


from __future__ import annotations

from collections import deque






class        SCREAMING_SNAKE_CASE__    :

							"""simple docstring"""






							def __init__(  self     ,	SCREAMING_SNAKE_CASE_			)->   int:





													'''simple docstring'''






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

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



							def     A__		(  self     ,	SCREAMING_SNAKE_CASE_     ,	SCREAMING_SNAKE_CASE_			)->   int:





													'''simple docstring'''






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



							def     A__		(  self     ,	SCREAMING_SNAKE_CASE_			)->   Optional[Any]:





													'''simple docstring'''






													__UpperCamelCase       =			0
													for character in keyword:
																			__UpperCamelCase       =			self.find_next_state(A__     ,	A__			)
																			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			)
																									__UpperCamelCase       =			len(self.adlist			) - 1
																			else:
																									__UpperCamelCase       =			next_state
													self.adlist[current_state]["output"].append(A__			)



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





													'''simple docstring'''






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



							def     A__		(  self     ,	SCREAMING_SNAKE_CASE_			)->   Union[str, Any]:





													'''simple docstring'''






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


if __name__ == "__main__":
				import doctest

				doctest.testmod()






import unittest

from diffusers import FlaxAutoencoderKL
from diffusers.utils import is_flax_available
from diffusers.utils.testing_utils import require_flax

from .test_modeling_common_flax import FlaxModelTesterMixin


if is_flax_available():
				import jax






@require_flax
class        SCREAMING_SNAKE_CASE__    (							SCREAMING_SNAKE_CASE_   ,		unittest.TestCase    ):

							"""simple docstring"""






							_snake_case     		=  FlaxAutoencoderKL



							@property
							def     A__		(  self			)->   int:





													'''simple docstring'''






													__UpperCamelCase       =			4
													__UpperCamelCase       =			3
													__UpperCamelCase       =			(32, 32)

													__UpperCamelCase       =			jax.random.PRNGKey(0			)
													__UpperCamelCase       =			jax.random.uniform(SCREAMING_SNAKE_CASE_     ,	((batch_size, num_channels) + sizes)			)

													return {"sample": image, "prng_key": prng_key}



							def     A__		(  self			)->   List[Any]:





													'''simple docstring'''






													__UpperCamelCase       =			{
													    '''block_out_channels''': [32, 64],
													    '''in_channels''': 3,
													    '''out_channels''': 3,
													    '''down_block_types''': ['''DownEncoderBlock2D''', '''DownEncoderBlock2D'''],
													    '''up_block_types''': ['''UpDecoderBlock2D''', '''UpDecoderBlock2D'''],
													    '''latent_channels''': 4,
													}
													__UpperCamelCase       =			self.dummy_input
													return init_dict, inputs_dict




