


import importlib
import os
import sys


# This is required to make the module import works (when the python process is running from the root of the repo)
sys.path.append('.')
def        UpperCamelCase_(				_A   :Optional[int]  )->		int:
			UpperCamelCase__					=       test_file.split(os.path.sep  )
			if components[0:2] != ["tests", "models"]:
						raise ValueError(
						    "`test_file` should start with `tests/models/` (with `/` being the OS specific path separator). Got "
						    F'''{test_file} instead.'''  )
			UpperCamelCase__					=       components[-1]
			if not test_fn.endswith("py"  ):
						raise ValueError(F'''`test_file` should be a python file. Got {test_fn} instead.'''  )
			if not test_fn.startswith("test_modeling_"  ):
						raise ValueError(
						    F'''`test_file` should point to a file name of the form `test_modeling_*.py`. Got {test_fn} instead.'''  )

			UpperCamelCase__					=       components[:-1] + [test_fn.replace(".py"				,     ""  )]
			UpperCamelCase__					=       ".".join(_A  )

			return test_module_path
def        UpperCamelCase_(				_A   :Any  )->		Any:
			UpperCamelCase__					=       get_module_path(_A  )
			UpperCamelCase__					=       importlib.import_module(_A  )

			return test_module
def        UpperCamelCase_(				_A   :List[str]  )->		Optional[Any]:
			UpperCamelCase__					=       []
			UpperCamelCase__					=       get_test_module(_A  )
			for attr in dir(_A  ):
						if attr.endswith("ModelTester"  ):
									tester_classes.append(getattr(_A				,     _A  )  )

    # sort with class names
			return sorted(_A				,     key=lambda _A  : x.__name__  )
def        UpperCamelCase_(				_A   :List[str]  )->		Optional[int]:
			UpperCamelCase__					=       []
			UpperCamelCase__					=       get_test_module(_A  )
			for attr in dir(_A  ):
						UpperCamelCase__					=       getattr(_A				,     _A  )
						# (TF/Flax)ModelTesterMixin is also an attribute in specific model test module. Let's exclude them by checking
						# `all_model_classes` is not empty (which also excludes other special classes).
						UpperCamelCase__					=       getattr(_A				,     "all_model_classes"				,     []  )
						if len(_A  ) > 0:
									test_classes.append(_A  )

    # sort with class names
			return sorted(_A				,     key=lambda _A  : x.__name__  )
def        UpperCamelCase_(				_A   :Union[str, Any]  )->		Dict:
			UpperCamelCase__					=       get_test_classes(_A  )
			UpperCamelCase__					=       set()
			for test_class in test_classes:
						model_classes.update(test_class.all_model_classes  )

			# sort with class names
			return sorted(_A				,     key=lambda _A  : x.__name__  )
def        UpperCamelCase_(				_A   :Union[str, Any]  )->		Any:
			UpperCamelCase__					=       test_class()
			if hasattr(_A				,     "setUp"  ):
						test.setUp()

			UpperCamelCase__					=       None
			if hasattr(_A				,     "model_tester"  ):
						# `(TF/Flax)ModelTesterMixin` has this attribute default to `None`. Let's skip this case.
						if test.model_tester is not None:
									UpperCamelCase__					=       test.model_tester.__class__

			return model_tester
def        UpperCamelCase_(				_A   :Union[str, Any]				,     _A   :int  )->		Union[str, Any]:
			UpperCamelCase__					=       get_test_classes(_A  )

			UpperCamelCase__					=       []
			for test_class in test_classes:
						if model_class in test_class.all_model_classes:
									target_test_classes.append(_A  )

    # sort with class names
			return sorted(_A				,     key=lambda _A  : x.__name__  )
def        UpperCamelCase_(				_A   :Union[str, Any]				,     _A   :str  )->		Dict:
			UpperCamelCase__					=       get_test_classes_for_model(_A				,     _A  )

			UpperCamelCase__					=       []
			for test_class in test_classes:
						UpperCamelCase__					=       get_model_tester_from_test_class(_A  )
						if tester_class is not None:
									tester_classes.append(_A  )

    # sort with class names
			return sorted(_A				,     key=lambda _A  : x.__name__  )
def        UpperCamelCase_(				_A   :Optional[Any]  )->		Optional[int]:
			UpperCamelCase__					=       get_test_classes(_A  )
			UpperCamelCase__					=       {test_class: get_model_tester_from_test_class(_A  ) for test_class in test_classes}
			return test_tester_mapping
def        UpperCamelCase_(				_A   :Union[str, Any]  )->		List[str]:
			UpperCamelCase__					=       get_model_classes(_A  )
			UpperCamelCase__					=       {
			    model_class: get_test_classes_for_model(_A				,     _A  ) for model_class in model_classes
			}
			return model_test_mapping
def        UpperCamelCase_(				_A   :Union[str, Any]  )->		List[Any]:
			UpperCamelCase__					=       get_model_classes(_A  )
			UpperCamelCase__					=       {
			    model_class: get_tester_classes_for_model(_A				,     _A  ) for model_class in model_classes
			}
			return model_to_tester_mapping







def        UpperCamelCase_(				_A   :Optional[Any]  )->		Optional[Any]:
			if isinstance(_A				,     _A  ):
						return o
			elif isinstance(_A				,     _A  ):
						return o.__name__
			elif isinstance(_A				,     (list, tuple)  ):
						return [to_json(_A  ) for x in o]
			elif isinstance(_A				,     _A  ):
						return {to_json(_A  ): to_json(_A  ) for k, v in o.items()}
			else:
						return o






def        UpperCamelCase_(				_A   :str  )->		str:
			UpperCamelCase__					=       ""
			for ch in key:
						if ch == " " or ch not in key_no_dups and ch.isalpha():
									key_no_dups += ch
			return key_no_dups
def        UpperCamelCase_(				_A   :str  )->		dict[str, str]:
			UpperCamelCase__					=       [chr(i + 65  ) for i in range(26  )]
			# Remove duplicate characters from key
			UpperCamelCase__					=       remove_duplicates(key.upper()  )
			UpperCamelCase__					=       len(_A  )
			# First fill cipher with key characters
			UpperCamelCase__					=       {alphabet[i]: char for i, char in enumerate(_A  )}
			# Then map remaining characters in alphabet to
			# the alphabet from the beginning
			for i in range(len(_A  )				,     26  ):
						UpperCamelCase__					=       alphabet[i - offset]
						# Ensure we are not mapping letters to letters previously mapped
						while char in key:
									offset -= 1
									UpperCamelCase__					=       alphabet[i - offset]
						UpperCamelCase__					=       char
			return cipher_alphabet
def        UpperCamelCase_(				_A   :str				,     _A   :dict[str, str]  )->		str:
			return "".join(cipher_map.get(_A				,     _A  ) for ch in message.upper()  )
def        UpperCamelCase_(				_A   :str				,     _A   :dict[str, str]  )->		str:
			UpperCamelCase__					=       {v: k for k, v in cipher_map.items()}
			return "".join(rev_cipher_map.get(_A				,     _A  ) for ch in message.upper()  )
def        UpperCamelCase_(				)->		None:
			UpperCamelCase__					=       input("Enter message to encode or decode: "  ).strip()
			UpperCamelCase__					=       input("Enter keyword: "  ).strip()
			UpperCamelCase__					=       input("Encipher or decipher? E/D:"  ).strip()[0].lower()
			try:
						UpperCamelCase__					=       {"e": encipher, "d": decipher}[option]
			except KeyError:
						raise KeyError("invalid input option"  )
			UpperCamelCase__					=       create_cipher_map(_A  )
			print(func(_A				,     _A  )  )


if __name__ == "__main__":
						import doctest

						doctest.testmod()
						main()


