






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        snake_case_				:







   """simple docstring"""



   def       SCREAMING_SNAKE_CASE__					(     self:						Optional[Any]						)	->		Optional[int]:


       """simple docstring"""



       _lowercase			,     _lowercase     			=						self.prepare_init_args_and_inputs_for_common()

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

       _lowercase     			=						model.apply(snake_case__ ,							inputs_dict['sample']						)

       if isinstance(snake_case__ ,							snake_case__						):
           _lowercase     			=						output.sample

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

   def       SCREAMING_SNAKE_CASE__					(     self:						Dict						)	->		List[str]:


       """simple docstring"""



       _lowercase			,     _lowercase     			=						self.prepare_init_args_and_inputs_for_common()

       _lowercase     			=						16
       _lowercase     			=						(16, 32)

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

       _lowercase     			=						model.apply(snake_case__ ,							inputs_dict['sample']						)

       if isinstance(snake_case__ ,							snake_case__						):
           _lowercase     			=						output.sample

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

   def       SCREAMING_SNAKE_CASE__					(     self:						Tuple						)	->		Dict:


       """simple docstring"""



       _lowercase     			=						'kwargs' in inspect.signature(self.model_class.__init__						).parameters
       _lowercase     			=						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>]`'						)








import logging
import os
import sys
import threading
from logging import (
    CRITICAL,  # NOQA
    DEBUG,  # NOQA
    ERROR,  # NOQA
    FATAL,  # NOQA
    INFO,  # NOQA
    NOTSET,  # NOQA
    WARN,  # NOQA
    WARNING,  # NOQA
)
from typing import Optional

from tqdm import auto as tqdm_lib


lowerCamelCase					    =	threading.Lock()
lowerCamelCase					    =	None

lowerCamelCase					    =	{
    '''debug''': logging.DEBUG,
    '''info''': logging.INFO,
    '''warning''': logging.WARNING,
    '''error''': logging.ERROR,
    '''critical''': logging.CRITICAL,
}

lowerCamelCase					    =	logging.WARNING

lowerCamelCase					    =	True
def 							UpperCAmelCase   ( ):


    '''simple docstring'''



    _lowercase     			=						os.getenv('DIFFUSERS_VERBOSITY',   _lowercase   )
    if env_level_str:
        if env_level_str in log_levels:
            return log_levels[env_level_str]
        else:
            logging.getLogger().warning(
                f'''Unknown option DIFFUSERS_VERBOSITY={env_level_str}, '''
                f'''has to be one of: { ", ".join(log_levels.keys()   ) }'''   )
    return _default_log_level
def 							UpperCAmelCase   ( ):


    '''simple docstring'''



    return __name__.split('.'   )[0]
def 							UpperCAmelCase   ( ):


    '''simple docstring'''



    return logging.getLogger(_get_library_name()   )
def 							UpperCAmelCase   ( ):


    '''simple docstring'''



    global _default_handler

    with _lock:
        if _default_handler:
            # This library has already configured the library root logger.
            return
        _lowercase     			=						logging.StreamHandler()  # Set sys.stderr as stream.
        _lowercase     			=						sys.stderr.flush

        # Apply our default configuration to the library root logger.
        _lowercase     			=						_get_library_root_logger()
        library_root_logger.addHandler(_default_handler   )
        library_root_logger.setLevel(_get_default_logging_level()   )
        _lowercase     			=						False
def 							UpperCAmelCase   ( ):


    '''simple docstring'''



    global _default_handler

    with _lock:
        if not _default_handler:
            return

        _lowercase     			=						_get_library_root_logger()
        library_root_logger.removeHandler(_default_handler   )
        library_root_logger.setLevel(logging.NOTSET   )
        _lowercase     			=						None
def 							UpperCAmelCase   ( ):


    '''simple docstring'''



    return log_levels
def 							UpperCAmelCase   ( _lowercase = None   ):


    '''simple docstring'''



    if name is None:
        _lowercase     			=						_get_library_name()

    _configure_library_root_logger()
    return logging.getLogger(_lowercase   )
def 							UpperCAmelCase   ( ):


    '''simple docstring'''



    _configure_library_root_logger()
    return _get_library_root_logger().getEffectiveLevel()
def 							UpperCAmelCase   ( _lowercase   ):


    '''simple docstring'''



    _configure_library_root_logger()
    _get_library_root_logger().setLevel(_lowercase   )
def 							UpperCAmelCase   ( ):


    '''simple docstring'''



    return set_verbosity(_lowercase   )
def 							UpperCAmelCase   ( ):


    '''simple docstring'''



    return set_verbosity(_lowercase   )
def 							UpperCAmelCase   ( ):


    '''simple docstring'''



    return set_verbosity(_lowercase   )
def 							UpperCAmelCase   ( ):


    '''simple docstring'''



    return set_verbosity(_lowercase   )
def 							UpperCAmelCase   ( ):


    '''simple docstring'''



    _configure_library_root_logger()

    assert _default_handler is not None
    _get_library_root_logger().removeHandler(_default_handler   )
def 							UpperCAmelCase   ( ):


    '''simple docstring'''



    _configure_library_root_logger()

    assert _default_handler is not None
    _get_library_root_logger().addHandler(_default_handler   )
def 							UpperCAmelCase   ( _lowercase   ):


    '''simple docstring'''



    _configure_library_root_logger()

    assert handler is not None
    _get_library_root_logger().addHandler(_lowercase   )
def 							UpperCAmelCase   ( _lowercase   ):


    '''simple docstring'''



    _configure_library_root_logger()

    assert handler is not None and handler not in _get_library_root_logger().handlers
    _get_library_root_logger().removeHandler(_lowercase   )
def 							UpperCAmelCase   ( ):


    '''simple docstring'''



    _configure_library_root_logger()
    _lowercase     			=						False
def 							UpperCAmelCase   ( ):


    '''simple docstring'''



    _configure_library_root_logger()
    _lowercase     			=						True
def 							UpperCAmelCase   ( ):


    '''simple docstring'''



    _lowercase     			=						_get_library_root_logger().handlers

    for handler in handlers:
        _lowercase     			=						logging.Formatter('[%(levelname)s|%(filename)s:%(lineno)s] %(asctime)s >> %(message)s'   )
        handler.setFormatter(_lowercase   )
def 							UpperCAmelCase   ( ):


    '''simple docstring'''



    _lowercase     			=						_get_library_root_logger().handlers

    for handler in handlers:
        handler.setFormatter(_lowercase   )
def 							UpperCAmelCase   ( self,   *_lowercase,   **_lowercase   ):


    '''simple docstring'''



    _lowercase     			=						os.getenv('DIFFUSERS_NO_ADVISORY_WARNINGS',   _lowercase   )
    if no_advisory_warnings:
        return
    self.warning(*_lowercase,   **_lowercase   )


lowerCamelCase					    =	warning_advice

class        snake_case_				:







   """simple docstring"""



   def __init__(     self:						int ,							*snake_case__:						str ,							**snake_case__:						Any						)	->		Any:  # pylint: disable=unused-argument


       """simple docstring"""



       _lowercase     			=						args[0] if args else None

   def __iter__(     self:						Union[str, Any]						)	->		str:


       """simple docstring"""



       return iter(self._iterator						)

   def __getattr__(     self:						int ,							snake_case__:						Any						)	->		List[Any]:


       """simple docstring"""



       def empty_fn(*snake_case__:						Optional[int] ,							**snake_case__:						Union[str, Any]						):  # pylint: disable=unused-argument
           return

       return empty_fn

   def __enter__(     self:						List[Any]						)	->		Tuple:


       """simple docstring"""



       return self

   def __exit__(     self:						List[str] ,							snake_case__:						Optional[Any] ,							snake_case__:						Dict ,							snake_case__:						List[str]						)	->		Optional[Any]:


       """simple docstring"""



       return






class        snake_case_				:







   """simple docstring"""



   def __call__(     self:						List[str] ,							*snake_case__:						Tuple ,							**snake_case__:						Union[str, Any]						)	->		List[str]:


       """simple docstring"""



       if _tqdm_active:
           return tqdm_lib.tqdm(*snake_case__ ,							**snake_case__						)
       else:
           return EmptyTqdm(*snake_case__ ,							**snake_case__						)

   def       SCREAMING_SNAKE_CASE__					(     self:						Tuple ,							*snake_case__:						Union[str, Any] ,							**snake_case__:						str						)	->		Optional[int]:


       """simple docstring"""



       _lowercase     			=						None
       if _tqdm_active:
           return tqdm_lib.tqdm.set_lock(*snake_case__ ,							**snake_case__						)

   def       SCREAMING_SNAKE_CASE__					(     self:						int						)	->		int:


       """simple docstring"""



       if _tqdm_active:
           return tqdm_lib.tqdm.get_lock()






lowerCamelCase					    =	_tqdm_cls()
def 							UpperCAmelCase   ( ):


    '''simple docstring'''



    global _tqdm_active
    return bool(_tqdm_active   )
def 							UpperCAmelCase   ( ):


    '''simple docstring'''



    global _tqdm_active
    _lowercase     			=						True
def 							UpperCAmelCase   ( ):


    '''simple docstring'''



    global _tqdm_active
    _lowercase     			=						False
