





'''simple docstring'''







import inspect

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


if is_flax_available():
	import jax





@require_flax
class     _UpperCAmelCase							:
		def   lowerCamelCase__			(  self			):



					'''simple docstring'''

					__lowerCAmelCase						,       __lowerCAmelCase											=				self.prepare_init_args_and_inputs_for_common()

					__lowerCAmelCase											=				self.model_class(**__SCREAMING_SNAKE_CASE			)
					__lowerCAmelCase											=				model.init(inputs_dict["""prng_key"""],inputs_dict["""sample"""]			)
					jax.lax.stop_gradient(__SCREAMING_SNAKE_CASE			)

					__lowerCAmelCase											=				model.apply(__SCREAMING_SNAKE_CASE,inputs_dict["""sample"""]			)

					if isinstance(__SCREAMING_SNAKE_CASE,__SCREAMING_SNAKE_CASE			):
								__lowerCAmelCase											=				output.sample

					self.assertIsNotNone(__SCREAMING_SNAKE_CASE			)
					__lowerCAmelCase											=				inputs_dict["""sample"""].shape
					self.assertEqual(output.shape,__SCREAMING_SNAKE_CASE,"""Input and output shapes do not match"""			)
		def   lowerCamelCase__			(  self			):



					'''simple docstring'''

					__lowerCAmelCase						,       __lowerCAmelCase											=				self.prepare_init_args_and_inputs_for_common()

					__lowerCAmelCase											=				16
					__lowerCAmelCase											=				(16, 32)

					__lowerCAmelCase											=				self.model_class(**__SCREAMING_SNAKE_CASE			)
					__lowerCAmelCase											=				model.init(inputs_dict["""prng_key"""],inputs_dict["""sample"""]			)
					jax.lax.stop_gradient(__SCREAMING_SNAKE_CASE			)

					__lowerCAmelCase											=				model.apply(__SCREAMING_SNAKE_CASE,inputs_dict["""sample"""]			)

					if isinstance(__SCREAMING_SNAKE_CASE,__SCREAMING_SNAKE_CASE			):
								__lowerCAmelCase											=				output.sample

					self.assertIsNotNone(__SCREAMING_SNAKE_CASE			)
					__lowerCAmelCase											=				inputs_dict["""sample"""].shape
					self.assertEqual(output.shape,__SCREAMING_SNAKE_CASE,"""Input and output shapes do not match"""			)







		def   lowerCamelCase__			(  self			):



					'''simple docstring'''

					__lowerCAmelCase											=				"""kwargs""" in inspect.signature(self.model_class.__init__			).parameters
					__lowerCAmelCase											=				len(self.model_class._deprecated_kwargs			) > 0

					if has_kwarg_in_model_class and not has_deprecated_kwarg:
								raise ValueError(
								    f'{self.model_class} has `**kwargs` in its __init__ method but has not defined any deprecated kwargs'
								    """ under the `_deprecated_kwargs` class attribute. Make sure to either remove `**kwargs` if there are"""
								    """ no deprecated arguments or add the deprecated argument with `_deprecated_kwargs ="""
								    """ [<deprecated_argument>]`"""			)

					if not has_kwarg_in_model_class and has_deprecated_kwarg:
								raise ValueError(
								    f'{self.model_class} doesn\'t have `**kwargs` in its __init__ method but has defined deprecated kwargs'
								    """ under the `_deprecated_kwargs` class attribute. Make sure to either add the `**kwargs` argument to"""
								    f' {self.model_class}.__init__ if there are deprecated arguments or remove the deprecated argument'
								    """ from `_deprecated_kwargs = [<deprecated_argument>]`"""			)








'''simple docstring'''







# Lint as: python3

import hashlib
from typing import Union





def    _lowerCAmelCase						(						lowercase	)					->					bytes:
			if isinstance(lowercase					,	lowercase	):
						# Data already in bytes, returns as it as
						return hash_data
			elif isinstance(lowercase					,	lowercase	):
						# We keep the data as it as for it ot be later encoded to UTF-8
						# However replace `\\` with `/` for Windows compatibility
						__lowerCAmelCase											=				hash_data.replace("""\\"""					,	"""/"""	)
			elif isinstance(lowercase					,	lowercase	):
						__lowerCAmelCase											=				str(lowercase	)
			else:
						# If data is not of the required type, raise error
						raise InvalidKeyError(lowercase	)

			return hash_data.encode("""utf-8"""	)





class     _UpperCAmelCase							(						lowerCAmelCase_   ):
		def __init__(  self,__SCREAMING_SNAKE_CASE			):



					'''simple docstring'''

					__lowerCAmelCase											=				"""\nFAILURE TO GENERATE DATASET: Invalid key type detected"""
					__lowerCAmelCase											=				f'\nFound Key {hash_data} of type {type(__SCREAMING_SNAKE_CASE			)}'
					__lowerCAmelCase											=				"""\nKeys should be either str, int or bytes type"""
					super().__init__(f'{self.prefix}{self.err_msg}{self.suffix}'			)





class     _UpperCAmelCase							(						lowerCAmelCase_   ):
		def __init__(  self,__SCREAMING_SNAKE_CASE,__SCREAMING_SNAKE_CASE,__SCREAMING_SNAKE_CASE=""			):



					'''simple docstring'''

					__lowerCAmelCase											=				key
					__lowerCAmelCase											=				duplicate_key_indices
					__lowerCAmelCase											=				fix_msg
					__lowerCAmelCase											=				"""Found multiple examples generated with the same key"""
					if len(__SCREAMING_SNAKE_CASE			) <= 20:
								__lowerCAmelCase											=				f'\nThe examples at index {", ".join(__SCREAMING_SNAKE_CASE			)} have the key {key}'
					else:
								__lowerCAmelCase											=				f'\nThe examples at index {", ".join(duplicate_key_indices[:20]			)}... ({len(__SCREAMING_SNAKE_CASE			) - 20} more) have the key {key}'
					__lowerCAmelCase											=				"""\n""" + fix_msg if fix_msg else """"""
					super().__init__(f'{self.prefix}{self.err_msg}{self.suffix}'			)





class     _UpperCAmelCase							:
		def __init__(  self,__SCREAMING_SNAKE_CASE			):



					'''simple docstring'''

					__lowerCAmelCase											=				hashlib.mda(_as_bytes(__SCREAMING_SNAKE_CASE			)			)







		def   lowerCamelCase__			(  self,__SCREAMING_SNAKE_CASE			):



					'''simple docstring'''

					__lowerCAmelCase											=				self._split_mda.copy()
					__lowerCAmelCase											=				_as_bytes(__SCREAMING_SNAKE_CASE			)
					mda.update(__SCREAMING_SNAKE_CASE			)
					# Convert to integer with hexadecimal conversion
					return int(mda.hexdigest(),16			)

