




"""simple docstring"""



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   _SCREAMING_SNAKE_CASE       (							lowercase_						)						->		List[str]:
 A__	=    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."""						)
 A__	=    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."""						)

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

 return test_module_path







def   _SCREAMING_SNAKE_CASE       (							lowercase_						)						->		Dict:
 A__	=    get_module_path(lowercase_						)
 A__	=    importlib.import_module(lowercase_						)

 return test_module







def   _SCREAMING_SNAKE_CASE       (							lowercase_						)						->		List[str]:
 A__	=    []
 A__	=    get_test_module(lowercase_						)
 for attr in dir(lowercase_						):
  if attr.endswith("ModelTester"						):
   tester_classes.append(getattr(lowercase_      ,			lowercase_						)						)

    # sort with class names
 return sorted(lowercase_      ,			key=lambda lowercase_						: x.__name__						)







def   _SCREAMING_SNAKE_CASE       (							lowercase_						)						->		List[str]:
 A__	=    []
 A__	=    get_test_module(lowercase_						)
 for attr in dir(lowercase_						):
  A__	=    getattr(lowercase_      ,			lowercase_						)
  # (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).
  A__	=    getattr(lowercase_      ,			"all_model_classes"      ,			[]						)
  if len(lowercase_						) > 0:
   test_classes.append(lowercase_						)

    # sort with class names
 return sorted(lowercase_      ,			key=lambda lowercase_						: x.__name__						)







def   _SCREAMING_SNAKE_CASE       (							lowercase_						)						->		int:
 A__	=    get_test_classes(lowercase_						)
 A__	=    set()
 for test_class in test_classes:
  model_classes.update(test_class.all_model_classes						)

 # sort with class names
 return sorted(lowercase_      ,			key=lambda lowercase_						: x.__name__						)







def   _SCREAMING_SNAKE_CASE       (							lowercase_						)						->		Dict:
 A__	=    test_class()
 if hasattr(lowercase_      ,			"setUp"						):
  test.setUp()

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

 return model_tester







def   _SCREAMING_SNAKE_CASE       (							lowercase_      ,			lowercase_						)						->		Any:
 A__	=    get_test_classes(lowercase_						)

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

    # sort with class names
 return sorted(lowercase_      ,			key=lambda lowercase_						: x.__name__						)







def   _SCREAMING_SNAKE_CASE       (							lowercase_      ,			lowercase_						)						->		Tuple:
 A__	=    get_test_classes_for_model(lowercase_      ,			lowercase_						)

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

    # sort with class names
 return sorted(lowercase_      ,			key=lambda lowercase_						: x.__name__						)







def   _SCREAMING_SNAKE_CASE       (							lowercase_						)						->		List[str]:
 A__	=    get_test_classes(lowercase_						)
 A__	=    {test_class: get_model_tester_from_test_class(lowercase_						) for test_class in test_classes}
 return test_tester_mapping







def   _SCREAMING_SNAKE_CASE       (							lowercase_						)						->		List[str]:
 A__	=    get_model_classes(lowercase_						)
 A__	=    {
     model_class: get_test_classes_for_model(lowercase_      ,			lowercase_						) for model_class in model_classes
 }
 return model_test_mapping







def   _SCREAMING_SNAKE_CASE       (							lowercase_						)						->		Tuple:
 A__	=    get_model_classes(lowercase_						)
 A__	=    {
     model_class: get_tester_classes_for_model(lowercase_      ,			lowercase_						) for model_class in model_classes
 }
 return model_to_tester_mapping







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











"""simple docstring"""



from __future__ import annotations

SCREAMING_SNAKE_CASE    =	"#"




class      UpperCAmelCase_  :




    def __init__(   self						:	Dict				)				->							None:




     '''simple docstring'''

     A__	=    {}




    def 							__magic_name__							(   self						:	Optional[Any]     ,			snake_case_						:	str				)				->							None:




     '''simple docstring'''

     A__	=    self._trie
     for char in text:
      if char not in trie:
       A__	=    {}
      A__	=    trie[char]
     A__	=    True




    def 							__magic_name__							(   self						:	List[Any]     ,			snake_case_						:	str				)				->							tuple | list:




     '''simple docstring'''

     A__	=    self._trie
     for char in prefix:
      if char in trie:
       A__	=    trie[char]
      else:
       return []
     return self._elements(snake_case_				)




    def 							__magic_name__							(   self						:	Union[str, Any]     ,			snake_case_						:	dict				)				->							tuple:




     '''simple docstring'''

     A__	=    []
     for c, v in d.items():
      A__	=    [" "] if c == END else [(c + s) for s in self._elements(snake_case_				)]
      result.extend(snake_case_				)
     return tuple(snake_case_				)






SCREAMING_SNAKE_CASE    =	Trie()
SCREAMING_SNAKE_CASE    =	("depart", "detergent", "daring", "dog", "deer", "deal")
for word in words:
      trie.insert_word(word)







def   _SCREAMING_SNAKE_CASE       (							lowercase_						)						->		tuple:
 A__	=    trie.find_word(lowercase_						)
 return tuple(string + word for word in suffixes						)







def   _SCREAMING_SNAKE_CASE       (							)						->		None:
 print(autocomplete_using_trie("de"						)						)


if __name__ == "__main__":
      import doctest

      doctest.testmod()
      main()





