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				):






    '''simple docstring'''






    a__			:		Dict      			=   DownBlockaD  # noqa F405
    a__			:		str      			=   """down"""







    def     UpperCamelCase__     (			self) ->			str:
        __UpperCamelCase  :Tuple    						=	[-0.02_32, -0.98_69, 0.80_54, -0.06_37, -0.16_88, -1.42_64, 0.44_70, -1.33_94, 0.09_04]
        super().test_output(SCREAMING_SNAKE_CASE_)


class 			lowerCamelCase_  (     __lowerCamelCase		,			unittest.TestCase				):






    '''simple docstring'''






    a__			:		Any      			=   ResnetDownsampleBlockaD  # noqa F405
    a__			:		int      			=   """down"""







    def     UpperCamelCase__     (			self) ->			int:
        __UpperCamelCase  :List[str]    						=	[0.07_10, 0.24_10, -0.73_20, -1.07_57, -1.13_43, 0.35_40, -0.01_33, -0.25_76, 0.09_48]
        super().test_output(SCREAMING_SNAKE_CASE_)


class 			lowerCamelCase_  (     __lowerCamelCase		,			unittest.TestCase				):






    '''simple docstring'''






    a__			:		Optional[int]      			=   AttnDownBlockaD  # noqa F405
    a__			:		Optional[int]      			=   """down"""







    def     UpperCamelCase__     (			self) ->			Any:
        __UpperCamelCase  :List[Any]    						=	[0.06_36, 0.89_64, -0.62_34, -1.01_31, 0.08_44, 0.49_35, 0.34_37, 0.09_11, -0.29_57]
        super().test_output(SCREAMING_SNAKE_CASE_)


class 			lowerCamelCase_  (     __lowerCamelCase		,			unittest.TestCase				):






    '''simple docstring'''






    a__			:		List[str]      			=   CrossAttnDownBlockaD  # noqa F405
    a__			:		Any      			=   """down"""







    def     UpperCamelCase__     (			self) ->			Optional[int]:
        __UpperCamelCase						, __UpperCamelCase  :Optional[Any]    						=	super().prepare_init_args_and_inputs_for_common()
        __UpperCamelCase  :Tuple    						=	32
        return init_dict, inputs_dict







    def     UpperCamelCase__     (			self) ->			int:
        __UpperCamelCase  :int    						=	[0.22_38, -0.73_96, -0.22_55, -0.38_29, 0.19_25, 1.16_65, 0.06_03, -0.72_95, 0.19_83]
        super().test_output(SCREAMING_SNAKE_CASE_)


class 			lowerCamelCase_  (     __lowerCamelCase		,			unittest.TestCase				):






    '''simple docstring'''






    a__			:		List[str]      			=   SimpleCrossAttnDownBlockaD  # noqa F405
    a__			:		Union[str, Any]      			=   """down"""







    @property
    def     UpperCamelCase__     (			self) ->			Union[str, Any]:
        return super().get_dummy_input(include_encoder_hidden_states=SCREAMING_SNAKE_CASE_)







    def     UpperCamelCase__     (			self) ->			Optional[Any]:
        __UpperCamelCase						, __UpperCamelCase  :Dict    						=	super().prepare_init_args_and_inputs_for_common()
        __UpperCamelCase  :Union[str, Any]    						=	32
        return init_dict, inputs_dict







    @unittest.skipIf(torch_device == '''mps'''				,				'''MPS result is not consistent''')
    def     UpperCamelCase__     (			self) ->			int:
        __UpperCamelCase  :Tuple    						=	[0.79_21, -0.09_92, -0.19_62, -0.76_95, -0.42_42, 0.78_04, 0.47_37, 0.27_65, 0.33_38]
        super().test_output(SCREAMING_SNAKE_CASE_)


class 			lowerCamelCase_  (     __lowerCamelCase		,			unittest.TestCase				):






    '''simple docstring'''






    a__			:		int      			=   SkipDownBlockaD  # noqa F405
    a__			:		Tuple      			=   """down"""







    @property
    def     UpperCamelCase__     (			self) ->			List[str]:
        return super().get_dummy_input(include_skip_sample=SCREAMING_SNAKE_CASE_)







    def     UpperCamelCase__     (			self) ->			Union[str, Any]:
        __UpperCamelCase  :str    						=	[-0.08_45, -0.20_87, -0.24_65, 0.09_71, 0.19_00, -0.04_84, 0.26_64, 0.41_79, 0.50_69]
        super().test_output(SCREAMING_SNAKE_CASE_)


class 			lowerCamelCase_  (     __lowerCamelCase		,			unittest.TestCase				):






    '''simple docstring'''






    a__			:		List[str]      			=   AttnSkipDownBlockaD  # noqa F405
    a__			:		Optional[Any]      			=   """down"""







    @property
    def     UpperCamelCase__     (			self) ->			Union[str, Any]:
        return super().get_dummy_input(include_skip_sample=SCREAMING_SNAKE_CASE_)







    def     UpperCamelCase__     (			self) ->			List[Any]:
        __UpperCamelCase  :Union[str, Any]    						=	[0.55_39, 0.16_09, 0.49_24, 0.05_37, -0.19_95, 0.40_50, 0.09_79, -0.27_21, -0.06_42]
        super().test_output(SCREAMING_SNAKE_CASE_)


class 			lowerCamelCase_  (     __lowerCamelCase		,			unittest.TestCase				):






    '''simple docstring'''






    a__			:		Union[str, Any]      			=   DownEncoderBlockaD  # noqa F405
    a__			:		Any      			=   """down"""







    @property
    def     UpperCamelCase__     (			self) ->			Tuple:
        return super().get_dummy_input(include_temb=SCREAMING_SNAKE_CASE_)







    def     UpperCamelCase__     (			self) ->			Optional[int]:
        __UpperCamelCase  :Optional[int]    						=	{
            '''in_channels''': 32,
            '''out_channels''': 32,
        }
        __UpperCamelCase  :int    						=	self.dummy_input
        return init_dict, inputs_dict







    def     UpperCamelCase__     (			self) ->			str:
        __UpperCamelCase  :List[Any]    						=	[1.11_02, 0.53_02, 0.48_72, -0.00_23, -0.80_42, 0.04_83, -0.34_89, -0.56_32, 0.76_26]
        super().test_output(SCREAMING_SNAKE_CASE_)


class 			lowerCamelCase_  (     __lowerCamelCase		,			unittest.TestCase				):






    '''simple docstring'''






    a__			:		Any      			=   AttnDownEncoderBlockaD  # noqa F405
    a__			:		Dict      			=   """down"""







    @property
    def     UpperCamelCase__     (			self) ->			Dict:
        return super().get_dummy_input(include_temb=SCREAMING_SNAKE_CASE_)







    def     UpperCamelCase__     (			self) ->			List[Any]:
        __UpperCamelCase  :Optional[Any]    						=	{
            '''in_channels''': 32,
            '''out_channels''': 32,
        }
        __UpperCamelCase  :Any    						=	self.dummy_input
        return init_dict, inputs_dict







    def     UpperCamelCase__     (			self) ->			Optional[int]:
        __UpperCamelCase  :Optional[Any]    						=	[0.89_66, -0.14_86, 0.85_68, 0.81_41, -0.90_46, -0.13_42, -0.09_72, -0.74_17, 0.15_38]
        super().test_output(SCREAMING_SNAKE_CASE_)


class 			lowerCamelCase_  (     __lowerCamelCase		,			unittest.TestCase				):






    '''simple docstring'''






    a__			:		str      			=   UNetMidBlockaD  # noqa F405
    a__			:		Optional[Any]      			=   """mid"""







    def     UpperCamelCase__     (			self) ->			Optional[Any]:
        __UpperCamelCase  :List[str]    						=	{
            '''in_channels''': 32,
            '''temb_channels''': 128,
        }
        __UpperCamelCase  :Optional[Any]    						=	self.dummy_input
        return init_dict, inputs_dict







    def     UpperCamelCase__     (			self) ->			Dict:
        __UpperCamelCase  :Optional[int]    						=	[-0.10_62, 1.72_48, 0.34_94, 1.45_69, -0.09_10, -1.24_21, -0.99_84, 0.67_36, 1.00_28]
        super().test_output(SCREAMING_SNAKE_CASE_)


class 			lowerCamelCase_  (     __lowerCamelCase		,			unittest.TestCase				):






    '''simple docstring'''






    a__			:		str      			=   UNetMidBlockaDCrossAttn  # noqa F405
    a__			:		Union[str, Any]      			=   """mid"""







    def     UpperCamelCase__     (			self) ->			Any:
        __UpperCamelCase						, __UpperCamelCase  :List[Any]    						=	super().prepare_init_args_and_inputs_for_common()
        __UpperCamelCase  :Union[str, Any]    						=	32
        return init_dict, inputs_dict







    def     UpperCamelCase__     (			self) ->			Any:
        __UpperCamelCase  :Any    						=	[0.01_87, 2.42_20, 0.44_84, 1.12_03, -0.61_21, -1.51_22, -0.82_70, 0.78_51, 1.83_35]
        super().test_output(SCREAMING_SNAKE_CASE_)


class 			lowerCamelCase_  (     __lowerCamelCase		,			unittest.TestCase				):






    '''simple docstring'''






    a__			:		Union[str, Any]      			=   UNetMidBlockaDSimpleCrossAttn  # noqa F405
    a__			:		Dict      			=   """mid"""







    @property
    def     UpperCamelCase__     (			self) ->			Optional[int]:
        return super().get_dummy_input(include_encoder_hidden_states=SCREAMING_SNAKE_CASE_)







    def     UpperCamelCase__     (			self) ->			Optional[int]:
        __UpperCamelCase						, __UpperCamelCase  :Optional[Any]    						=	super().prepare_init_args_and_inputs_for_common()
        __UpperCamelCase  :List[Any]    						=	32
        return init_dict, inputs_dict







    def     UpperCamelCase__     (			self) ->			int:
        __UpperCamelCase  :List[str]    						=	[0.71_43, 1.99_74, 0.54_48, 1.39_77, 0.12_82, -1.12_37, -1.42_38, 0.55_30, 0.88_80]
        super().test_output(SCREAMING_SNAKE_CASE_)


class 			lowerCamelCase_  (     __lowerCamelCase		,			unittest.TestCase				):






    '''simple docstring'''






    a__			:		Tuple      			=   UpBlockaD  # noqa F405
    a__			:		Optional[int]      			=   """up"""







    @property
    def     UpperCamelCase__     (			self) ->			Union[str, Any]:
        return super().get_dummy_input(include_res_hidden_states_tuple=SCREAMING_SNAKE_CASE_)







    def     UpperCamelCase__     (			self) ->			str:
        __UpperCamelCase  :Tuple    						=	[-0.20_41, -0.41_65, -0.30_22, 0.00_41, -0.66_28, -0.70_53, 0.19_28, -0.03_25, 0.05_23]
        super().test_output(SCREAMING_SNAKE_CASE_)


class 			lowerCamelCase_  (     __lowerCamelCase		,			unittest.TestCase				):






    '''simple docstring'''






    a__			:		Dict      			=   ResnetUpsampleBlockaD  # noqa F405
    a__			:		str      			=   """up"""







    @property
    def     UpperCamelCase__     (			self) ->			List[str]:
        return super().get_dummy_input(include_res_hidden_states_tuple=SCREAMING_SNAKE_CASE_)







    def     UpperCamelCase__     (			self) ->			Optional[int]:
        __UpperCamelCase  :List[str]    						=	[0.22_87, 0.35_49, -0.13_46, 0.47_97, -0.17_15, -0.96_49, 0.73_05, -0.58_64, -0.62_44]
        super().test_output(SCREAMING_SNAKE_CASE_)


class 			lowerCamelCase_  (     __lowerCamelCase		,			unittest.TestCase				):






    '''simple docstring'''






    a__			:		str      			=   CrossAttnUpBlockaD  # noqa F405
    a__			:		int      			=   """up"""







    @property
    def     UpperCamelCase__     (			self) ->			Dict:
        return super().get_dummy_input(include_res_hidden_states_tuple=SCREAMING_SNAKE_CASE_)







    def     UpperCamelCase__     (			self) ->			Tuple:
        __UpperCamelCase						, __UpperCamelCase  :List[Any]    						=	super().prepare_init_args_and_inputs_for_common()
        __UpperCamelCase  :Union[str, Any]    						=	32
        return init_dict, inputs_dict







    def     UpperCamelCase__     (			self) ->			Any:
        __UpperCamelCase  :int    						=	[-0.14_03, -0.35_15, -0.04_20, -0.14_25, 0.31_67, 0.50_94, -0.21_81, 0.59_31, 0.55_82]
        super().test_output(SCREAMING_SNAKE_CASE_)


class 			lowerCamelCase_  (     __lowerCamelCase		,			unittest.TestCase				):






    '''simple docstring'''






    a__			:		int      			=   SimpleCrossAttnUpBlockaD  # noqa F405
    a__			:		str      			=   """up"""







    @property
    def     UpperCamelCase__     (			self) ->			Any:
        return super().get_dummy_input(include_res_hidden_states_tuple=SCREAMING_SNAKE_CASE_				,				include_encoder_hidden_states=SCREAMING_SNAKE_CASE_)







    def     UpperCamelCase__     (			self) ->			str:
        __UpperCamelCase						, __UpperCamelCase  :Union[str, Any]    						=	super().prepare_init_args_and_inputs_for_common()
        __UpperCamelCase  :List[Any]    						=	32
        return init_dict, inputs_dict







    def     UpperCamelCase__     (			self) ->			str:
        __UpperCamelCase  :List[str]    						=	[0.26_45, 0.14_80, 0.09_09, 0.80_44, -0.97_58, -0.90_83, 0.09_94, -1.14_53, -0.74_02]
        super().test_output(SCREAMING_SNAKE_CASE_)


class 			lowerCamelCase_  (     __lowerCamelCase		,			unittest.TestCase				):






    '''simple docstring'''






    a__			:		Optional[Any]      			=   AttnUpBlockaD  # noqa F405
    a__			:		Any      			=   """up"""







    @property
    def     UpperCamelCase__     (			self) ->			int:
        return super().get_dummy_input(include_res_hidden_states_tuple=SCREAMING_SNAKE_CASE_)







    @unittest.skipIf(torch_device == '''mps'''				,				'''MPS result is not consistent''')
    def     UpperCamelCase__     (			self) ->			Union[str, Any]:
        __UpperCamelCase  :Dict    						=	[0.09_79, 0.13_26, 0.00_21, 0.06_59, 0.22_49, 0.00_59, 0.11_32, 0.59_52, 0.10_33]
        super().test_output(SCREAMING_SNAKE_CASE_)


class 			lowerCamelCase_  (     __lowerCamelCase		,			unittest.TestCase				):






    '''simple docstring'''






    a__			:		List[str]      			=   SkipUpBlockaD  # noqa F405
    a__			:		Dict      			=   """up"""







    @property
    def     UpperCamelCase__     (			self) ->			Any:
        return super().get_dummy_input(include_res_hidden_states_tuple=SCREAMING_SNAKE_CASE_)







    def     UpperCamelCase__     (			self) ->			Optional[int]:
        __UpperCamelCase  :str    						=	[-0.08_93, -0.12_34, -0.15_06, -0.03_32, 0.01_23, -0.02_11, 0.05_66, 0.01_43, 0.03_62]
        super().test_output(SCREAMING_SNAKE_CASE_)


class 			lowerCamelCase_  (     __lowerCamelCase		,			unittest.TestCase				):






    '''simple docstring'''






    a__			:		List[str]      			=   AttnSkipUpBlockaD  # noqa F405
    a__			:		List[Any]      			=   """up"""







    @property
    def     UpperCamelCase__     (			self) ->			List[str]:
        return super().get_dummy_input(include_res_hidden_states_tuple=SCREAMING_SNAKE_CASE_)







    def     UpperCamelCase__     (			self) ->			Optional[Any]:
        __UpperCamelCase  :Tuple    						=	[0.03_61, 0.06_17, 0.27_87, -0.03_50, 0.03_42, 0.34_21, -0.08_43, 0.09_13, 0.30_15]
        super().test_output(SCREAMING_SNAKE_CASE_)


class 			lowerCamelCase_  (     __lowerCamelCase		,			unittest.TestCase				):






    '''simple docstring'''






    a__			:		List[Any]      			=   UpDecoderBlockaD  # noqa F405
    a__			:		List[Any]      			=   """up"""







    @property
    def     UpperCamelCase__     (			self) ->			str:
        return super().get_dummy_input(include_temb=SCREAMING_SNAKE_CASE_)







    def     UpperCamelCase__     (			self) ->			List[Any]:
        __UpperCamelCase  :List[str]    						=	{'''in_channels''': 32, '''out_channels''': 32}

        __UpperCamelCase  :Any    						=	self.dummy_input
        return init_dict, inputs_dict







    def     UpperCamelCase__     (			self) ->			Dict:
        __UpperCamelCase  :int    						=	[0.44_04, 0.19_98, -0.98_86, -0.33_20, -0.31_28, -0.70_34, -0.69_55, -0.23_38, -0.31_37]
        super().test_output(SCREAMING_SNAKE_CASE_)


class 			lowerCamelCase_  (     __lowerCamelCase		,			unittest.TestCase				):






    '''simple docstring'''






    a__			:		str      			=   AttnUpDecoderBlockaD  # noqa F405
    a__			:		List[Any]      			=   """up"""







    @property
    def     UpperCamelCase__     (			self) ->			str:
        return super().get_dummy_input(include_temb=SCREAMING_SNAKE_CASE_)







    def     UpperCamelCase__     (			self) ->			Tuple:
        __UpperCamelCase  :Dict    						=	{'''in_channels''': 32, '''out_channels''': 32}

        __UpperCamelCase  :Any    						=	self.dummy_input
        return init_dict, inputs_dict







    def     UpperCamelCase__     (			self) ->			Tuple:
        __UpperCamelCase  :List[str]    						=	[0.67_38, 0.44_91, 0.10_55, 1.07_10, 0.73_16, 0.33_39, 0.33_52, 0.10_23, 0.35_68]
        super().test_output(SCREAMING_SNAKE_CASE_)






from collections import Counter

import numpy as np
from sklearn import datasets
from sklearn.model_selection import train_test_split

__lowercase											=      datasets.load_iris()

__lowercase											=      np.array(data['''data'''])
__lowercase											=      np.array(data['''target'''])
__lowercase											=      data['''target_names''']

__lowercase				, __lowercase				, __lowercase				, __lowercase											=      train_test_split(X, y)



def lowerCamelCase						(     SCREAMING_SNAKE_CASE						,    SCREAMING_SNAKE_CASE			):
    '''simple docstring'''







    return np.linalg.norm(np.array(SCREAMING_SNAKE_CASE			) - np.array(SCREAMING_SNAKE_CASE			)			)



def lowerCamelCase						(     SCREAMING_SNAKE_CASE						,    SCREAMING_SNAKE_CASE						,    SCREAMING_SNAKE_CASE						,    SCREAMING_SNAKE_CASE						,    SCREAMING_SNAKE_CASE=5			):
    '''simple docstring'''







    __UpperCamelCase  :Optional[int]    						=	zip(SCREAMING_SNAKE_CASE						,    SCREAMING_SNAKE_CASE			)
    # List of distances of all points from the point to be classified
    __UpperCamelCase  :List[str]    						=	[]
    for data_point in data:
        __UpperCamelCase  :Optional[int]    						=	euclidean_distance(data_point[0]						,    SCREAMING_SNAKE_CASE			)
        distances.append((distance, data_point[1])			)
    # Choosing 'k' points with the least distances.
    __UpperCamelCase  :Any    						=	[i[1] for i in sorted(SCREAMING_SNAKE_CASE			)[:k]]
    # Most commonly occurring class among them
    # is the class into which the point is classified
    __UpperCamelCase  :Union[str, Any]    						=	Counter(SCREAMING_SNAKE_CASE			).most_common(1			)[0][0]
    return classes[result]


if __name__ == "__main__":
    print(classifier(X_train, y_train, classes, [4.4, 3.1, 1.3, 1.4]))





