




'''simple docstring'''





import tempfile
import unittest

from diffusers import (
    DDIMScheduler,
    DDPMScheduler,
    DPMSolverMultistepScheduler,
    EulerAncestralDiscreteScheduler,
    EulerDiscreteScheduler,
    PNDMScheduler,
    logging,
)
from diffusers.configuration_utils import ConfigMixin, register_to_config
from diffusers.utils.testing_utils import CaptureLogger




class     UpperCamelCase					(  lowerCamelCase_					):
		a    :int      					=				"""config.json"""



		@register_to_config
		def __init__( self		,    __lowerCAmelCase=2		,    __lowerCAmelCase=5		,    __lowerCAmelCase=(2, 5)		,    __lowerCAmelCase="for diffusion"		,    __lowerCAmelCase=[1, 3]		,    ):







						'''simple docstring'''


						pass






class     UpperCamelCase					(  lowerCamelCase_					):
		a    :Dict      					=				"""config.json"""



		@register_to_config
		def __init__( self		,    __lowerCAmelCase=2		,    __lowerCAmelCase=5		,    __lowerCAmelCase=(2, 5)		,    __lowerCAmelCase="for diffusion"		,    __lowerCAmelCase=[1, 3]		,    ):







						'''simple docstring'''


						pass






class     UpperCamelCase					(  lowerCamelCase_					):
		a    :Union[str, Any]      					=				"""config.json"""



		@register_to_config
		def __init__( self		,    __lowerCAmelCase=2		,    __lowerCAmelCase=5		,    __lowerCAmelCase=(2, 5)		,    __lowerCAmelCase="for diffusion"		,    __lowerCAmelCase=[1, 3]		,    __lowerCAmelCase=[1, 3]		,    ):







						'''simple docstring'''


						pass






class     UpperCamelCase					(  lowerCamelCase_					):
		a    :Tuple      					=				"""config.json"""



		@register_to_config
		def __init__( self		,    __lowerCAmelCase=2		,    __lowerCAmelCase=5		,    __lowerCAmelCase=(2, 5)		,    __lowerCAmelCase="for diffusion"		,    __lowerCAmelCase=[1, 5]		,    __lowerCAmelCase=[5, 4]		,    ):







						'''simple docstring'''


						pass






class     UpperCamelCase					(  unittest.TestCase					):



		def 						a_       ( self   ):







						'''simple docstring'''


						with self.assertRaises(__lowerCAmelCase   ):
										ConfigMixin.load_config("""dummy_path"""   )



		def 						a_       ( self   ):







						'''simple docstring'''


						_a							:       Dict       					=			SampleObject()
						_a							:       Dict       					=			obj.config
						assert config["a"] == 2
						assert config["b"] == 5
						assert config["c"] == (2, 5)
						assert config["d"] == "for diffusion"
						assert config["e"] == [1, 3]

						# init ignore private arguments
						_a							:       Dict       					=			SampleObject(_name_or_path="""lalala"""   )
						_a							:       List[Any]       					=			obj.config
						assert config["a"] == 2
						assert config["b"] == 5
						assert config["c"] == (2, 5)
						assert config["d"] == "for diffusion"
						assert config["e"] == [1, 3]

						# can override default
						_a							:       str       					=			SampleObject(c=6   )
						_a							:       Any       					=			obj.config
						assert config["a"] == 2
						assert config["b"] == 5
						assert config["c"] == 6
						assert config["d"] == "for diffusion"
						assert config["e"] == [1, 3]

						# can use positional arguments.
						_a							:       int       					=			SampleObject(1		,    c=6   )
						_a							:       Dict       					=			obj.config
						assert config["a"] == 1
						assert config["b"] == 5
						assert config["c"] == 6
						assert config["d"] == "for diffusion"
						assert config["e"] == [1, 3]



		def 						a_       ( self   ):







						'''simple docstring'''


						_a							:       str       					=			SampleObject()
						_a							:       List[str]       					=			obj.config

						assert config["a"] == 2
						assert config["b"] == 5
						assert config["c"] == (2, 5)
						assert config["d"] == "for diffusion"
						assert config["e"] == [1, 3]

						with tempfile.TemporaryDirectory() as tmpdirname:
										obj.save_config(__lowerCAmelCase   )
										_a							:       Union[str, Any]       					=			SampleObject.from_config(SampleObject.load_config(__lowerCAmelCase   )   )
										_a							:       Union[str, Any]       					=			new_obj.config

						# unfreeze configs
						_a							:       List[str]       					=			dict(__lowerCAmelCase   )
						_a							:       Union[str, Any]       					=			dict(__lowerCAmelCase   )

						assert config.pop("""c"""   ) == (2, 5)  # instantiated as tuple
						assert new_config.pop("""c"""   ) == [2, 5]  # saved & loaded as list because of json
						config.pop("""_use_default_values"""   )
						assert config == new_config



		def 						a_       ( self   ):







						'''simple docstring'''


						_a							:       List[Any]       					=			logging.get_logger("""diffusers.configuration_utils"""   )
						# 30 for warning
						logger.setLevel(30   )

						with CaptureLogger(__lowerCAmelCase   ) as cap_logger:
										_a							:       Any       					=			DDIMScheduler.from_pretrained(
										    """hf-internal-testing/tiny-stable-diffusion-torch"""		,    subfolder="""scheduler"""   )

						assert ddim.__class__ == DDIMScheduler
						# no warning should be thrown
						assert cap_logger.out == ""



		def 						a_       ( self   ):







						'''simple docstring'''


						_a							:       int       					=			logging.get_logger("""diffusers.configuration_utils"""   )
						# 30 for warning
						logger.setLevel(30   )

						with CaptureLogger(__lowerCAmelCase   ) as cap_logger:
										_a							:       Optional[int]       					=			EulerDiscreteScheduler.from_pretrained(
										    """hf-internal-testing/tiny-stable-diffusion-torch"""		,    subfolder="""scheduler"""   )

						assert euler.__class__ == EulerDiscreteScheduler
						# no warning should be thrown
						assert cap_logger.out == ""



		def 						a_       ( self   ):







						'''simple docstring'''


						_a							:       Any       					=			logging.get_logger("""diffusers.configuration_utils"""   )
						# 30 for warning
						logger.setLevel(30   )

						with CaptureLogger(__lowerCAmelCase   ) as cap_logger:
										_a							:       Union[str, Any]       					=			EulerAncestralDiscreteScheduler.from_pretrained(
										    """hf-internal-testing/tiny-stable-diffusion-torch"""		,    subfolder="""scheduler"""   )

						assert euler.__class__ == EulerAncestralDiscreteScheduler
						# no warning should be thrown
						assert cap_logger.out == ""



		def 						a_       ( self   ):







						'''simple docstring'''


						_a							:       Union[str, Any]       					=			logging.get_logger("""diffusers.configuration_utils"""   )
						# 30 for warning
						logger.setLevel(30   )

						with CaptureLogger(__lowerCAmelCase   ) as cap_logger:
										_a							:       List[Any]       					=			PNDMScheduler.from_pretrained(
										    """hf-internal-testing/tiny-stable-diffusion-torch"""		,    subfolder="""scheduler"""   )

						assert pndm.__class__ == PNDMScheduler
						# no warning should be thrown
						assert cap_logger.out == ""



		def 						a_       ( self   ):







						'''simple docstring'''


						_a							:       str       					=			logging.get_logger("""diffusers.configuration_utils"""   )
						# 30 for warning
						logger.setLevel(30   )

						with CaptureLogger(__lowerCAmelCase   ) as cap_logger:
										_a							:       List[Any]       					=			DDPMScheduler.from_pretrained(
										    """hf-internal-testing/tiny-stable-diffusion-torch"""		,    subfolder="""scheduler"""		,    prediction_type="""sample"""		,    beta_end=8		,    )

						with CaptureLogger(__lowerCAmelCase   ) as cap_logger_a:
										_a							:       Optional[int]       					=			DDPMScheduler.from_pretrained("""google/ddpm-celebahq-256"""		,    beta_start=88   )

						assert ddpm.__class__ == DDPMScheduler
						assert ddpm.config.prediction_type == "sample"
						assert ddpm.config.beta_end == 8
						assert ddpm_a.config.beta_start == 88

						# no warning should be thrown
						assert cap_logger.out == ""
						assert cap_logger_a.out == ""



		def 						a_       ( self   ):







						'''simple docstring'''


						_a							:       Dict       					=			logging.get_logger("""diffusers.configuration_utils"""   )
						# 30 for warning
						logger.setLevel(30   )

						with CaptureLogger(__lowerCAmelCase   ) as cap_logger:
										_a							:       Union[str, Any]       					=			DPMSolverMultistepScheduler.from_pretrained(
										    """hf-internal-testing/tiny-stable-diffusion-torch"""		,    subfolder="""scheduler"""   )

						assert dpm.__class__ == DPMSolverMultistepScheduler
						# no warning should be thrown
						assert cap_logger.out == ""



		def 						a_       ( self   ):







						'''simple docstring'''


						_a							:       Optional[Any]       					=			SampleObject()

						_a							:       str       					=			{k: v for k, v in config.config.items() if not k.startswith("""_"""   )}

						# make sure that default config has all keys in `_use_default_values`
						assert set(config_dict.keys()   ) == set(config.config._use_default_values   )

						with tempfile.TemporaryDirectory() as tmpdirname:
										config.save_config(__lowerCAmelCase   )

										# now loading it with SampleObject2 should put f into `_use_default_values`
										_a							:       Optional[int]       					=			SampleObjecta.from_config(__lowerCAmelCase   )

										assert "f" in config._use_default_values
										assert config.f == [1, 3]

						# now loading the config, should **NOT** use [1, 3] for `f`, but the default [1, 4] value
						# **BECAUSE** it is part of `config._use_default_values`
						_a							:       Tuple       					=			SampleObjecta.from_config(config.config   )
						assert new_config.f == [5, 4]

						config.config._use_default_values.pop()
						_a							:       List[Any]       					=			SampleObjecta.from_config(config.config   )
						assert new_config_a.f == [1, 3]

						# Nevertheless "e" should still be correctly loaded to [1, 3] from SampleObject2 instead of defaulting to [1, 5]
						assert new_config_a.e == [1, 3]








'''simple docstring'''





def UpperCAmelCase						(					UpperCAmelCase_	):
    _a							:       List[Any]       					=			len(UpperCAmelCase_	)
    for cycle_start in range(0      ,  array_len - 1	):
        _a							:       int       					=			array[cycle_start]

        _a							:       int       					=			cycle_start
        for i in range(cycle_start + 1      ,  UpperCAmelCase_	):
            if array[i] < item:
                pos += 1

        if pos == cycle_start:
            continue

        while item == array[pos]:
            pos += 1

        _a					,   _a							:       List[str]       					=			item, array[pos]
        while pos != cycle_start:
            _a							:       Any       					=			cycle_start
            for i in range(cycle_start + 1      ,  UpperCAmelCase_	):
                if array[i] < item:
                    pos += 1

            while item == array[pos]:
                pos += 1

            _a					,   _a							:       List[Any]       					=			item, array[pos]

    return array


if __name__ == "__main__":
  assert cycle_sort([4, 5, 3, 2, 1]) == [1, 2, 3, 4, 5]
  assert cycle_sort([0, 1, -1_0, 1_5, 2, -2]) == [-1_0, -2, 0, 1, 2, 1_5]


