase__						)}'						)
															except NotImplementedError:
																						# Some models might not be able to implement setters for common_properties
																						# In that case, a NotImplementedError is raised
																						pass







	def    _lowerCamelCase				(					self		:List[str]						)		-> Any:
								__UpperCamelCase	:   int			   =					self.config_class(**self.inputs_dict						)
								__UpperCamelCase	:   Union[str, Any]			   =					json.loads(config.to_json_string()						)
								for key, value in self.inputs_dict.items():
															self.parent.assertEqual(obj[key]     ,   UpperCamelCase__						)







	def    _lowerCamelCase				(					self		:Tuple						)		-> Optional[Any]:
								__UpperCamelCase	:   Any			   =					self.config_class(**self.inputs_dict						)

								with tempfile.TemporaryDirectory() as tmpdirname:
															__UpperCamelCase	:   Optional[Any]			   =					os.path.join(UpperCamelCase__     ,   "config.json"						)
															config_first.to_json_file(UpperCamelCase__						)
															__UpperCamelCase	:   List[Any]			   =					self.config_class.from_json_file(UpperCamelCase__						)

								self.parent.assertEqual(config_second.to_dict()     ,   config_first.to_dict()						)







	def    _lowerCamelCase				(					self		:int						)		-> List[str]:
								__UpperCamelCase	:   int			   =					self.config_class(**self.inputs_dict						)

								with tempfile.TemporaryDirectory() as tmpdirname:
															config_first.save_pretrained(UpperCamelCase__						)
															__UpperCamelCase	:   Any			   =					self.config_class.from_pretrained(UpperCamelCase__						)

								self.parent.assertEqual(config_second.to_dict()     ,   config_first.to_dict()						)







	def    _lowerCamelCase				(					self		:str						)		-> Tuple:
								__UpperCamelCase	:   Dict			   =					self.config_class(**self.inputs_dict						)

								__UpperCamelCase	:   Optional[Any]			   =					"test"
								with tempfile.TemporaryDirectory() as tmpdirname:
															__UpperCamelCase	:   str			   =					os.path.join(UpperCamelCase__     ,   UpperCamelCase__						)
															config_first.save_pretrained(UpperCamelCase__						)
															__UpperCamelCase	:   Tuple			   =					self.config_class.from_pretrained(UpperCamelCase__     ,   subfolder=UpperCamelCase__						)

								self.parent.assertEqual(config_second.to_dict()     ,   config_first.to_dict()						)







	def    _lowerCamelCase				(					self		:List[Any]						)		-> List[Any]:
								__UpperCamelCase	:   List[Any]			   =					self.config_class(**self.inputs_dict     ,   num_labels=5						)
								self.parent.assertEqual(len(config.idalabel						)     ,   5						)
								self.parent.assertEqual(len(config.labelaid						)     ,   5						)

								__UpperCamelCase	:   Dict			   =					3
								self.parent.assertEqual(len(config.idalabel						)     ,   3						)
								self.parent.assertEqual(len(config.labelaid						)     ,   3						)







	def    _lowerCamelCase				(					self		:Union[str, Any]						)		-> Optional[Any]:






								if self.config_class.is_composition:
															return
								__UpperCamelCase	:   List[Any]			   =					self.config_class()
								self.parent.assertIsNotNone(UpperCamelCase__						)







	def    _lowerCamelCase				(					self		:Optional[int]						)		-> List[Any]:
								__UpperCamelCase	:   List[str]			   =					copy.deepcopy(UpperCamelCase__						)
								__UpperCamelCase	:   List[str]			   =					self.config_class(**UpperCamelCase__						)
								__UpperCamelCase	:   Dict			   =					[]
								for key, value in config_common_kwargs.items():
															if key == "torch_dtype":
																						if not is_torch_available():
																													continue
																						else:
																													import torch

																													if config.torch_dtype != torch.floataa:
																																				wrong_values.append(("torch_dtype", config.torch_dtype, torch.floataa)						)
															elif getattr(UpperCamelCase__     ,   UpperCamelCase__						) != value:
																						wrong_values.append((key, getattr(UpperCamelCase__     ,   UpperCamelCase__						), value)						)

								if len(UpperCamelCase__						) > 0:
															__UpperCamelCase	:   Any			   =					"\n".join([f'- {v[0]}: got {v[1]} instead of {v[2]}' for v in wrong_values]						)
															raise ValueError(f'The following keys were not properly set in the config:\n{errors}'						)







	def    _lowerCamelCase				(					self		:Optional[int]						)		-> List[Any]:
								self.create_and_test_config_common_properties()
								self.create_and_test_config_to_json_string()
								self.create_and_test_config_to_json_file()
								self.create_and_test_config_from_and_save_pretrained()
								self.create_and_test_config_from_and_save_pretrained_subfolder()
								self.create_and_test_config_with_num_labels()
								self.check_config_can_be_init_without_params()
								self.check_config_arguments_init()

import string

# frequency taken from https://en.wikipedia.org/wiki/Letter_frequency
__lowerCAmelCase			:     Optional[int]           =   {
    'E': 12.70,
    'T': 9.06,
    'A': 8.17,
    'O': 7.51,
    'I': 6.97,
    'N': 6.75,
    'S': 6.33,
    'H': 6.09,
    'R': 5.99,
    'D': 4.25,
    'L': 4.03,
    'C': 2.78,
    'U': 2.76,
    'M': 2.41,
    'W': 2.36,
    'F': 2.23,
    'G': 2.02,
    'Y': 1.97,
    'P': 1.93,
    'B': 1.29,
    'V': 0.98,
    'K': 0.77,
    'J': 0.15,
    'X': 0.15,
    'Q': 0.10,
    'Z': 0.07,
}
__lowerCAmelCase			:     Optional[Any]           =   'ETAOINSHRDLCUMWFGYPBVKJXQZ'
__lowerCAmelCase			:     Optional[Any]           =   'ABCDEFGHIJKLMNOPQRSTUVWXYZ'

def a__    (       A_					):






  '''simple docstring'''





  __magic_name__				     =       {letter: 0 for letter in string.ascii_uppercase}
  for letter in message.upper():
    if letter in LETTERS:
      letter_count[letter] += 1

  return letter_count

def a__    (       A_					):






  '''simple docstring'''





  return x[0]

def a__    (       A_					):






  '''simple docstring'''





  __magic_name__				     =       get_letter_count(A_					)
  __magic_name__				     =       {
      freq: [] for letter, freq in letter_to_freq.items()
  }
  for letter in LETTERS:
    freq_to_letter[letter_to_freq[letter]].append(A_					)

  __magic_name__				     =       {}

  for freq in freq_to_letter:
    freq_to_letter[freq].sort(key=ETAOIN.find,     reverse=A_					)
    __magic_name__				     =       """""".join(freq_to_letter[freq]					)

  __magic_name__				     =       list(freq_to_letter_str.items()					)
  freq_pairs.sort(key=A_,     reverse=A_					)

  __magic_name__				     =       [freq_pair[1] for freq_pair in freq_pairs]

  return "".join(A_					)

def a__    (       A_					):






  '''simple docstring'''





  __magic_name__				     =       get_frequency_order(A_					)
  __magic_name__				     =       0
  for common_letter in ETAOIN[:6]:
    if common_letter in freq_order[:6]:
      match_score += 1

  for uncommon_letter in ETAOIN[-6:]:
    if uncommon_letter in freq_order[-6:]:
      match_score += 1

  return match_score


if __name__ == "__main__":
    import doctest

    doctest.testmod()

