




import os
import pathlib
import tempfile
import uuid

import numpy as np

from ..utils import is_soundfile_availble, is_torch_available, is_vision_available, logging


UpperCamelCase__						=		logging.get_logger(__name__)

if is_vision_available():
							import PIL.Image
							from PIL import Image
							from PIL.Image import Image as ImageType
else:
							UpperCamelCase__						=		object

if is_torch_available():
							import torch

if is_soundfile_availble():
							import soundfile as sf


class 							__SCREAMING_SNAKE_CASE				:

					def __init__(							self					,			__lowercase   ):







						'''simple docstring'''




						lowerCamelCase_				:						List[Any]				  =				value

					def __str__(							self   ):







						'''simple docstring'''




						return self.to_string()

					def       lowercase_				(							self   ):







						'''simple docstring'''




						logger.error(
						    'This is a raw AgentType of unknown type. Display in notebooks and string conversion will be unreliable'   )
						return self._value





					def       lowercase_				(							self   ):







						'''simple docstring'''




						logger.error(
						    'This is a raw AgentType of unknown type. Display in notebooks and string conversion will be unreliable'   )
						return str(self._value   )


class 							__SCREAMING_SNAKE_CASE				(						lowerCamelCase  ,	lowerCamelCase    ):

					def       lowercase_				(							self   ):







						'''simple docstring'''




						return self._value





					def       lowercase_				(							self   ):







						'''simple docstring'''




						return self._value


class 							__SCREAMING_SNAKE_CASE				(						lowerCamelCase  ,	lowerCamelCase    ):

					def __init__(							self					,			__lowercase   ):







						'''simple docstring'''




						super().__init__(__lowercase   )

						if not is_vision_available():
							raise ImportError('PIL must be installed in order to handle images.'   )

						lowerCamelCase_				:						str				  =				None
						lowerCamelCase_				:						Any				  =				None
						lowerCamelCase_				:						str				  =				None

						if isinstance(__lowercase					,			__lowercase   ):
							lowerCamelCase_				:						int				  =				value
						elif isinstance(__lowercase					,			(str, pathlib.Path)   ):
							lowerCamelCase_				:						Optional[Any]				  =				value
						elif isinstance(__lowercase					,			torch.Tensor   ):
							lowerCamelCase_				:						Any				  =				value
						else:
							raise ValueError(f"Unsupported type for {self.__class__.__name__}: {type(__lowercase   )}"   )

					def       lowercase_				(							self					,			__lowercase=None					,			__lowercase=None   ):







						'''simple docstring'''




						from IPython.display import Image, display

						display(Image(self.to_string()   )   )

					def       lowercase_				(							self   ):







						'''simple docstring'''




						if self._raw is not None:
							return self._raw

						if self._path is not None:
							lowerCamelCase_				:						int				  =				Image.open(self._path   )
							return self._raw





					def       lowercase_				(							self   ):







						'''simple docstring'''




						if self._path is not None:
							return self._path

						if self._raw is not None:
							lowerCamelCase_				:						List[str]				  =				tempfile.mkdtemp()
							lowerCamelCase_				:						Optional[Any]				  =				os.path.join(__lowercase					,			str(uuid.uuida()   ) + '.png'   )
							self._raw.save(self._path   )

							return self._path

						if self._tensor is not None:
							lowerCamelCase_				:						Optional[int]				  =				self._tensor.cpu().detach().numpy()

							# There is likely simpler than load into image into save
							lowerCamelCase_				:						Optional[int]				  =				Image.fromarray((array * 255).astype(np.uinta   )   )

							lowerCamelCase_				:						str				  =				tempfile.mkdtemp()
							lowerCamelCase_				:						Optional[Any]				  =				os.path.join(__lowercase					,			str(uuid.uuida()   ) + '.png'   )

							img.save(self._path   )

							return self._path


class 							__SCREAMING_SNAKE_CASE				(						lowerCamelCase    ):

					def __init__(							self					,			__lowercase					,			__lowercase=16_000   ):







						'''simple docstring'''




						super().__init__(__lowercase   )

						if not is_soundfile_availble():
							raise ImportError('soundfile must be installed in order to handle audio.'   )

						lowerCamelCase_				:						Optional[int]				  =				None
						lowerCamelCase_				:						List[str]				  =				None

						lowerCamelCase_				:						Union[str, Any]				  =				samplerate

						if isinstance(__lowercase					,			(str, pathlib.Path)   ):
							lowerCamelCase_				:						Optional[int]				  =				value
						elif isinstance(__lowercase					,			torch.Tensor   ):
							lowerCamelCase_				:						Optional[int]				  =				value
						else:
							raise ValueError(f"Unsupported audio type: {type(__lowercase   )}"   )

					def       lowercase_				(							self					,			__lowercase=None					,			__lowercase=None   ):







						'''simple docstring'''




						from IPython.display import Audio, display

						display(Audio(self.to_string()					,			rate=self.samplerate   )   )

					def       lowercase_				(							self   ):







						'''simple docstring'''




						if self._tensor is not None:
							return self._tensor

						if self._path is not None:
							lowerCamelCase_  ,     lowerCamelCase_				:						str				  =				sf.read(self._path   )
							lowerCamelCase_				:						List[str]				  =				torch.tensor(__lowercase   )
							return self._tensor





					def       lowercase_				(							self   ):







						'''simple docstring'''




						if self._path is not None:
							return self._path

						if self._tensor is not None:
							lowerCamelCase_				:						List[Any]				  =				tempfile.mkdtemp()
							lowerCamelCase_				:						str				  =				os.path.join(__lowercase					,			str(uuid.uuida()   ) + '.wav'   )
							sf.write(self._path					,			self._tensor					,			samplerate=self.samplerate   )
							return self._path
UpperCamelCase__						=		{'text': AgentText, 'image': AgentImage, 'audio': AgentAudio}
UpperCamelCase__						=		{str: AgentText}

if is_vision_available():
							UpperCamelCase__						=		AgentImage






def    snake_case   (				*A		,  **A     )				->				int:




	'''simple docstring'''


	lowerCamelCase_				:						Dict				  =				[(arg.to_raw() if isinstance(A		,  A     ) else arg) for arg in args]
	lowerCamelCase_				:						int				  =				{k: (v.to_raw() if isinstance(A		,  A     ) else v) for k, v in kwargs.items()}
	return args, kwargs






def    snake_case   (				A		,  A=None     )				->				Tuple:




	'''simple docstring'''


	if isinstance(A		,  A     ):
		lowerCamelCase_				:						Any				  =				{}
		for i, (k, v) in enumerate(outputs.items()     ):
			if output_types is not None:
				# If the class has defined outputs, we can map directly according to the class definition
				if output_types[i] in AGENT_TYPE_MAPPING:
					lowerCamelCase_				:						int				  =				AGENT_TYPE_MAPPING[output_types[i]](A     )
				else:
					lowerCamelCase_				:						str				  =				AgentType(A     )

			else:
				# If the class does not have defined output, then we map according to the type
				for _k, _v in INSTANCE_TYPE_MAPPING.items():
					if isinstance(A		,  _k     ):
						lowerCamelCase_				:						str				  =				_v(A     )
				if k not in decoded_outputs:
					lowerCamelCase_				:						str				  =				AgentType[v]

	elif isinstance(A		,  (list, tuple)     ):
		lowerCamelCase_				:						Optional[int]				  =				type(A     )()
		for i, v in enumerate(A     ):
			if output_types is not None:
				# If the class has defined outputs, we can map directly according to the class definition
				if output_types[i] in AGENT_TYPE_MAPPING:
					decoded_outputs.append(AGENT_TYPE_MAPPING[output_types[i]](A     )     )
				else:
					decoded_outputs.append(AgentType(A     )     )
			else:
				# If the class does not have defined output, then we map according to the type
				lowerCamelCase_				:						List[Any]				  =				False
				for _k, _v in INSTANCE_TYPE_MAPPING.items():
					if isinstance(A		,  _k     ):
						decoded_outputs.append(_v(A     )     )
						lowerCamelCase_				:						Tuple				  =				True

				if not found:
					decoded_outputs.append(AgentType(A     )     )

	else:
		if output_types[0] in AGENT_TYPE_MAPPING:
			# If the class has defined outputs, we can map directly according to the class definition
			lowerCamelCase_				:						Any				  =				AGENT_TYPE_MAPPING[output_types[0]](A     )

		else:
			# If the class does not have defined output, then we map according to the type
			for _k, _v in INSTANCE_TYPE_MAPPING.items():
				if isinstance(A		,  _k     ):
					return _v(A     )
			return AgentType(A     )

	return decoded_outputs



import unittest

from diffusers import __version__
from diffusers.utils import deprecate







class 					__lowerCamelCase							(      unittest.TestCase      ):
      lowerCamelCase_      : Dict  			=   '.'.join([str(int(__version__.split('.'      )[0]      ) + 1      )] + __version__.split('.'      )[1:]      )
      lowerCamelCase_      : int  			=   '0.0.1'







      def       lowerCAmelCase_       (	self  )		->			Optional[int]:
        snake_case_					= {"""deprecated_arg""": 4}

        with self.assertWarns(lowerCamelCase  ) as warning:
          snake_case_					= deprecate("""deprecated_arg"""				,    self.higher_version				,    """message"""				,    take_from=lowerCamelCase  )

        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(lowerCamelCase  ) as warning:
          snake_case_					= deprecate(("""deprecated_arg""", self.higher_version, """message""")				,    take_from=lowerCamelCase  )

        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  )		->			int:
        snake_case_					= {"""deprecated_arg_1""": 4, """deprecated_arg_2""": 8}
        with self.assertWarns(lowerCamelCase  ) as warning:
          snake_case_		,							snake_case_					= deprecate(
              ("""deprecated_arg_1""", self.higher_version, """Hey""")				,    ("""deprecated_arg_2""", self.higher_version, """Hey""")				,    take_from=lowerCamelCase				,    )
        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  )		->			Any:
        snake_case_					= {"""deprecated_arg""": 4}

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

        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(lowerCamelCase  ) 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  )		->			Any:
        with self.assertWarns(lowerCamelCase  ) 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  )		->			Any:







        class 					__lowerCamelCase							:
              lowerCamelCase_      : Dict  			=   5

        with self.assertWarns(lowerCamelCase  ) 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  )		->			Any:







        class 					__lowerCamelCase							:
              lowerCamelCase_      : str  			=   5
              lowerCamelCase_      : List[str]  			=   7

        with self.assertWarns(lowerCamelCase  ) 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  )		->			int:
        snake_case_					= {"""deprecated_arg""": 4}

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

        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  )		->			List[Any]:
        with self.assertWarns(lowerCamelCase  ) as warning:
          deprecate(("""deprecated_arg""", self.higher_version, """This message is better!!!""")				,    standard_warn=lowerCamelCase  )

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







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