

"""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			(		__a):
			__a :       List[Any]									=							"""config.json"""
			@register_to_config
			def __init__(		self      ,		_A=2      ,		_A=5      ,		_A=(2, 5)      ,		_A="for diffusion"      ,		_A=[1, 3]      ,		)    ->    List[Any]:






				'''simple docstring'''







				pass






class     _UpperCAmelCase			(		__a):
			__a :       Union[str, Any]									=							"""config.json"""
			@register_to_config
			def __init__(		self      ,		_A=2      ,		_A=5      ,		_A=(2, 5)      ,		_A="for diffusion"      ,		_A=[1, 3]      ,		)    ->    List[Any]:






				'''simple docstring'''







				pass






class     _UpperCAmelCase			(		__a):
			__a :       List[str]									=							"""config.json"""
			@register_to_config
			def __init__(		self      ,		_A=2      ,		_A=5      ,		_A=(2, 5)      ,		_A="for diffusion"      ,		_A=[1, 3]      ,		_A=[1, 3]      ,		)    ->    str:






				'''simple docstring'''







				pass






class     _UpperCAmelCase			(		__a):
			__a :       Union[str, Any]									=							"""config.json"""
			@register_to_config
			def __init__(		self      ,		_A=2      ,		_A=5      ,		_A=(2, 5)      ,		_A="for diffusion"      ,		_A=[1, 5]      ,		_A=[5, 4]      ,		)    ->    List[str]:






				'''simple docstring'''







				pass






class     _UpperCAmelCase			(		unittest.TestCase):
			def 							__snake_case (		self     )    ->    Tuple:






				'''simple docstring'''







				with self.assertRaises(_A     ):
					ConfigMixin.load_config("""dummy_path"""     )
			def 							__snake_case (		self     )    ->    Union[str, Any]:






				'''simple docstring'''







				_UpperCAmelCase    :							int									=					SampleObject()
				_UpperCAmelCase    :							Union[str, 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]

				# init ignore private arguments
				_UpperCAmelCase    :							List[str]									=					SampleObject(_name_or_path="""lalala"""     )
				_UpperCAmelCase    :							Tuple									=					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
				_UpperCAmelCase    :							Union[str, Any]									=					SampleObject(c=6     )
				_UpperCAmelCase    :							Union[str, 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.
				_UpperCAmelCase    :							List[str]									=					SampleObject(1      ,		c=6     )
				_UpperCAmelCase    :							Tuple									=					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 							__snake_case (		self     )    ->    Union[str, Any]:






				'''simple docstring'''







				_UpperCAmelCase    :							Optional[int]									=					SampleObject()
				_UpperCAmelCase    :							Optional[int]									=					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(_A     )
					_UpperCAmelCase    :							Dict									=					SampleObject.from_config(SampleObject.load_config(_A     )     )
					_UpperCAmelCase    :							List[Any]									=					new_obj.config

				# unfreeze configs
				_UpperCAmelCase    :							Dict									=					dict(_A     )
				_UpperCAmelCase    :							Optional[int]									=					dict(_A     )

				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 							__snake_case (		self     )    ->    List[Any]:






				'''simple docstring'''







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

				with CaptureLogger(_A     ) as cap_logger:
					_UpperCAmelCase    :							Optional[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 							__snake_case (		self     )    ->    Any:






				'''simple docstring'''







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

				with CaptureLogger(_A     ) as cap_logger:
					_UpperCAmelCase    :							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 							__snake_case (		self     )    ->    Tuple:






				'''simple docstring'''







				_UpperCAmelCase    :							Optional[int]									=					logging.get_logger("""diffusers.configuration_utils"""     )
				# 30 for warning
				logger.setLevel(30     )

				with CaptureLogger(_A     ) as cap_logger:
					_UpperCAmelCase    :							str									=					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 							__snake_case (		self     )    ->    str:






				'''simple docstring'''







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

				with CaptureLogger(_A     ) as cap_logger:
					_UpperCAmelCase    :							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 							__snake_case (		self     )    ->    Tuple:






				'''simple docstring'''







				_UpperCAmelCase    :							Optional[int]									=					logging.get_logger("""diffusers.configuration_utils"""     )
				# 30 for warning
				logger.setLevel(30     )

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

				with CaptureLogger(_A     ) as cap_logger_a:
					_UpperCAmelCase    :							str									=					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 							__snake_case (		self     )    ->    Union[str, Any]:






				'''simple docstring'''







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

				with CaptureLogger(_A     ) as cap_logger:
					_UpperCAmelCase    :							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 							__snake_case (		self     )    ->    List[str]:






				'''simple docstring'''







				_UpperCAmelCase    :							int									=					SampleObject()

				_UpperCAmelCase    :							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(_A     )

					# now loading it with SampleObject2 should put f into `_use_default_values`
					_UpperCAmelCase    :							List[str]									=					SampleObjecta.from_config(_A     )

					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`
				_UpperCAmelCase    :							int									=					SampleObjecta.from_config(config.config     )
				assert new_config.f == [5, 4]

				config.config._use_default_values.pop()
				_UpperCAmelCase    :							Tuple									=					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					(			_lowerCAmelCase     :						int )				->			str:
	_UpperCAmelCase    :							Any									=					1
	_UpperCAmelCase    :							List[str]									=					0
	_UpperCAmelCase    :							str									=					1
	_UpperCAmelCase    :							Union[str, Any]									=					1
	_UpperCAmelCase    :							int									=					3
	_UpperCAmelCase    :							int									=					3
	_UpperCAmelCase    :							List[str]									=					limit
	_UpperCAmelCase    :							Optional[Any]									=					0

	_UpperCAmelCase    :							Any									=					""""""
	while counter != decimal + 1:
		if 4 * q + r - t < n * t:
			result += str(_lowerCAmelCase )
			if counter == 0:
				result += "."

			if decimal == counter:
				break

			counter += 1
			_UpperCAmelCase    :							str									=					10 * (r - n * t)
			_UpperCAmelCase    :							List[Any]									=					((10 * (3 * q + r)) // t) - 10 * n
			q *= 10
			_UpperCAmelCase    :							int									=					nr
		else:
			_UpperCAmelCase    :							Any									=					(2 * q + r) * l
			_UpperCAmelCase    :							str									=					(q * (7 * k) + 2 + (r * l)) // (t * l)
			q *= k
			t *= l
			l += 2
			k += 1
			_UpperCAmelCase    :							List[Any]									=					nn
			_UpperCAmelCase    :							Optional[int]									=					nr
	return result
def       UpperCamelCase					(			)				->			None:
	print(f'''{calculate_pi(50 ) = }''' )
	import doctest

	doctest.testmod()


if __name__ == "__main__":
						main()





