




'''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   lowercase__  (							self						):



              """simple docstring"""







              lowerCamelCase_,   lowerCamelCase_							=self.prepare_init_args_and_inputs_for_common()

              lowerCamelCase_							=self.model_class(**lowerCAmelCase						)
              lowerCamelCase_							=model.init(inputs_dict['''prng_key'''],	inputs_dict['''sample''']						)
              jax.lax.stop_gradient(lowerCAmelCase						)

              lowerCamelCase_							=model.apply(lowerCAmelCase,	inputs_dict['''sample''']						)

              if isinstance(lowerCAmelCase,	lowerCAmelCase						):
                     lowerCamelCase_							=output.sample

              self.assertIsNotNone(lowerCAmelCase						)
              lowerCamelCase_							=inputs_dict['''sample'''].shape
              self.assertEqual(output.shape,	lowerCAmelCase,	'''Input and output shapes do not match'''						)






       def   lowercase__  (							self						):



              """simple docstring"""







              lowerCamelCase_,   lowerCamelCase_							=self.prepare_init_args_and_inputs_for_common()

              lowerCamelCase_							=16
              lowerCamelCase_							=(16, 32)

              lowerCamelCase_							=self.model_class(**lowerCAmelCase						)
              lowerCamelCase_							=model.init(inputs_dict['''prng_key'''],	inputs_dict['''sample''']						)
              jax.lax.stop_gradient(lowerCAmelCase						)

              lowerCamelCase_							=model.apply(lowerCAmelCase,	inputs_dict['''sample''']						)

              if isinstance(lowerCAmelCase,	lowerCAmelCase						):
                     lowerCamelCase_							=output.sample

              self.assertIsNotNone(lowerCAmelCase						)
              lowerCamelCase_							=inputs_dict['''sample'''].shape
              self.assertEqual(output.shape,	lowerCAmelCase,	'''Input and output shapes do not match'''						)






       def   lowercase__  (							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'''




from .hash_table import HashTable


class 						__UpperCamelCase (				lowerCamelCase__       ):






       def __init__(							self,	*lowerCAmelCase,	**lowerCAmelCase						):



              """simple docstring"""







              super().__init__(*lowerCAmelCase,	**lowerCAmelCase						)






       def   lowercase__  (							self,	lowerCAmelCase,	lowerCAmelCase=None						):



              """simple docstring"""







              lowerCamelCase_							=1
              lowerCamelCase_							=self.hash_function(key + i * i						)

              while self.values[new_key] is not None and self.values[new_key] != key:
                     i += 1
                     lowerCamelCase_							=(
                         self.hash_function(key + i * i						)
                         if not self.balanced_factor() >= self.lim_charge
                         else None
                     )

                     if new_key is None:
                            break

              return new_key




