
'''simple docstring'''





import argparse
import os

import torch
from emmental.modules import ThresholdBinarizer, TopKBinarizer
def 	snake_case_							(				_a  :				Tuple      ):
      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(60			,       " "      )			,       "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(60			,       " "      )			,       str(round(100 * mask_ones / param.numel()			,       3      )      ).ljust(20			,       " "      )			,       str(_a      )      )
            else:
                  encoder_count += param.numel()
                  if "bias" in name or "LayerNorm" in name:
                        remaining_count += param.numel()

      print(""      )
      print("Remaining Weights (global) %: "			,       100 * remaining_count / encoder_count      )


if __name__ == "__main__":
     A							     = 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",
     )

     A							     = parser.parse_args()

     main(args)







def    snake_case   (				A		,  A     )				->				int:




	'''simple docstring'''


	if a < b:
		return gcd(A		,  A     )
	if a % b == 0:
		return b
	return gcd(A		,  a % b     )






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




	'''simple docstring'''


	if y == 0:
		return 1
	lowerCamelCase_				:						int				  =				power(A		,  y // 2		,  A     ) % mod
	lowerCamelCase_				:						List[Any]				  =				(temp * temp) % mod
	if y % 2 == 1:
		lowerCamelCase_				:						str				  =				(temp * x) % mod
	return temp






def    snake_case   (				A     )				->				bool:




	'''simple docstring'''


	lowerCamelCase_				:						Union[str, Any]				  =				2
	while b < n:
		if gcd(A		,  A     ) == 1 and power(A		,  n - 1		,  A     ) != 1:
			return False
		b += 1
	return True


if __name__ == "__main__":
							UpperCamelCase__						=		int(input('Enter number: ').strip())
							if is_carmichael_number(number):
														print(F'{number} is a Carmichael Number.')
							else:
														print(F'{number} is not a Carmichael Number.')
