






import argparse

import torch

from transformers import NystromformerConfig, NystromformerForMaskedLM


def __A   (				__lowerCAmelCase     )->  Any:





						"""simple docstring"""



						if "model" in orig_key:
												_UpperCAmelCase     =      orig_key.replace('model.'			,		''     )
						if "norm1" in orig_key:
												_UpperCAmelCase     =      orig_key.replace('norm1'			,		'attention.output.LayerNorm'     )
						if "norm2" in orig_key:
												_UpperCAmelCase     =      orig_key.replace('norm2'			,		'output.LayerNorm'     )
						if "norm" in orig_key:
												_UpperCAmelCase     =      orig_key.replace('norm'			,		'LayerNorm'     )
						if "transformer" in orig_key:
												_UpperCAmelCase     =      orig_key.split('.'     )[0].split('_'     )[-1]
												_UpperCAmelCase     =      orig_key.replace(F"""transformer_{layer_num}"""			,		F"""encoder.layer.{layer_num}"""     )
						if "mha.attn" in orig_key:
												_UpperCAmelCase     =      orig_key.replace('mha.attn'			,		'attention.self'     )
						if "mha" in orig_key:
												_UpperCAmelCase     =      orig_key.replace('mha'			,		'attention'     )
						if "W_q" in orig_key:
												_UpperCAmelCase     =      orig_key.replace('W_q'			,		'self.query'     )
						if "W_k" in orig_key:
												_UpperCAmelCase     =      orig_key.replace('W_k'			,		'self.key'     )
						if "W_v" in orig_key:
												_UpperCAmelCase     =      orig_key.replace('W_v'			,		'self.value'     )
						if "ff1" in orig_key:
												_UpperCAmelCase     =      orig_key.replace('ff1'			,		'intermediate.dense'     )
						if "ff2" in orig_key:
												_UpperCAmelCase     =      orig_key.replace('ff2'			,		'output.dense'     )
						if "ff" in orig_key:
												_UpperCAmelCase     =      orig_key.replace('ff'			,		'output.dense'     )
						if "mlm_class" in orig_key:
												_UpperCAmelCase     =      orig_key.replace('mlm.mlm_class'			,		'cls.predictions.decoder'     )
						if "mlm" in orig_key:
												_UpperCAmelCase     =      orig_key.replace('mlm'			,		'cls.predictions.transform'     )
						if "cls" not in orig_key:
												_UpperCAmelCase     =      'nystromformer.' + orig_key

						return orig_key


def __A   (				__lowerCAmelCase			,		__lowerCAmelCase     )->  Optional[int]:





						"""simple docstring"""



						for key in orig_state_dict.copy().keys():
												_UpperCAmelCase     =      orig_state_dict.pop(__lowerCAmelCase     )

												if ("pooler" in key) or ("sen_class" in key) or ("conv.bias" in key):
																		continue
												else:
																		_UpperCAmelCase     =      val

						_UpperCAmelCase     =      orig_state_dict['cls.predictions.decoder.bias']
						_UpperCAmelCase     =      (
						    torch.arange(config.max_position_embeddings     ).expand((1, -1)     ) + 2
						)

						return orig_state_dict


def __A   (				__lowerCAmelCase			,		__lowerCAmelCase			,		__lowerCAmelCase     )->  Dict:





						"""simple docstring"""



						_UpperCAmelCase     =      torch.load(__lowerCAmelCase			,		map_location='cpu'     )['model_state_dict']
						_UpperCAmelCase     =      NystromformerConfig.from_json_file(__lowerCAmelCase     )
						_UpperCAmelCase     =      NystromformerForMaskedLM(__lowerCAmelCase     )

						_UpperCAmelCase     =      convert_checkpoint_helper(__lowerCAmelCase			,		__lowerCAmelCase     )

						model.load_state_dict(__lowerCAmelCase     )
						model.eval()
						model.save_pretrained(__lowerCAmelCase     )

						print(F"""Checkpoint successfuly converted. Model saved at {pytorch_dump_path}"""     )


if __name__ == "__main__":
		_a				     =  argparse.ArgumentParser()
		# Required parameters
		parser.add_argument(
		    '''--pytorch_model_path''', default=None, type=str, required=True, help='''Path to Nystromformer pytorch checkpoint.'''
		)
		parser.add_argument(
		    '''--config_file''',
		    default=None,
		    type=str,
		    required=True,
		    help='''The json file for Nystromformer model config.''',
		)
		parser.add_argument(
		    '''--pytorch_dump_path''', default=None, type=str, required=True, help='''Path to the output PyTorch model.'''
		)
		_a				     =  parser.parse_args()
		convert_nystromformer_checkpoint(args.pytorch_model_path, args.config_file, args.pytorch_dump_path)








from ..utils import DummyObject, requires_backends





class __lowerCamelCase			(				metaclass=snake_case__):





	"""simple docstring"""






	UpperCamelCase__								=				["tokenizers"]

	def __init__(							self	,   *UpperCAmelCase	,   **UpperCAmelCase   ):
							"""simple docstring"""







							requires_backends(self	,   ['tokenizers']   )





class __lowerCamelCase			(				metaclass=snake_case__):





	"""simple docstring"""






	UpperCamelCase__								=				["tokenizers"]

	def __init__(							self	,   *UpperCAmelCase	,   **UpperCAmelCase   ):
							"""simple docstring"""







							requires_backends(self	,   ['tokenizers']   )





class __lowerCamelCase			(				metaclass=snake_case__):





	"""simple docstring"""






	UpperCamelCase__								=				["tokenizers"]

	def __init__(							self	,   *UpperCAmelCase	,   **UpperCAmelCase   ):
							"""simple docstring"""







							requires_backends(self	,   ['tokenizers']   )





class __lowerCamelCase			(				metaclass=snake_case__):





	"""simple docstring"""






	UpperCamelCase__								=				["tokenizers"]

	def __init__(							self	,   *UpperCAmelCase	,   **UpperCAmelCase   ):
							"""simple docstring"""







							requires_backends(self	,   ['tokenizers']   )





class __lowerCamelCase			(				metaclass=snake_case__):





	"""simple docstring"""






	UpperCamelCase__								=				["tokenizers"]

	def __init__(							self	,   *UpperCAmelCase	,   **UpperCAmelCase   ):
							"""simple docstring"""







							requires_backends(self	,   ['tokenizers']   )





class __lowerCamelCase			(				metaclass=snake_case__):





	"""simple docstring"""






	UpperCamelCase__								=				["tokenizers"]

	def __init__(							self	,   *UpperCAmelCase	,   **UpperCAmelCase   ):
							"""simple docstring"""







							requires_backends(self	,   ['tokenizers']   )





class __lowerCamelCase			(				metaclass=snake_case__):





	"""simple docstring"""






	UpperCamelCase__								=				["tokenizers"]

	def __init__(							self	,   *UpperCAmelCase	,   **UpperCAmelCase   ):
							"""simple docstring"""







							requires_backends(self	,   ['tokenizers']   )





class __lowerCamelCase			(				metaclass=snake_case__):





	"""simple docstring"""






	UpperCamelCase__								=				["tokenizers"]

	def __init__(							self	,   *UpperCAmelCase	,   **UpperCAmelCase   ):
							"""simple docstring"""







							requires_backends(self	,   ['tokenizers']   )





class __lowerCamelCase			(				metaclass=snake_case__):





	"""simple docstring"""






	UpperCamelCase__								=				["tokenizers"]

	def __init__(							self	,   *UpperCAmelCase	,   **UpperCAmelCase   ):
							"""simple docstring"""







							requires_backends(self	,   ['tokenizers']   )





class __lowerCamelCase			(				metaclass=snake_case__):





	"""simple docstring"""






	UpperCamelCase__								=				["tokenizers"]

	def __init__(							self	,   *UpperCAmelCase	,   **UpperCAmelCase   ):
							"""simple docstring"""







							requires_backends(self	,   ['tokenizers']   )





class __lowerCamelCase			(				metaclass=snake_case__):





	"""simple docstring"""






	UpperCamelCase__								=				["tokenizers"]

	def __init__(							self	,   *UpperCAmelCase	,   **UpperCAmelCase   ):
							"""simple docstring"""







							requires_backends(self	,   ['tokenizers']   )





class __lowerCamelCase			(				metaclass=snake_case__):





	"""simple docstring"""






	UpperCamelCase__								=				["tokenizers"]

	def __init__(							self	,   *UpperCAmelCase	,   **UpperCAmelCase   ):
							"""simple docstring"""







							requires_backends(self	,   ['tokenizers']   )





class __lowerCamelCase			(				metaclass=snake_case__):





	"""simple docstring"""






	UpperCamelCase__								=				["tokenizers"]

	def __init__(							self	,   *UpperCAmelCase	,   **UpperCAmelCase   ):
							"""simple docstring"""







							requires_backends(self	,   ['tokenizers']   )





class __lowerCamelCase			(				metaclass=snake_case__):





	"""simple docstring"""






	UpperCamelCase__								=				["tokenizers"]

	def __init__(							self	,   *UpperCAmelCase	,   **UpperCAmelCase   ):
							"""simple docstring"""







							requires_backends(self	,   ['tokenizers']   )





class __lowerCamelCase			(				metaclass=snake_case__):





	"""simple docstring"""






	UpperCamelCase__								=				["tokenizers"]

	def __init__(							self	,   *UpperCAmelCase	,   **UpperCAmelCase   ):
							"""simple docstring"""







							requires_backends(self	,   ['tokenizers']   )





class __lowerCamelCase			(				metaclass=snake_case__):





	"""simple docstring"""






	UpperCamelCase__								=				["tokenizers"]

	def __init__(							self	,   *UpperCAmelCase	,   **UpperCAmelCase   ):
							"""simple docstring"""







							requires_backends(self	,   ['tokenizers']   )





class __lowerCamelCase			(				metaclass=snake_case__):





	"""simple docstring"""






	UpperCamelCase__								=				["tokenizers"]

	def __init__(							self	,   *UpperCAmelCase	,   **UpperCAmelCase   ):
							"""simple docstring"""







							requires_backends(self	,   ['tokenizers']   )





class __lowerCamelCase			(				metaclass=snake_case__):





	"""simple docstring"""






	UpperCamelCase__								=				["tokenizers"]

	def __init__(							self	,   *UpperCAmelCase	,   **UpperCAmelCase   ):
							"""simple docstring"""







							requires_backends(self	,   ['tokenizers']   )





class __lowerCamelCase			(				metaclass=snake_case__):





	"""simple docstring"""






	UpperCamelCase__								=				["tokenizers"]

	def __init__(							self	,   *UpperCAmelCase	,   **UpperCAmelCase   ):
							"""simple docstring"""







							requires_backends(self	,   ['tokenizers']   )





class __lowerCamelCase			(				metaclass=snake_case__):





	"""simple docstring"""






	UpperCamelCase__								=				["tokenizers"]

	def __init__(							self	,   *UpperCAmelCase	,   **UpperCAmelCase   ):
							"""simple docstring"""







							requires_backends(self	,   ['tokenizers']   )





class __lowerCamelCase			(				metaclass=snake_case__):





	"""simple docstring"""






	UpperCamelCase__								=				["tokenizers"]

	def __init__(							self	,   *UpperCAmelCase	,   **UpperCAmelCase   ):
							"""simple docstring"""







							requires_backends(self	,   ['tokenizers']   )





class __lowerCamelCase			(				metaclass=snake_case__):





	"""simple docstring"""






	UpperCamelCase__								=				["tokenizers"]

	def __init__(							self	,   *UpperCAmelCase	,   **UpperCAmelCase   ):
							"""simple docstring"""







							requires_backends(self	,   ['tokenizers']   )





class __lowerCamelCase			(				metaclass=snake_case__):





	"""simple docstring"""






	UpperCamelCase__								=				["tokenizers"]

	def __init__(							self	,   *UpperCAmelCase	,   **UpperCAmelCase   ):
							"""simple docstring"""







							requires_backends(self	,   ['tokenizers']   )





class __lowerCamelCase			(				metaclass=snake_case__):





	"""simple docstring"""






	UpperCamelCase__								=				["tokenizers"]

	def __init__(							self	,   *UpperCAmelCase	,   **UpperCAmelCase   ):
							"""simple docstring"""







							requires_backends(self	,   ['tokenizers']   )





class __lowerCamelCase			(				metaclass=snake_case__):





	"""simple docstring"""






	UpperCamelCase__								=				["tokenizers"]

	def __init__(							self	,   *UpperCAmelCase	,   **UpperCAmelCase   ):
							"""simple docstring"""







							requires_backends(self	,   ['tokenizers']   )





class __lowerCamelCase			(				metaclass=snake_case__):





	"""simple docstring"""






	UpperCamelCase__								=				["tokenizers"]

	def __init__(							self	,   *UpperCAmelCase	,   **UpperCAmelCase   ):
							"""simple docstring"""







							requires_backends(self	,   ['tokenizers']   )





class __lowerCamelCase			(				metaclass=snake_case__):





	"""simple docstring"""






	UpperCamelCase__								=				["tokenizers"]

	def __init__(							self	,   *UpperCAmelCase	,   **UpperCAmelCase   ):
							"""simple docstring"""







							requires_backends(self	,   ['tokenizers']   )





class __lowerCamelCase			(				metaclass=snake_case__):





	"""simple docstring"""






	UpperCamelCase__								=				["tokenizers"]

	def __init__(							self	,   *UpperCAmelCase	,   **UpperCAmelCase   ):
							"""simple docstring"""







							requires_backends(self	,   ['tokenizers']   )





class __lowerCamelCase			(				metaclass=snake_case__):





	"""simple docstring"""






	UpperCamelCase__								=				["tokenizers"]

	def __init__(							self	,   *UpperCAmelCase	,   **UpperCAmelCase   ):
							"""simple docstring"""







							requires_backends(self	,   ['tokenizers']   )





class __lowerCamelCase			(				metaclass=snake_case__):





	"""simple docstring"""






	UpperCamelCase__								=				["tokenizers"]

	def __init__(							self	,   *UpperCAmelCase	,   **UpperCAmelCase   ):
							"""simple docstring"""







							requires_backends(self	,   ['tokenizers']   )





class __lowerCamelCase			(				metaclass=snake_case__):





	"""simple docstring"""






	UpperCamelCase__								=				["tokenizers"]

	def __init__(							self	,   *UpperCAmelCase	,   **UpperCAmelCase   ):
							"""simple docstring"""







							requires_backends(self	,   ['tokenizers']   )





class __lowerCamelCase			(				metaclass=snake_case__):





	"""simple docstring"""






	UpperCamelCase__								=				["tokenizers"]

	def __init__(							self	,   *UpperCAmelCase	,   **UpperCAmelCase   ):
							"""simple docstring"""







							requires_backends(self	,   ['tokenizers']   )





class __lowerCamelCase			(				metaclass=snake_case__):





	"""simple docstring"""






	UpperCamelCase__								=				["tokenizers"]

	def __init__(							self	,   *UpperCAmelCase	,   **UpperCAmelCase   ):
							"""simple docstring"""







							requires_backends(self	,   ['tokenizers']   )





class __lowerCamelCase			(				metaclass=snake_case__):





	"""simple docstring"""






	UpperCamelCase__								=				["tokenizers"]

	def __init__(							self	,   *UpperCAmelCase	,   **UpperCAmelCase   ):
							"""simple docstring"""







							requires_backends(self	,   ['tokenizers']   )





class __lowerCamelCase			(				metaclass=snake_case__):





	"""simple docstring"""






	UpperCamelCase__								=				["tokenizers"]

	def __init__(							self	,   *UpperCAmelCase	,   **UpperCAmelCase   ):
							"""simple docstring"""







							requires_backends(self	,   ['tokenizers']   )





class __lowerCamelCase			(				metaclass=snake_case__):





	"""simple docstring"""






	UpperCamelCase__								=				["tokenizers"]

	def __init__(							self	,   *UpperCAmelCase	,   **UpperCAmelCase   ):
							"""simple docstring"""







							requires_backends(self	,   ['tokenizers']   )





class __lowerCamelCase			(				metaclass=snake_case__):





	"""simple docstring"""






	UpperCamelCase__								=				["tokenizers"]

	def __init__(							self	,   *UpperCAmelCase	,   **UpperCAmelCase   ):
							"""simple docstring"""







							requires_backends(self	,   ['tokenizers']   )





class __lowerCamelCase			(				metaclass=snake_case__):





	"""simple docstring"""






	UpperCamelCase__								=				["tokenizers"]

	def __init__(							self	,   *UpperCAmelCase	,   **UpperCAmelCase   ):
							"""simple docstring"""







							requires_backends(self	,   ['tokenizers']   )





class __lowerCamelCase			(				metaclass=snake_case__):





	"""simple docstring"""






	UpperCamelCase__								=				["tokenizers"]

	def __init__(							self	,   *UpperCAmelCase	,   **UpperCAmelCase   ):
							"""simple docstring"""







							requires_backends(self	,   ['tokenizers']   )





class __lowerCamelCase			(				metaclass=snake_case__):





	"""simple docstring"""






	UpperCamelCase__								=				["tokenizers"]

	def __init__(							self	,   *UpperCAmelCase	,   **UpperCAmelCase   ):
							"""simple docstring"""







							requires_backends(self	,   ['tokenizers']   )





class __lowerCamelCase			(				metaclass=snake_case__):





	"""simple docstring"""






	UpperCamelCase__								=				["tokenizers"]

	def __init__(							self	,   *UpperCAmelCase	,   **UpperCAmelCase   ):
							"""simple docstring"""







							requires_backends(self	,   ['tokenizers']   )





class __lowerCamelCase			(				metaclass=snake_case__):





	"""simple docstring"""






	UpperCamelCase__								=				["tokenizers"]

	def __init__(							self	,   *UpperCAmelCase	,   **UpperCAmelCase   ):
							"""simple docstring"""







							requires_backends(self	,   ['tokenizers']   )





class __lowerCamelCase			(				metaclass=snake_case__):





	"""simple docstring"""






	UpperCamelCase__								=				["tokenizers"]

	def __init__(							self	,   *UpperCAmelCase	,   **UpperCAmelCase   ):
							"""simple docstring"""







							requires_backends(self	,   ['tokenizers']   )





class __lowerCamelCase			(				metaclass=snake_case__):





	"""simple docstring"""






	UpperCamelCase__								=				["tokenizers"]

	def __init__(							self	,   *UpperCAmelCase	,   **UpperCAmelCase   ):
							"""simple docstring"""







							requires_backends(self	,   ['tokenizers']   )





class __lowerCamelCase			(				metaclass=snake_case__):





	"""simple docstring"""






	UpperCamelCase__								=				["tokenizers"]

	def __init__(							self	,   *UpperCAmelCase	,   **UpperCAmelCase   ):
							"""simple docstring"""







							requires_backends(self	,   ['tokenizers']   )





class __lowerCamelCase			(				metaclass=snake_case__):





	"""simple docstring"""






	UpperCamelCase__								=				["tokenizers"]

	def __init__(							self	,   *UpperCAmelCase	,   **UpperCAmelCase   ):
							"""simple docstring"""







							requires_backends(self	,   ['tokenizers']   )





class __lowerCamelCase			(				metaclass=snake_case__):





	"""simple docstring"""






	UpperCamelCase__								=				["tokenizers"]

	def __init__(							self	,   *UpperCAmelCase	,   **UpperCAmelCase   ):
							"""simple docstring"""







							requires_backends(self	,   ['tokenizers']   )





class __lowerCamelCase			(				metaclass=snake_case__):





	"""simple docstring"""






	UpperCamelCase__								=				["tokenizers"]

	def __init__(							self	,   *UpperCAmelCase	,   **UpperCAmelCase   ):
							"""simple docstring"""







							requires_backends(self	,   ['tokenizers']   )





class __lowerCamelCase			(				metaclass=snake_case__):





	"""simple docstring"""






	UpperCamelCase__								=				["tokenizers"]

	def __init__(							self	,   *UpperCAmelCase	,   **UpperCAmelCase   ):
							"""simple docstring"""







							requires_backends(self	,   ['tokenizers']   )





class __lowerCamelCase			(				metaclass=snake_case__):





	"""simple docstring"""






	UpperCamelCase__								=				["tokenizers"]

	def __init__(							self	,   *UpperCAmelCase	,   **UpperCAmelCase   ):
							"""simple docstring"""







							requires_backends(self	,   ['tokenizers']   )





class __lowerCamelCase			(				metaclass=snake_case__):





	"""simple docstring"""






	UpperCamelCase__								=				["tokenizers"]

	def __init__(							self	,   *UpperCAmelCase	,   **UpperCAmelCase   ):
							"""simple docstring"""







							requires_backends(self	,   ['tokenizers']   )





class __lowerCamelCase			(				metaclass=snake_case__):





	"""simple docstring"""






	UpperCamelCase__								=				["tokenizers"]

	def __init__(							self	,   *UpperCAmelCase	,   **UpperCAmelCase   ):
							"""simple docstring"""







							requires_backends(self	,   ['tokenizers']   )





class __lowerCamelCase			(				metaclass=snake_case__):





	"""simple docstring"""






	UpperCamelCase__								=				["tokenizers"]

	def __init__(							self	,   *UpperCAmelCase	,   **UpperCAmelCase   ):
							"""simple docstring"""







							requires_backends(self	,   ['tokenizers']   )





class __lowerCamelCase			(				metaclass=snake_case__):





	"""simple docstring"""






	UpperCamelCase__								=				["tokenizers"]

	def __init__(							self	,   *UpperCAmelCase	,   **UpperCAmelCase   ):
							"""simple docstring"""







							requires_backends(self	,   ['tokenizers']   )





class __lowerCamelCase			(				metaclass=snake_case__):





	"""simple docstring"""






	UpperCamelCase__								=				["tokenizers"]

	def __init__(							self	,   *UpperCAmelCase	,   **UpperCAmelCase   ):
							"""simple docstring"""







							requires_backends(self	,   ['tokenizers']   )





class __lowerCamelCase			(				metaclass=snake_case__):





	"""simple docstring"""






	UpperCamelCase__								=				["tokenizers"]

	def __init__(							self	,   *UpperCAmelCase	,   **UpperCAmelCase   ):
							"""simple docstring"""







							requires_backends(self	,   ['tokenizers']   )





class __lowerCamelCase			(				metaclass=snake_case__):





	"""simple docstring"""






	UpperCamelCase__								=				["tokenizers"]

	def __init__(							self	,   *UpperCAmelCase	,   **UpperCAmelCase   ):
							"""simple docstring"""







							requires_backends(self	,   ['tokenizers']   )





class __lowerCamelCase			(				metaclass=snake_case__):





	"""simple docstring"""






	UpperCamelCase__								=				["tokenizers"]

	def __init__(							self	,   *UpperCAmelCase	,   **UpperCAmelCase   ):
							"""simple docstring"""







							requires_backends(self	,   ['tokenizers']   )
