"""simple docstring"""







import unittest

from diffusers.models.unet_ad_blocks import *  # noqa F403
from diffusers.utils import torch_device

from .test_unet_blocks_common import UNetBlockTesterMixin



class  _lowerCamelCase			(__lowerCamelCase						,							unittest.TestCase     ):
				_snake_case     =  DownBlockaD  # noqa F405
				_snake_case     =  "down"







				def 							__UpperCAmelCase					( self    :       Tuple						):

					"""simple docstring"""






					_lowercase :    Optional[int]							=							[-0.0232, -0.9869, 0.8054, -0.0637, -0.1688, -1.4264, 0.4470, -1.3394, 0.0904]
					super().test_output(lowerCamelCase_						)



class  _lowerCamelCase			(__lowerCamelCase						,							unittest.TestCase     ):
				_snake_case     =  ResnetDownsampleBlockaD  # noqa F405
				_snake_case     =  "down"







				def 							__UpperCAmelCase					( self    :       Union[str, Any]						):

					"""simple docstring"""






					_lowercase :    Tuple							=							[0.0710, 0.2410, -0.7320, -1.0757, -1.1343, 0.3540, -0.0133, -0.2576, 0.0948]
					super().test_output(lowerCamelCase_						)



class  _lowerCamelCase			(__lowerCamelCase						,							unittest.TestCase     ):
				_snake_case     =  AttnDownBlockaD  # noqa F405
				_snake_case     =  "down"







				def 							__UpperCAmelCase					( self    :       List[str]						):

					"""simple docstring"""






					_lowercase :    str							=							[0.0636, 0.8964, -0.6234, -1.0131, 0.0844, 0.4935, 0.3437, 0.0911, -0.2957]
					super().test_output(lowerCamelCase_						)



class  _lowerCamelCase			(__lowerCamelCase						,							unittest.TestCase     ):
				_snake_case     =  CrossAttnDownBlockaD  # noqa F405
				_snake_case     =  "down"







				def 							__UpperCAmelCase					( self    :       List[str]						):

					"""simple docstring"""






					_lowercase				,      _lowercase :    Optional[Any]							=							super().prepare_init_args_and_inputs_for_common()
					_lowercase :    List[Any]							=							3_2
					return init_dict, inputs_dict







				def 							__UpperCAmelCase					( self    :       List[Any]						):

					"""simple docstring"""






					_lowercase :    Any							=							[0.2238, -0.7396, -0.2255, -0.3829, 0.1925, 1.1665, 0.0603, -0.7295, 0.1983]
					super().test_output(lowerCamelCase_						)



class  _lowerCamelCase			(__lowerCamelCase						,							unittest.TestCase     ):
				_snake_case     =  SimpleCrossAttnDownBlockaD  # noqa F405
				_snake_case     =  "down"







				@property
				def 							__UpperCAmelCase					( self    :       List[str]						):

					"""simple docstring"""






					return super().get_dummy_input(include_encoder_hidden_states=lowerCamelCase_						)







				def 							__UpperCAmelCase					( self    :       Union[str, Any]						):

					"""simple docstring"""






					_lowercase				,      _lowercase :    Optional[int]							=							super().prepare_init_args_and_inputs_for_common()
					_lowercase :    Dict							=							3_2
					return init_dict, inputs_dict







				@unittest.skipIf(torch_device == 'mps'			,					'MPS result is not consistent'						)
				def 							__UpperCAmelCase					( self    :       Dict						):

					"""simple docstring"""






					_lowercase :    Union[str, Any]							=							[0.7921, -0.0992, -0.1962, -0.7695, -0.4242, 0.7804, 0.4737, 0.2765, 0.3338]
					super().test_output(lowerCamelCase_						)



class  _lowerCamelCase			(__lowerCamelCase						,							unittest.TestCase     ):
				_snake_case     =  SkipDownBlockaD  # noqa F405
				_snake_case     =  "down"







				@property
				def 							__UpperCAmelCase					( self    :       int						):

					"""simple docstring"""






					return super().get_dummy_input(include_skip_sample=lowerCamelCase_						)







				def 							__UpperCAmelCase					( self    :       Optional[int]						):

					"""simple docstring"""






					_lowercase :    int							=							[-0.0845, -0.2087, -0.2465, 0.0971, 0.1900, -0.0484, 0.2664, 0.4179, 0.5069]
					super().test_output(lowerCamelCase_						)



class  _lowerCamelCase			(__lowerCamelCase						,							unittest.TestCase     ):
				_snake_case     =  AttnSkipDownBlockaD  # noqa F405
				_snake_case     =  "down"







				@property
				def 							__UpperCAmelCase					( self    :       Optional[Any]						):

					"""simple docstring"""






					return super().get_dummy_input(include_skip_sample=lowerCamelCase_						)







				def 							__UpperCAmelCase					( self    :       Dict						):

					"""simple docstring"""






					_lowercase :    int							=							[0.5539, 0.1609, 0.4924, 0.0537, -0.1995, 0.4050, 0.0979, -0.2721, -0.0642]
					super().test_output(lowerCamelCase_						)



class  _lowerCamelCase			(__lowerCamelCase						,							unittest.TestCase     ):
				_snake_case     =  DownEncoderBlockaD  # noqa F405
				_snake_case     =  "down"







				@property
				def 							__UpperCAmelCase					( self    :       str						):

					"""simple docstring"""






					return super().get_dummy_input(include_temb=lowerCamelCase_						)







				def 							__UpperCAmelCase					( self    :       Union[str, Any]						):

					"""simple docstring"""






					_lowercase :    Dict							=							{
					    'in_channels': 3_2,
					    'out_channels': 3_2,
					}
					_lowercase :    Optional[int]							=							self.dummy_input
					return init_dict, inputs_dict







				def 							__UpperCAmelCase					( self    :       Tuple						):

					"""simple docstring"""






					_lowercase :    Any							=							[1.1102, 0.5302, 0.4872, -0.0023, -0.8042, 0.0483, -0.3489, -0.5632, 0.7626]
					super().test_output(lowerCamelCase_						)



class  _lowerCamelCase			(__lowerCamelCase						,							unittest.TestCase     ):
				_snake_case     =  AttnDownEncoderBlockaD  # noqa F405
				_snake_case     =  "down"







				@property
				def 							__UpperCAmelCase					( self    :       Optional[Any]						):

					"""simple docstring"""






					return super().get_dummy_input(include_temb=lowerCamelCase_						)







				def 							__UpperCAmelCase					( self    :       int						):

					"""simple docstring"""






					_lowercase :    List[str]							=							{
					    'in_channels': 3_2,
					    'out_channels': 3_2,
					}
					_lowercase :    Optional[Any]							=							self.dummy_input
					return init_dict, inputs_dict







				def 							__UpperCAmelCase					( self    :       List[str]						):

					"""simple docstring"""






					_lowercase :    Any							=							[0.8966, -0.1486, 0.8568, 0.8141, -0.9046, -0.1342, -0.0972, -0.7417, 0.1538]
					super().test_output(lowerCamelCase_						)



class  _lowerCamelCase			(__lowerCamelCase						,							unittest.TestCase     ):
				_snake_case     =  UNetMidBlockaD  # noqa F405
				_snake_case     =  "mid"







				def 							__UpperCAmelCase					( self    :       Optional[Any]						):

					"""simple docstring"""






					_lowercase :    List[Any]							=							{
					    'in_channels': 3_2,
					    'temb_channels': 1_2_8,
					}
					_lowercase :    Any							=							self.dummy_input
					return init_dict, inputs_dict







				def 							__UpperCAmelCase					( self    :       Dict						):

					"""simple docstring"""






					_lowercase :    Union[str, Any]							=							[-0.1062, 1.7248, 0.3494, 1.4569, -0.0910, -1.2421, -0.9984, 0.6736, 1.0028]
					super().test_output(lowerCamelCase_						)



class  _lowerCamelCase			(__lowerCamelCase						,							unittest.TestCase     ):
				_snake_case     =  UNetMidBlockaDCrossAttn  # noqa F405
				_snake_case     =  "mid"







				def 							__UpperCAmelCase					( self    :       int						):

					"""simple docstring"""






					_lowercase				,      _lowercase :    List[str]							=							super().prepare_init_args_and_inputs_for_common()
					_lowercase :    Optional[Any]							=							3_2
					return init_dict, inputs_dict







				def 							__UpperCAmelCase					( self    :       Optional[int]						):

					"""simple docstring"""






					_lowercase :    List[Any]							=							[0.0187, 2.4220, 0.4484, 1.1203, -0.6121, -1.5122, -0.8270, 0.7851, 1.8335]
					super().test_output(lowerCamelCase_						)



class  _lowerCamelCase			(__lowerCamelCase						,							unittest.TestCase     ):
				_snake_case     =  UNetMidBlockaDSimpleCrossAttn  # noqa F405
				_snake_case     =  "mid"







				@property
				def 							__UpperCAmelCase					( self    :       Any						):

					"""simple docstring"""






					return super().get_dummy_input(include_encoder_hidden_states=lowerCamelCase_						)







				def 							__UpperCAmelCase					( self    :       Any						):

					"""simple docstring"""






					_lowercase				,      _lowercase :    Dict							=							super().prepare_init_args_and_inputs_for_common()
					_lowercase :    Union[str, Any]							=							3_2
					return init_dict, inputs_dict







				def 							__UpperCAmelCase					( self    :       Optional[int]						):

					"""simple docstring"""






					_lowercase :    Union[str, Any]							=							[0.7143, 1.9974, 0.5448, 1.3977, 0.1282, -1.1237, -1.4238, 0.5530, 0.8880]
					super().test_output(lowerCamelCase_						)



class  _lowerCamelCase			(__lowerCamelCase						,							unittest.TestCase     ):
				_snake_case     =  UpBlockaD  # noqa F405
				_snake_case     =  "up"







				@property
				def 							__UpperCAmelCase					( self    :       List[Any]						):

					"""simple docstring"""






					return super().get_dummy_input(include_res_hidden_states_tuple=lowerCamelCase_						)







				def 							__UpperCAmelCase					( self    :       List[Any]						):

					"""simple docstring"""






					_lowercase :    Optional[Any]							=							[-0.2041, -0.4165, -0.3022, 0.0041, -0.6628, -0.7053, 0.1928, -0.0325, 0.0523]
					super().test_output(lowerCamelCase_						)



class  _lowerCamelCase			(__lowerCamelCase						,							unittest.TestCase     ):
				_snake_case     =  ResnetUpsampleBlockaD  # noqa F405
				_snake_case     =  "up"







				@property
				def 							__UpperCAmelCase					( self    :       Dict						):

					"""simple docstring"""






					return super().get_dummy_input(include_res_hidden_states_tuple=lowerCamelCase_						)







				def 							__UpperCAmelCase					( self    :       str						):

					"""simple docstring"""






					_lowercase :    Dict							=							[0.2287, 0.3549, -0.1346, 0.4797, -0.1715, -0.9649, 0.7305, -0.5864, -0.6244]
					super().test_output(lowerCamelCase_						)



class  _lowerCamelCase			(__lowerCamelCase						,							unittest.TestCase     ):
				_snake_case     =  CrossAttnUpBlockaD  # noqa F405
				_snake_case     =  "up"







				@property
				def 							__UpperCAmelCase					( self    :       Any						):

					"""simple docstring"""






					return super().get_dummy_input(include_res_hidden_states_tuple=lowerCamelCase_						)







				def 							__UpperCAmelCase					( self    :       Dict						):

					"""simple docstring"""






					_lowercase				,      _lowercase :    Optional[int]							=							super().prepare_init_args_and_inputs_for_common()
					_lowercase :    Optional[Any]							=							3_2
					return init_dict, inputs_dict







				def 							__UpperCAmelCase					( self    :       Dict						):

					"""simple docstring"""






					_lowercase :    Any							=							[-0.1403, -0.3515, -0.0420, -0.1425, 0.3167, 0.5094, -0.2181, 0.5931, 0.5582]
					super().test_output(lowerCamelCase_						)



class  _lowerCamelCase			(__lowerCamelCase						,							unittest.TestCase     ):
				_snake_case     =  SimpleCrossAttnUpBlockaD  # noqa F405
				_snake_case     =  "up"







				@property
				def 							__UpperCAmelCase					( self    :       Dict						):

					"""simple docstring"""






					return super().get_dummy_input(include_res_hidden_states_tuple=lowerCamelCase_			,					include_encoder_hidden_states=lowerCamelCase_						)







				def 							__UpperCAmelCase					( self    :       str						):

					"""simple docstring"""






					_lowercase				,      _lowercase :    Any							=							super().prepare_init_args_and_inputs_for_common()
					_lowercase :    Optional[Any]							=							3_2
					return init_dict, inputs_dict







				def 							__UpperCAmelCase					( self    :       List[str]						):

					"""simple docstring"""






					_lowercase :    List[Any]							=							[0.2645, 0.1480, 0.0909, 0.8044, -0.9758, -0.9083, 0.0994, -1.1453, -0.7402]
					super().test_output(lowerCamelCase_						)



class  _lowerCamelCase			(__lowerCamelCase						,							unittest.TestCase     ):
				_snake_case     =  AttnUpBlockaD  # noqa F405
				_snake_case     =  "up"







				@property
				def 							__UpperCAmelCase					( self    :       Dict						):

					"""simple docstring"""






					return super().get_dummy_input(include_res_hidden_states_tuple=lowerCamelCase_						)







				@unittest.skipIf(torch_device == 'mps'			,					'MPS result is not consistent'						)
				def 							__UpperCAmelCase					( self    :       int						):

					"""simple docstring"""






					_lowercase :    int							=							[0.0979, 0.1326, 0.0021, 0.0659, 0.2249, 0.0059, 0.1132, 0.5952, 0.1033]
					super().test_output(lowerCamelCase_						)



class  _lowerCamelCase			(__lowerCamelCase						,							unittest.TestCase     ):
				_snake_case     =  SkipUpBlockaD  # noqa F405
				_snake_case     =  "up"







				@property
				def 							__UpperCAmelCase					( self    :       Tuple						):

					"""simple docstring"""






					return super().get_dummy_input(include_res_hidden_states_tuple=lowerCamelCase_						)







				def 							__UpperCAmelCase					( self    :       Optional[int]						):

					"""simple docstring"""






					_lowercase :    str							=							[-0.0893, -0.1234, -0.1506, -0.0332, 0.0123, -0.0211, 0.0566, 0.0143, 0.0362]
					super().test_output(lowerCamelCase_						)



class  _lowerCamelCase			(__lowerCamelCase						,							unittest.TestCase     ):
				_snake_case     =  AttnSkipUpBlockaD  # noqa F405
				_snake_case     =  "up"







				@property
				def 							__UpperCAmelCase					( self    :       str						):

					"""simple docstring"""






					return super().get_dummy_input(include_res_hidden_states_tuple=lowerCamelCase_						)







				def 							__UpperCAmelCase					( self    :       Tuple						):

					"""simple docstring"""






					_lowercase :    Tuple							=							[0.0361, 0.0617, 0.2787, -0.0350, 0.0342, 0.3421, -0.0843, 0.0913, 0.3015]
					super().test_output(lowerCamelCase_						)



class  _lowerCamelCase			(__lowerCamelCase						,							unittest.TestCase     ):
				_snake_case     =  UpDecoderBlockaD  # noqa F405
				_snake_case     =  "up"







				@property
				def 							__UpperCAmelCase					( self    :       Any						):

					"""simple docstring"""






					return super().get_dummy_input(include_temb=lowerCamelCase_						)







				def 							__UpperCAmelCase					( self    :       int						):

					"""simple docstring"""






					_lowercase :    Dict							=							{'in_channels': 3_2, 'out_channels': 3_2}

					_lowercase :    Dict							=							self.dummy_input
					return init_dict, inputs_dict







				def 							__UpperCAmelCase					( self    :       Union[str, Any]						):

					"""simple docstring"""






					_lowercase :    Dict							=							[0.4404, 0.1998, -0.9886, -0.3320, -0.3128, -0.7034, -0.6955, -0.2338, -0.3137]
					super().test_output(lowerCamelCase_						)



class  _lowerCamelCase			(__lowerCamelCase						,							unittest.TestCase     ):
				_snake_case     =  AttnUpDecoderBlockaD  # noqa F405
				_snake_case     =  "up"







				@property
				def 							__UpperCAmelCase					( self    :       Tuple						):

					"""simple docstring"""






					return super().get_dummy_input(include_temb=lowerCamelCase_						)







				def 							__UpperCAmelCase					( self    :       Tuple						):

					"""simple docstring"""






					_lowercase :    int							=							{'in_channels': 3_2, 'out_channels': 3_2}

					_lowercase :    Tuple							=							self.dummy_input
					return init_dict, inputs_dict







				def 							__UpperCAmelCase					( self    :       Dict						):

					"""simple docstring"""






					_lowercase :    List[Any]							=							[0.6738, 0.4491, 0.1055, 1.0710, 0.7316, 0.3339, 0.3352, 0.1023, 0.3568]
					super().test_output(lowerCamelCase_						)




"""simple docstring"""







from __future__ import annotations

import collections
import pprint
from pathlib import Path


def      __lowerCAmelCase(		__UpperCAmelCase			):






	"""simple docstring"""





	return "".join(sorted(__UpperCAmelCase			)			)


def      __lowerCAmelCase(		__UpperCAmelCase			):






	"""simple docstring"""





	return word_by_signature[signature(__UpperCAmelCase			)]


SCREAMING_SNAKE_CASE									=						Path(__file__).parent.joinpath('words.txt').read_text(encoding='utf-8')
SCREAMING_SNAKE_CASE									=						sorted({word.strip().lower() for word in data.splitlines()})

SCREAMING_SNAKE_CASE									=						collections.defaultdict(list)
for word in word_list:
						word_by_signature[signature(word)].append(word)

if __name__ == "__main__":
						SCREAMING_SNAKE_CASE									=						{word: anagram(word) for word in word_list if len(anagram(word)) > 1}

						with open('anagrams.txt', 'w') as file:
												file.write('all_anagrams = \n ')
												file.write(pprint.pformat(all_anagrams))



