


"""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 						_a				(      _SCREAMING_SNAKE_CASE				)    ->				Any:
							snake_case_           =		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."""				)
							snake_case_           =		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."""				)

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

							return test_module_path







def 						_a				(      _SCREAMING_SNAKE_CASE				)    ->				Any:
							snake_case_           =		get_module_path(_SCREAMING_SNAKE_CASE				)
							snake_case_           =		importlib.import_module(_SCREAMING_SNAKE_CASE				)

							return test_module







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

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







def 						_a				(      _SCREAMING_SNAKE_CASE				)    ->				Optional[Any]:
							snake_case_           =		[]
							snake_case_           =		get_test_module(_SCREAMING_SNAKE_CASE				)
							for attr in dir(_SCREAMING_SNAKE_CASE				):
														snake_case_           =		getattr(_SCREAMING_SNAKE_CASE				, _SCREAMING_SNAKE_CASE				)
														# (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).
														snake_case_           =		getattr(_SCREAMING_SNAKE_CASE				, """all_model_classes"""				, []				)
														if len(_SCREAMING_SNAKE_CASE				) > 0:
																					test_classes.append(_SCREAMING_SNAKE_CASE				)

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







def 						_a				(      _SCREAMING_SNAKE_CASE				)    ->				Any:
							snake_case_           =		get_test_classes(_SCREAMING_SNAKE_CASE				)
							snake_case_           =		set()
							for test_class in test_classes:
														model_classes.update(test_class.all_model_classes				)

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







def 						_a				(      _SCREAMING_SNAKE_CASE				)    ->				Any:
							snake_case_           =		test_class()
							if hasattr(_SCREAMING_SNAKE_CASE				, """setUp"""				):
														test.setUp()

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

							return model_tester







def 						_a				(      _SCREAMING_SNAKE_CASE				, _SCREAMING_SNAKE_CASE				)    ->				Tuple:
							snake_case_           =		get_test_classes(_SCREAMING_SNAKE_CASE				)

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

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







def 						_a				(      _SCREAMING_SNAKE_CASE				, _SCREAMING_SNAKE_CASE				)    ->				int:
							snake_case_           =		get_test_classes_for_model(_SCREAMING_SNAKE_CASE				, _SCREAMING_SNAKE_CASE				)

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

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







def 						_a				(      _SCREAMING_SNAKE_CASE				)    ->				Dict:
							snake_case_           =		get_test_classes(_SCREAMING_SNAKE_CASE				)
							snake_case_           =		{test_class: get_model_tester_from_test_class(_SCREAMING_SNAKE_CASE				) for test_class in test_classes}
							return test_tester_mapping







def 						_a				(      _SCREAMING_SNAKE_CASE				)    ->				List[Any]:
							snake_case_           =		get_model_classes(_SCREAMING_SNAKE_CASE				)
							snake_case_           =		{
							    model_class: get_test_classes_for_model(_SCREAMING_SNAKE_CASE				, _SCREAMING_SNAKE_CASE				) for model_class in model_classes
							}
							return model_test_mapping







def 						_a				(      _SCREAMING_SNAKE_CASE				)    ->				Union[str, Any]:
							snake_case_           =		get_model_classes(_SCREAMING_SNAKE_CASE				)
							snake_case_           =		{
							    model_class: get_tester_classes_for_model(_SCREAMING_SNAKE_CASE				, _SCREAMING_SNAKE_CASE				) for model_class in model_classes
							}
							return model_to_tester_mapping







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







"""simple docstring"""
from __future__ import annotations

from collections import deque





class      __A     :





							'''simple docstring'''

							def __init__(				self							:      List[Any]		,       UpperCAmelCase_							:      list[str]       )					->List[Any]:



														"""simple docstring"""



														snake_case_           =		[]
														self.adlist.append(
														    {"""value""": """""", """next_states""": [], """fail_state""": 0, """output""": []}       )

														for keyword in keywords:
																					self.add_keyword(UpperCAmelCase_       )
														self.set_fail_transitions()



							def 		lowerCAmelCase       (				self							:      int		,       UpperCAmelCase_							:      int		,       UpperCAmelCase_							:      str       )					->int | None:



														"""simple docstring"""



														for state in self.adlist[current_state]["next_states"]:
																					if char == self.adlist[state]["value"]:
																												return state
														return None



							def 		lowerCAmelCase       (				self							:      int		,       UpperCAmelCase_							:      str       )					->None:



														"""simple docstring"""



														snake_case_           =		0
														for character in keyword:
																					snake_case_           =		self.find_next_state(UpperCAmelCase_		,       UpperCAmelCase_       )
																					if next_state is None:
																												self.adlist.append(
																												    {
																												        """value""": character,
																												        """next_states""": [],
																												        """fail_state""": 0,
																												        """output""": [],
																												    }       )
																												self.adlist[current_state]["next_states"].append(len(self.adlist       ) - 1       )
																												snake_case_           =		len(self.adlist       ) - 1
																					else:
																												snake_case_           =		next_state
														self.adlist[current_state]["output"].append(UpperCAmelCase_       )



							def 		lowerCAmelCase       (				self							:      Optional[Any]       )					->None:



														"""simple docstring"""



														snake_case_           =		deque()
														for node in self.adlist[0]["next_states"]:
																					q.append(UpperCAmelCase_       )
																					snake_case_           =		0
														while q:
																					snake_case_           =		q.popleft()
																					for child in self.adlist[r]["next_states"]:
																												q.append(UpperCAmelCase_       )
																												snake_case_           =		self.adlist[r]["""fail_state"""]
																												while (
																												    self.find_next_state(UpperCAmelCase_		,       self.adlist[child]["""value"""]       ) is None
																												    and state != 0
																												):
																																			snake_case_           =		self.adlist[state]["""fail_state"""]
																												snake_case_           =		self.find_next_state(
																												    UpperCAmelCase_		,       self.adlist[child]["""value"""]       )
																												if self.adlist[child]["fail_state"] is None:
																																			snake_case_           =		0
																												snake_case_           =		(
																												    self.adlist[child]["""output"""]
																												    + self.adlist[self.adlist[child]["""fail_state"""]]["""output"""]
																												)



							def 		lowerCAmelCase       (				self							:      Union[str, Any]		,       UpperCAmelCase_							:      str       )					->dict[str, list[int]]:



														"""simple docstring"""



														snake_case_           =		{}  # returns a dict with keywords and list of its occurrences
														snake_case_           =		0
														for i in range(len(UpperCAmelCase_       )       ):
																					while (
																					    self.find_next_state(UpperCAmelCase_		,       string[i]       ) is None
																					    and current_state != 0
																					):
																												snake_case_           =		self.adlist[current_state]["""fail_state"""]
																					snake_case_           =		self.find_next_state(UpperCAmelCase_		,       string[i]       )
																					if next_state is None:
																												snake_case_           =		0
																					else:
																												snake_case_           =		next_state
																												for key in self.adlist[current_state]["output"]:
																																			if key not in result:
																																										snake_case_           =		[]
																																			result[key].append(i - len(UpperCAmelCase_       ) + 1       )
														return result


if __name__ == "__main__":
				import doctest

				doctest.testmod()



