import unittest

from diffusers import __version__
from diffusers.utils import deprecate




class  __lowerCAmelCase	(							unittest.TestCase    ):



 '''simple docstring'''
 _lowerCamelCase    :						Optional[int]					     =			'.'.join([str(int(__version__.split('.'    )[0]    ) + 1    )] + __version__.split('.'    )[1:]    )
 _lowerCamelCase    :						List[Any]					     =			'0.0.1'

 def        __snake_case       (      self							:		Optional[int]	)			->				Dict:
        _UpperCamelCase  :							List[Any]	    =	{'deprecated_arg': 4}

        with self.assertWarns(lowerCamelCase	) as warning:
               _UpperCamelCase  :							Any	    =	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        __snake_case       (      self							:		Any	)			->				str:
        _UpperCamelCase  :							Dict	    =	{'deprecated_arg': 4}

        with self.assertWarns(lowerCamelCase	) as warning:
               _UpperCamelCase  :							Union[str, Any]	    =	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        __snake_case       (      self							:		Tuple	)			->				List[Any]:
        _UpperCamelCase  :							List[str]	    =	{'deprecated_arg_1': 4, 'deprecated_arg_2': 8}
        with self.assertWarns(lowerCamelCase	) as warning:
               _UpperCamelCase    ,   _UpperCamelCase  :							List[Any]	    =	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        __snake_case       (      self							:		Any	)			->				List[Any]:
        _UpperCamelCase  :							Union[str, Any]	    =	{'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        __snake_case       (      self							:		Optional[Any]	)			->				List[str]:
        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        __snake_case       (      self							:		List[Any]	)			->				int:
        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        __snake_case       (      self							:		int	)			->				Any:




        class  __lowerCAmelCase	:



         '''simple docstring'''
         _lowerCamelCase    :						Optional[int]					     =			5

        with self.assertWarns(lowerCamelCase	) as warning:
               _UpperCamelCase  :							Optional[int]	    =	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        __snake_case       (      self							:		Dict	)			->				int:




        class  __lowerCAmelCase	:



         '''simple docstring'''
         _lowerCamelCase    :						int					     =			5
         _lowerCamelCase    :						int					     =			7

        with self.assertWarns(lowerCamelCase	) as warning:
               _UpperCamelCase    ,   _UpperCamelCase  :							List[Any]	    =	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        __snake_case       (      self							:		Union[str, Any]	)			->				int:
        _UpperCamelCase  :							Tuple	    =	{'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        __snake_case       (      self							:		str	)			->				List[str]:
        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        __snake_case       (      self							:		Dict	)			->				Optional[int]:
        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






from typing import Dict, List, Optional, Union

import numpy as np

from ...image_processing_utils import BaseImageProcessor, BatchFeature, get_size_dict
from ...image_transforms import normalize, rescale, resize, to_channel_dimension_format
from ...image_utils import (
    IMAGENET_STANDARD_MEAN,
    IMAGENET_STANDARD_STD,
    ChannelDimension,
    ImageInput,
    PILImageResampling,
    make_list_of_images,
    to_numpy_array,
    valid_images,
)
from ...utils import TensorType, logging


UpperCamelCase__	:   Union[str, Any]								=     logging.get_logger(__name__)



class    __snake_case	(     lowerCAmelCase__							):
  __lowerCAmelCase  :						Tuple    			=	['pixel_values']

  def __init__(       self    ,		_A = True    ,		_A = None    ,		_A = PILImageResampling.BILINEAR    ,		_A = True    ,		_A = 1 / 255    ,		_A = True    ,		_A = None    ,		_A = None    ,		**_A    ,		):
      super().__init__(**_A)
      SCREAMING_SNAKE_CASE_						=    size if size is not None else {'height': 224, 'width': 224}
      SCREAMING_SNAKE_CASE_						=    get_size_dict(_A)
      SCREAMING_SNAKE_CASE_						=    do_resize
      SCREAMING_SNAKE_CASE_						=    do_rescale
      SCREAMING_SNAKE_CASE_						=    do_normalize
      SCREAMING_SNAKE_CASE_						=    size
      SCREAMING_SNAKE_CASE_						=    resample
      SCREAMING_SNAKE_CASE_						=    rescale_factor
      SCREAMING_SNAKE_CASE_						=    image_mean if image_mean is not None else IMAGENET_STANDARD_MEAN
      SCREAMING_SNAKE_CASE_						=    image_std if image_std is not None else IMAGENET_STANDARD_STD

  def     lowerCAmelCase__  (       self    ,		_A    ,		_A    ,		_A = PILImageResampling.BILINEAR    ,		_A = None    ,		**_A    ,		):
      SCREAMING_SNAKE_CASE_						=    get_size_dict(_A)
      if "height" not in size or "width" not in size:
          raise ValueError(f"""The `size` dictionary must contain the keys `height` and `width`. Got {size.keys()}""")
      return resize(
          _A    ,		size=(size['height'], size['width'])    ,		resample=_A    ,		data_format=_A    ,		**_A)

  def     lowerCAmelCase__  (       self    ,		_A    ,		_A    ,		_A = None    ,		**_A):
      return rescale(_A    ,		scale=_A    ,		data_format=_A    ,		**_A)

  def     lowerCAmelCase__  (       self    ,		_A    ,		_A    ,		_A    ,		_A = None    ,		**_A    ,		):
      return normalize(_A    ,		mean=_A    ,		std=_A    ,		data_format=_A    ,		**_A)


  def     lowerCAmelCase__  (       self    ,		_A    ,		_A = None    ,		_A = None    ,		_A = None    ,		_A = None    ,		_A = None    ,		_A = None    ,		_A = None    ,		_A = None    ,		_A = None    ,		_A = ChannelDimension.FIRST    ,		**_A    ,		):
      SCREAMING_SNAKE_CASE_						=    do_resize if do_resize is not None else self.do_resize
      SCREAMING_SNAKE_CASE_						=    do_rescale if do_rescale is not None else self.do_rescale
      SCREAMING_SNAKE_CASE_						=    do_normalize if do_normalize is not None else self.do_normalize
      SCREAMING_SNAKE_CASE_						=    resample if resample is not None else self.resample
      SCREAMING_SNAKE_CASE_						=    rescale_factor if rescale_factor is not None else self.rescale_factor
      SCREAMING_SNAKE_CASE_						=    image_mean if image_mean is not None else self.image_mean
      SCREAMING_SNAKE_CASE_						=    image_std if image_std is not None else self.image_std

      SCREAMING_SNAKE_CASE_						=    size if size is not None else self.size
      SCREAMING_SNAKE_CASE_						=    get_size_dict(_A)

      SCREAMING_SNAKE_CASE_						=    make_list_of_images(_A)

      if not valid_images(_A):
          raise ValueError(
              'Invalid image type. Must be of type PIL.Image.Image, numpy.ndarray, '
              'torch.Tensor, tf.Tensor or jax.ndarray.')

      if do_resize and size is None:
          raise ValueError('Size must be specified if do_resize is True.')

      if do_rescale and rescale_factor is None:
          raise ValueError('Rescale factor must be specified if do_rescale is True.')

      # All transformations expect numpy arrays.
      SCREAMING_SNAKE_CASE_						=    [to_numpy_array(_A) for image in images]

      if do_resize:
          SCREAMING_SNAKE_CASE_						=    [self.resize(image=_A    ,		size=_A    ,		resample=_A) for image in images]

      if do_rescale:
          SCREAMING_SNAKE_CASE_						=    [self.rescale(image=_A    ,		scale=_A) for image in images]

      if do_normalize:
          SCREAMING_SNAKE_CASE_						=    [self.normalize(image=_A    ,		mean=_A    ,		std=_A) for image in images]

      SCREAMING_SNAKE_CASE_						=    [to_channel_dimension_format(_A    ,		_A) for image in images]

      SCREAMING_SNAKE_CASE_						=    {'pixel_values': images}
      return BatchFeature(data=_A    ,		tensor_type=_A)


