

'''simple docstring'''

import unittest

from diffusers import __version__
from diffusers.utils import deprecate







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

				def 				_lowerCamelCase						(					self   )						->       Optional[int]:
					snake_case							 =				{'deprecated_arg': 4}

					with self.assertWarns(lowercase_   ) as warning:
						snake_case							 =				deprecate('deprecated_arg',	self.higher_version,	'message',	take_from=lowercase_   )

					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   )						->       Optional[int]:
					snake_case							 =				{'deprecated_arg': 4}

					with self.assertWarns(lowercase_   ) as warning:
						snake_case							 =				deprecate(('deprecated_arg', self.higher_version, 'message'),	take_from=lowercase_   )

					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   )						->       Optional[int]:
					snake_case							 =				{'deprecated_arg_1': 4, 'deprecated_arg_2': 8}
					with self.assertWarns(lowercase_   ) as warning:
						snake_case , snake_case							 =				deprecate(
						    ('deprecated_arg_1', self.higher_version, 'Hey'),	('deprecated_arg_2', self.higher_version, 'Hey'),	take_from=lowercase_,	)
					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   )						->       List[Any]:
					snake_case							 =				{'deprecated_arg': 4}

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

					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   )						->       Union[str, Any]:






					with self.assertWarns(lowercase_   ) 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   )						->       List[str]:






					with self.assertWarns(lowercase_   ) 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   )						->       int:







					class lowerCamelCase      :
									snake_case_           =   5

					with self.assertWarns(lowercase_   ) 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   )						->       Tuple:







					class lowerCamelCase      :
									snake_case_           =   5
									snake_case_           =   7

					with self.assertWarns(lowercase_   ) 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   )						->       Union[str, Any]:
					snake_case							 =				{'deprecated_arg': 4}

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

					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(lowercase_   ) as warning:
						deprecate(('deprecated_arg', self.higher_version, 'This message is better!!!'),	standard_warn=lowercase_   )

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






				def 				_lowerCamelCase						(					self   )						->       List[str]:






					with self.assertWarns(lowercase_   ) as warning:
						deprecate(('deprecated_arg', self.higher_version, 'This message is better!!!'),	standard_warn=lowercase_   )
					assert str(warning.warning   ) == "This message is better!!!"
					assert "diffusers/tests/others/test_utils.py" in warning.filename





'''simple docstring'''

import argparse
import os

import torch
from emmental.modules import ThresholdBinarizer, TopKBinarizer

def     __magic_name__       ( A							)			->		Dict:
	snake_case							 =				args.serialization_dir
	snake_case							 =				args.pruning_method
	snake_case							 =				args.threshold

	snake_case							 =				torch.load(os.path.join(A					,   'pytorch_model.bin'							)					,   map_location='cpu'							)

	snake_case							 =				0  # Number of remaining (not pruned) params in the encoder
	snake_case							 =				0  # Number of params in the encoder

	print('name'.ljust(6_0					,   ' '							)					,   'Remaining Weights %'					,   'Remaining Weight'							)
	for name, param in st.items():
		if "encoder" not in name:
			continue

		if "mask_scores" in name:
			if pruning_method == "topK":
				snake_case							 =				TopKBinarizer.apply(A					,   A							).sum().item()
			elif pruning_method == "sigmoied_threshold":
				snake_case							 =				ThresholdBinarizer.apply(A					,   A					,   A							).sum().item()
			elif pruning_method == "l0":
				snake_case , snake_case							 =				-0.1, 1.1
				snake_case							 =				torch.sigmoid(A							)
				snake_case							 =				s * (r - l) + l
				snake_case							 =				s_bar.clamp(min=0.0					,   max=1.0							)
				snake_case							 =				(mask > 0.0).sum().item()
			else:
				raise ValueError('Unknown pruning method'							)
			remaining_count += mask_ones
			print(name.ljust(6_0					,   ' '							)					,   str(round(1_0_0 * mask_ones / param.numel()					,   3							)							).ljust(2_0					,   ' '							)					,   str(A							)							)
		else:
			encoder_count += param.numel()
			if "bias" in name or "LayerNorm" in name:
				remaining_count += param.numel()

	print(''							)
	print('Remaining Weights (global) %: '					,   1_0_0 * remaining_count / encoder_count							)


if __name__ == "__main__":
						lowerCAmelCase_						   =			argparse.ArgumentParser()

						parser.add_argument(
						    "--pruning_method",
						    choices=["l0", "topK", "sigmoied_threshold"],
						    type=str,
						    required=True,
						    help=(
						        "Pruning Method (l0 = L0 regularization, topK = Movement pruning, sigmoied_threshold = Soft movement"
						        " pruning)"
						    ),
						)
						parser.add_argument(
						    "--threshold",
						    type=float,
						    required=False,
						    help=(
						        "For `topK`, it is the level of remaining weights (in %) in the fine-pruned model."
						        "For `sigmoied_threshold`, it is the threshold \tau against which the (sigmoied) scores are compared."
						        "Not needed for `l0`"
						    ),
						)
						parser.add_argument(
						    "--serialization_dir",
						    type=str,
						    required=True,
						    help="Folder containing the model that was previously fine-pruned",
						)

						lowerCAmelCase_						   =			parser.parse_args()

						main(args)





