





import unittest

from diffusers import __version__
from diffusers.utils import deprecate
class 	UpperCamelCase_						(     unittest.TestCase    ):
					lowerCAmelCase_							=		""".""".join([str(int(__version__.split('''.'''    )[0]    ) + 1    )] + __version__.split('''.'''    )[1:]    )
					lowerCAmelCase_							=		"""0.0.1"""




					def 		lowerCAmelCase	(						self     )						->							Dict:
										_snake_case													= {'deprecated_arg': 4}

										with self.assertWarns(_lowercase     ) as warning:
															_snake_case													= deprecate('deprecated_arg' ,  self.higher_version ,  'message' ,  take_from=_lowercase     )

										assert output == 4
										assert (
										    str(warning.warning     )
										    == F'''The `deprecated_arg` argument is deprecated and will be removed in version {self.higher_version}.'''
										    " message"
										)




					def 		lowerCAmelCase	(						self     )						->							List[Any]:
										_snake_case													= {'deprecated_arg': 4}

										with self.assertWarns(_lowercase     ) as warning:
															_snake_case													= deprecate(('deprecated_arg', self.higher_version, 'message') ,  take_from=_lowercase     )

										assert output == 4
										assert (
										    str(warning.warning     )
										    == F'''The `deprecated_arg` argument is deprecated and will be removed in version {self.higher_version}.'''
										    " message"
										)




					def 		lowerCAmelCase	(						self     )						->							Tuple:
										_snake_case													= {'deprecated_arg_1': 4, 'deprecated_arg_2': 8}
										with self.assertWarns(_lowercase     ) as warning:
															_snake_case							,   _snake_case													= deprecate(
															    ('deprecated_arg_1', self.higher_version, 'Hey') ,  ('deprecated_arg_2', self.higher_version, 'Hey') ,  take_from=_lowercase ,  )
										assert output_a == 4
										assert output_a == 8
										assert (
										    str(warning.warnings[0].message     )
										    == "The `deprecated_arg_1` argument is deprecated and will be removed in version"
										    F''' {self.higher_version}. Hey'''
										)
										assert (
										    str(warning.warnings[1].message     )
										    == "The `deprecated_arg_2` argument is deprecated and will be removed in version"
										    F''' {self.higher_version}. Hey'''
										)




					def 		lowerCAmelCase	(						self     )						->							Dict:
										_snake_case													= {'deprecated_arg': 4}

										with self.assertRaises(_lowercase     ) as error:
															deprecate(('wrong_arg', self.higher_version, 'message') ,  take_from=_lowercase     )

										assert "test_deprecate_function_incorrect_arg in" in str(error.exception     )
										assert "line" in str(error.exception     )
										assert "got an unexpected keyword argument `deprecated_arg`" in str(error.exception     )




					def 		lowerCAmelCase	(						self     )						->							Optional[Any]:
										with self.assertWarns(_lowercase     ) as warning:
															deprecate(('deprecated_arg', self.higher_version, 'message')     )

										assert (
										    str(warning.warning     )
										    == F'''`deprecated_arg` is deprecated and will be removed in version {self.higher_version}. message'''
										)




					def 		lowerCAmelCase	(						self     )						->							Dict:
										with self.assertWarns(_lowercase     ) as warning:
															deprecate(
															    ('deprecated_arg_1', self.higher_version, 'Hey') ,  ('deprecated_arg_2', self.higher_version, 'Hey') ,  )
										assert (
										    str(warning.warnings[0].message     )
										    == F'''`deprecated_arg_1` is deprecated and will be removed in version {self.higher_version}. Hey'''
										)
										assert (
										    str(warning.warnings[1].message     )
										    == F'''`deprecated_arg_2` is deprecated and will be removed in version {self.higher_version}. Hey'''
										)




					def 		lowerCAmelCase	(						self     )						->							Optional[int]:
										class 	UpperCamelCase_						:
															lowerCAmelCase_							=		5

										with self.assertWarns(_lowercase     ) as warning:
															_snake_case													= deprecate(('arg', self.higher_version, 'message') ,  take_from=Args()     )

										assert arg == 5
										assert (
										    str(warning.warning     )
										    == F'''The `arg` attribute is deprecated and will be removed in version {self.higher_version}. message'''
										)




					def 		lowerCAmelCase	(						self     )						->							Optional[Any]:
										class 	UpperCamelCase_						:
															lowerCAmelCase_							=		5
															lowerCAmelCase_							=		7

										with self.assertWarns(_lowercase     ) as warning:
															_snake_case							,   _snake_case													= deprecate(
															    ('arg', self.higher_version, 'message') ,  ('foo', self.higher_version, 'message') ,  ('does not exist', self.higher_version, 'message') ,  take_from=Args() ,  )

										assert arg_a == 5
										assert arg_a == 7
										assert (
										    str(warning.warning     )
										    == F'''The `arg` attribute is deprecated and will be removed in version {self.higher_version}. message'''
										)
										assert (
										    str(warning.warnings[0].message     )
										    == F'''The `arg` attribute is deprecated and will be removed in version {self.higher_version}. message'''
										)
										assert (
										    str(warning.warnings[1].message     )
										    == F'''The `foo` attribute is deprecated and will be removed in version {self.higher_version}. message'''
										)




					def 		lowerCAmelCase	(						self     )						->							Union[str, Any]:
										_snake_case													= {'deprecated_arg': 4}

										with self.assertRaises(_lowercase     ) as error:
															deprecate(('wrong_arg', self.lower_version, 'message') ,  take_from=_lowercase     )

										assert (
										    str(error.exception     )
										    == "The deprecation tuple ('wrong_arg', '0.0.1', 'message') should be removed since diffusers' version"
										    F''' {__version__} is >= {self.lower_version}'''
										)




					def 		lowerCAmelCase	(						self     )						->							Tuple:
										with self.assertWarns(_lowercase     ) as warning:
															deprecate(('deprecated_arg', self.higher_version, 'This message is better!!!') ,  standard_warn=_lowercase     )

										assert str(warning.warning     ) == "This message is better!!!"






					def 		lowerCAmelCase	(						self     )						->							Any:
										with self.assertWarns(_lowercase     ) as warning:
															deprecate(('deprecated_arg', self.higher_version, 'This message is better!!!') ,  standard_warn=_lowercase     )
										assert str(warning.warning     ) == "This message is better!!!"
										assert "diffusers/tests/others/test_utils.py" in warning.filename






from functools import partial
from typing import Any, Callable, Dict, List, Type, TypeVar, Union, overload

import torch
import torch.nn as nn
import torch.types




def        lowerCAmelCase(	SCREAMING_SNAKE_CASE_       ,		SCREAMING_SNAKE_CASE_       ,		SCREAMING_SNAKE_CASE_       )->		torch.Tensor:



    """simple docstring"""






    if not inplace:
        UpperCamelCase_          =		ma + ma
    else:
        ma += ma

    return ma




def        lowerCAmelCase(	SCREAMING_SNAKE_CASE_       ,		SCREAMING_SNAKE_CASE_       )->		torch.Tensor:



    """simple docstring"""






    UpperCamelCase_          =		-1 * len(SCREAMING_SNAKE_CASE_       )
    UpperCamelCase_          =		list(range(len(tensor.shape[:zero_index]       )       )       )
    return tensor.permute(first_inds + [zero_index + i for i in inds]       )




def        lowerCAmelCase(	SCREAMING_SNAKE_CASE_       ,		SCREAMING_SNAKE_CASE_       )->		torch.Tensor:



    """simple docstring"""






    return t.reshape(t.shape[:-no_dims] + (-1,)       )




def        lowerCAmelCase(	SCREAMING_SNAKE_CASE_       ,		SCREAMING_SNAKE_CASE_       ,		SCREAMING_SNAKE_CASE_       ,		SCREAMING_SNAKE_CASE_ = 1E-4       )->		torch.Tensor:



    """simple docstring"""






    UpperCamelCase_          =		mask.expand(*value.shape       )
    return torch.sum(mask * value       ,		dim=SCREAMING_SNAKE_CASE_       ) / (eps + torch.sum(SCREAMING_SNAKE_CASE_       ,		dim=SCREAMING_SNAKE_CASE_       ))




def        lowerCAmelCase(	SCREAMING_SNAKE_CASE_       ,		SCREAMING_SNAKE_CASE_ = 2.3125       ,		SCREAMING_SNAKE_CASE_ = 21.6875       ,		SCREAMING_SNAKE_CASE_ = 6_4       )->		torch.Tensor:



    """simple docstring"""






    UpperCamelCase_          =		torch.linspace(SCREAMING_SNAKE_CASE_       ,		SCREAMING_SNAKE_CASE_       ,		no_bins - 1       ,		device=pts.device       )
    UpperCamelCase_          =		torch.sqrt(torch.sum((pts.unsqueeze(-2       ) - pts.unsqueeze(-3       )) ** 2       ,		dim=-1       )       )
    return torch.bucketize(SCREAMING_SNAKE_CASE_       ,		SCREAMING_SNAKE_CASE_       )




def        lowerCAmelCase(	SCREAMING_SNAKE_CASE_       ,		SCREAMING_SNAKE_CASE_       )->		dict:



    """simple docstring"""






    UpperCamelCase_          =		dicts[0]
    UpperCamelCase_          =		{}
    for k, v in first.items():
        UpperCamelCase_          =		[d[k] for d in dicts]
        if isinstance(SCREAMING_SNAKE_CASE_       ,		SCREAMING_SNAKE_CASE_       ):
            UpperCamelCase_          =		dict_multimap(SCREAMING_SNAKE_CASE_       ,		SCREAMING_SNAKE_CASE_       )
        else:
            UpperCamelCase_          =		fn(SCREAMING_SNAKE_CASE_       )

    return new_dict




def        lowerCAmelCase(	SCREAMING_SNAKE_CASE_       ,		SCREAMING_SNAKE_CASE_       )->		torch.Tensor:



    """simple docstring"""






    UpperCamelCase_          =		v_bins.view(((1,) * len(x.shape       )) + (len(SCREAMING_SNAKE_CASE_       ),)       )
    UpperCamelCase_          =		x[..., None] - reshaped_bins
    UpperCamelCase_          =		torch.argmin(torch.abs(SCREAMING_SNAKE_CASE_       )       ,		dim=-1       )
    return nn.functional.one_hot(SCREAMING_SNAKE_CASE_       ,		num_classes=len(SCREAMING_SNAKE_CASE_       )       ).float()




def        lowerCAmelCase(	SCREAMING_SNAKE_CASE_       ,		SCREAMING_SNAKE_CASE_       ,		SCREAMING_SNAKE_CASE_ = 0       ,		SCREAMING_SNAKE_CASE_ = 0       )->		torch.Tensor:



    """simple docstring"""






    UpperCamelCase_          =		[]
    for i, s in enumerate(data.shape[:no_batch_dims]       ):
        UpperCamelCase_          =		torch.arange(SCREAMING_SNAKE_CASE_       )
        UpperCamelCase_          =		r.view(*(*((1,) * i), -1, *((1,) * (len(inds.shape       ) - i - 1)))       )
        ranges.append(SCREAMING_SNAKE_CASE_       )

    UpperCamelCase_          =		[slice(SCREAMING_SNAKE_CASE_       ) for _ in range(len(data.shape       ) - no_batch_dims       )]
    UpperCamelCase_          =		inds
    ranges.extend(SCREAMING_SNAKE_CASE_       )
    # Matt note: Editing this to get around the behaviour of using a list as an array index changing
    # in recent Numpy versions
    return data[tuple(SCREAMING_SNAKE_CASE_       )]


SCREAMING_SNAKE_CASE						:Dict      =			TypeVar("""T""")




def        lowerCAmelCase(	SCREAMING_SNAKE_CASE_       ,		SCREAMING_SNAKE_CASE_       ,		SCREAMING_SNAKE_CASE_       )->		Dict[Any, Union[dict, list, tuple, Any]]:



    """simple docstring"""






    UpperCamelCase_          =		{}
    for k, v in dic.items():
        if isinstance(SCREAMING_SNAKE_CASE_       ,		SCREAMING_SNAKE_CASE_       ):
            UpperCamelCase_          =		dict_map(SCREAMING_SNAKE_CASE_       ,		SCREAMING_SNAKE_CASE_       ,		SCREAMING_SNAKE_CASE_       )
        else:
            UpperCamelCase_          =		tree_map(SCREAMING_SNAKE_CASE_       ,		SCREAMING_SNAKE_CASE_       ,		SCREAMING_SNAKE_CASE_       )

    return new_dict




@overload
def        lowerCAmelCase(	SCREAMING_SNAKE_CASE_       ,		SCREAMING_SNAKE_CASE_       ,		SCREAMING_SNAKE_CASE_       )->		Any:



    """simple docstring"""






    ...




@overload
def        lowerCAmelCase(	SCREAMING_SNAKE_CASE_       ,		SCREAMING_SNAKE_CASE_       ,		SCREAMING_SNAKE_CASE_       )->		dict:



    """simple docstring"""






    ...




@overload
def        lowerCAmelCase(	SCREAMING_SNAKE_CASE_       ,		SCREAMING_SNAKE_CASE_       ,		SCREAMING_SNAKE_CASE_       )->		list:



    """simple docstring"""






    ...




@overload
def        lowerCAmelCase(	SCREAMING_SNAKE_CASE_       ,		SCREAMING_SNAKE_CASE_       ,		SCREAMING_SNAKE_CASE_       )->		tuple:



    """simple docstring"""






    ...




def        lowerCAmelCase(	SCREAMING_SNAKE_CASE_       ,		SCREAMING_SNAKE_CASE_       ,		SCREAMING_SNAKE_CASE_       )->		Optional[int]:



    """simple docstring"""






    if isinstance(SCREAMING_SNAKE_CASE_       ,		SCREAMING_SNAKE_CASE_       ):
        return dict_map(SCREAMING_SNAKE_CASE_       ,		SCREAMING_SNAKE_CASE_       ,		SCREAMING_SNAKE_CASE_       )
    elif isinstance(SCREAMING_SNAKE_CASE_       ,		SCREAMING_SNAKE_CASE_       ):
        return [tree_map(SCREAMING_SNAKE_CASE_       ,		SCREAMING_SNAKE_CASE_       ,		SCREAMING_SNAKE_CASE_       ) for x in tree]
    elif isinstance(SCREAMING_SNAKE_CASE_       ,		SCREAMING_SNAKE_CASE_       ):
        return tuple(tree_map(SCREAMING_SNAKE_CASE_       ,		SCREAMING_SNAKE_CASE_       ,		SCREAMING_SNAKE_CASE_       ) for x in tree       )
    elif isinstance(SCREAMING_SNAKE_CASE_       ,		SCREAMING_SNAKE_CASE_       ):
        return fn(SCREAMING_SNAKE_CASE_       )
    else:
        print(type(SCREAMING_SNAKE_CASE_       )       )
        raise ValueError("Not supported"       )
SCREAMING_SNAKE_CASE						:Dict      =			partial(tree_map, leaf_type=torch.Tensor)
