





import posixpath
from pathlib import Path
from unittest.mock import patch

import pytest
from fsspec.implementations.local import AbstractFileSystem, LocalFileSystem, stringify_path
from fsspec.registry import _registry as _fsspec_registry



class 				_lowerCAmelCase			(	UpperCAmelCase_							):


  '''simple docstring'''
  a_							:				Any					    ="""mock"""







  def __init__(					self					:    List[str]					, *UpperCamelCase					:    Any					, UpperCamelCase					:    Optional[Any]					, **UpperCamelCase					:    Optional[int]							):


    '''simple docstring'''





    super().__init__()
    _snake_case      : List[str]														=		LocalFileSystem(*UpperCamelCase					, **UpperCamelCase							)
    _snake_case      : str														=		Path(UpperCamelCase							).resolve().as_posix() + '/'







  def UpperCamelCase_       (					self					:    str					, UpperCamelCase					:    Optional[int]					, *UpperCamelCase					:    str					, **UpperCamelCase					:    Dict							):


    '''simple docstring'''





    _snake_case      : List[Any]														=		posixpath.join(self.local_root_dir					, self._strip_protocol(UpperCamelCase							)							)
    return self._fs.mkdir(UpperCamelCase					, *UpperCamelCase					, **UpperCamelCase							)







  def UpperCamelCase_       (					self					:    List[str]					, UpperCamelCase					:    Tuple					, *UpperCamelCase					:    int					, **UpperCamelCase					:    Union[str, Any]							):


    '''simple docstring'''





    _snake_case      : Optional[Any]														=		posixpath.join(self.local_root_dir					, self._strip_protocol(UpperCamelCase							)							)
    return self._fs.makedirs(UpperCamelCase					, *UpperCamelCase					, **UpperCamelCase							)







  def UpperCamelCase_       (					self					:    Dict					, UpperCamelCase					:    List[str]							):


    '''simple docstring'''





    _snake_case      : Optional[int]														=		posixpath.join(self.local_root_dir					, self._strip_protocol(UpperCamelCase							)							)
    return self._fs.rmdir(UpperCamelCase							)







  def UpperCamelCase_       (					self					:    List[str]					, UpperCamelCase					:    Any					, UpperCamelCase					:    List[Any]=True					, *UpperCamelCase					:    str					, **UpperCamelCase					:    int							):


    '''simple docstring'''





    _snake_case      : Dict														=		posixpath.join(self.local_root_dir					, self._strip_protocol(UpperCamelCase							)							)
    _snake_case      : Optional[Any]														=		self._fs.ls(UpperCamelCase					, detail=UpperCamelCase					, *UpperCamelCase					, **UpperCamelCase							)
    if detail:
      return [{**info, "name": info["name"][len(self.local_root_dir							) :]} for info in out]
    else:
      return [name[len(self.local_root_dir							) :] for name in out]







  def UpperCamelCase_       (					self					:    Optional[int]					, UpperCamelCase					:    str					, *UpperCamelCase					:    List[str]					, **UpperCamelCase					:    int							):


    '''simple docstring'''





    _snake_case      : int														=		posixpath.join(self.local_root_dir					, self._strip_protocol(UpperCamelCase							)							)
    _snake_case      : Union[str, Any]														=		dict(self._fs.info(UpperCamelCase					, *UpperCamelCase					, **UpperCamelCase							)							)
    _snake_case      : List[str]														=		out['name'][len(self.local_root_dir							) :]
    return out







  def UpperCamelCase_       (					self					:    List[Any]					, UpperCamelCase					:    Dict					, UpperCamelCase					:    int					, *UpperCamelCase					:    List[str]					, **UpperCamelCase					:    Dict							):


    '''simple docstring'''





    _snake_case      : Any														=		posixpath.join(self.local_root_dir					, self._strip_protocol(UpperCamelCase							)							)
    _snake_case      : int														=		posixpath.join(self.local_root_dir					, self._strip_protocol(UpperCamelCase							)							)
    return self._fs.cp_file(UpperCamelCase					, UpperCamelCase					, *UpperCamelCase					, **UpperCamelCase							)







  def UpperCamelCase_       (					self					:    Tuple					, UpperCamelCase					:    List[Any]					, *UpperCamelCase					:    Dict					, **UpperCamelCase					:    Optional[Any]							):


    '''simple docstring'''





    _snake_case      : List[str]														=		posixpath.join(self.local_root_dir					, self._strip_protocol(UpperCamelCase							)							)
    return self._fs.rm_file(UpperCamelCase					, *UpperCamelCase					, **UpperCamelCase							)







  def UpperCamelCase_       (					self					:    Optional[Any]					, UpperCamelCase					:    Optional[Any]					, *UpperCamelCase					:    Optional[int]					, **UpperCamelCase					:    str							):


    '''simple docstring'''





    _snake_case      : int														=		posixpath.join(self.local_root_dir					, self._strip_protocol(UpperCamelCase							)							)
    return self._fs.rm(UpperCamelCase					, *UpperCamelCase					, **UpperCamelCase							)







  def UpperCamelCase_       (					self					:    Optional[Any]					, UpperCamelCase					:    Tuple					, *UpperCamelCase					:    Any					, **UpperCamelCase					:    Union[str, Any]							):


    '''simple docstring'''





    _snake_case      : Tuple														=		posixpath.join(self.local_root_dir					, self._strip_protocol(UpperCamelCase							)							)
    return self._fs._open(UpperCamelCase					, *UpperCamelCase					, **UpperCamelCase							)







  def UpperCamelCase_       (					self					:    Optional[Any]					, UpperCamelCase					:    Optional[int]							):


    '''simple docstring'''





    _snake_case      : Optional[Any]														=		posixpath.join(self.local_root_dir					, self._strip_protocol(UpperCamelCase							)							)
    return self._fs.created(UpperCamelCase							)







  def UpperCamelCase_       (					self					:    Tuple					, UpperCamelCase					:    int							):


    '''simple docstring'''





    _snake_case      : Optional[int]														=		posixpath.join(self.local_root_dir					, self._strip_protocol(UpperCamelCase							)							)
    return self._fs.modified(UpperCamelCase							)







  @classmethod
  def UpperCamelCase_       (					cls					:    str					, UpperCamelCase					:    List[Any]							):


    '''simple docstring'''





    _snake_case      : Optional[Any]														=		stringify_path(UpperCamelCase							)
    if path.startswith('mock://'							):
      _snake_case      : int														=		path[7:]
    return path




class 				_lowerCAmelCase			(	UpperCAmelCase_							):


  '''simple docstring'''
  a_							:				Tuple					    ="""tmp"""
  a_							:				Optional[Any]					    =None







  def __init__(					self					:    Dict					, *UpperCamelCase					:    str					, **UpperCamelCase					:    List[Any]							):


    '''simple docstring'''





    assert self.tmp_dir is not None, "TmpDirFileSystem.tmp_dir is not set"
    super().__init__(*UpperCamelCase					, **UpperCamelCase					, local_root_dir=self.tmp_dir					, auto_mkdir=UpperCamelCase							)







  @classmethod
  def UpperCamelCase_       (					cls					:    Any					, UpperCamelCase					:    Union[str, Any]							):


    '''simple docstring'''





    _snake_case      : Dict														=		stringify_path(UpperCamelCase							)
    if path.startswith('tmp://'							):
      _snake_case      : str														=		path[6:]
    return path




@pytest.fixture
def 			lowerCamelCase_		(					)->						str:
  _snake_case      : Dict														=		MockFileSystem
  _snake_case      : Any														=		TmpDirFileSystem
  yield
  del _fsspec_registry["mock"]
  del _fsspec_registry["tmp"]


@pytest.fixture
def 			lowerCamelCase_		(					lowerCAmelCase:		str			,							lowerCAmelCase:		Optional[int] )->						int:
  _snake_case      : Optional[int]														=		tmp_path_factory.mktemp('mockfs' )
  return MockFileSystem(local_root_dir=lowerCAmelCase			,							auto_mkdir=lowerCAmelCase )







@pytest.fixture
def 			lowerCamelCase_		(					lowerCAmelCase:		Tuple			,							lowerCAmelCase:		str )->						Any:
  _snake_case      : Union[str, Any]														=		tmp_path_factory.mktemp('tmpfs' )
  with patch.object(lowerCAmelCase			,							'tmp_dir'			,							lowerCAmelCase ):
    yield TmpDirFileSystem()











import argparse

import torch

from transformers import MraConfig, MraForMaskedLM


def 			lowerCamelCase_		(					lowerCAmelCase:		Any )->						str:
  if "model" in orig_key:
    _snake_case      : Tuple														=		orig_key.replace('model.'			,							'' )
  if "norm1" in orig_key:
    _snake_case      : List[str]														=		orig_key.replace('norm1'			,							'attention.output.LayerNorm' )
  if "norm2" in orig_key:
    _snake_case      : Tuple														=		orig_key.replace('norm2'			,							'output.LayerNorm' )
  if "norm" in orig_key:
    _snake_case      : Any														=		orig_key.replace('norm'			,							'LayerNorm' )
  if "transformer" in orig_key:
    _snake_case      : Tuple														=		orig_key.split('.' )[0].split('_' )[-1]
    _snake_case      : List[Any]														=		orig_key.replace(F"""transformer_{layer_num}"""			,							F"""encoder.layer.{layer_num}""" )
  if "mha.attn" in orig_key:
    _snake_case      : Union[str, Any]														=		orig_key.replace('mha.attn'			,							'attention.self' )
  if "mha" in orig_key:
    _snake_case      : Dict														=		orig_key.replace('mha'			,							'attention' )
  if "W_q" in orig_key:
    _snake_case      : Optional[Any]														=		orig_key.replace('W_q'			,							'self.query' )
  if "W_k" in orig_key:
    _snake_case      : Union[str, Any]														=		orig_key.replace('W_k'			,							'self.key' )
  if "W_v" in orig_key:
    _snake_case      : Tuple														=		orig_key.replace('W_v'			,							'self.value' )
  if "ff.0" in orig_key:
    _snake_case      : str														=		orig_key.replace('ff.0'			,							'intermediate.dense' )
  if "ff.2" in orig_key:
    _snake_case      : int														=		orig_key.replace('ff.2'			,							'output.dense' )
  if "ff" in orig_key:
    _snake_case      : Tuple														=		orig_key.replace('ff'			,							'output.dense' )
  if "mlm_class" in orig_key:
    _snake_case      : str														=		orig_key.replace('mlm.mlm_class'			,							'cls.predictions.decoder' )
  if "mlm" in orig_key:
    _snake_case      : Dict														=		orig_key.replace('mlm'			,							'cls.predictions.transform' )
  if "backbone.backbone.encoders" in orig_key:
    _snake_case      : Any														=		orig_key.replace('backbone.backbone.encoders'			,							'encoder.layer' )
  if "cls" not in orig_key:
    _snake_case      : Dict														=		'mra.' + orig_key

  return orig_key


def 			lowerCamelCase_		(					lowerCAmelCase:		List[Any]			,							lowerCAmelCase:		Union[str, Any] )->						Any:
  for key in orig_state_dict.copy().keys():
    _snake_case      : Dict														=		orig_state_dict.pop(lowerCAmelCase )

    if ("pooler" in key) or ("sen_class" in key):
      continue
    else:
      _snake_case      : str														=		val

  _snake_case      : Tuple														=		orig_state_dict['cls.predictions.decoder.bias']
  _snake_case      : List[Any]														=		torch.arange(lowerCAmelCase ).expand((1, -1) ) + 2

  return orig_state_dict


def 			lowerCamelCase_		(					lowerCAmelCase:		List[str]			,							lowerCAmelCase:		List[str]			,							lowerCAmelCase:		int )->						List[str]:
  _snake_case      : Optional[Any]														=		torch.load(lowerCAmelCase			,							map_location='cpu' )['model_state_dict']
  _snake_case      : Optional[Any]														=		MraConfig.from_json_file(lowerCAmelCase )
  _snake_case      : Any														=		MraForMaskedLM(lowerCAmelCase )

  _snake_case      : List[Any]														=		convert_checkpoint_helper(config.max_position_embeddings			,							lowerCAmelCase )

  print(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__":
      lowerCAmelCase_        =			argparse.ArgumentParser()
      # Required parameters
      parser.add_argument(
          """--pytorch_model_path""", default=None, type=str, required=True, help="""Path to Mra pytorch checkpoint."""
      )
      parser.add_argument(
          """--config_file""",
          default=None,
          type=str,
          required=True,
          help="""The json file for Mra model config.""",
      )
      parser.add_argument(
          """--pytorch_dump_path""", default=None, type=str, required=True, help="""Path to the output PyTorch model."""
      )
      lowerCAmelCase_        =			parser.parse_args()
      convert_mra_checkpoint(args.pytorch_model_path, args.config_file, args.pytorch_dump_path)




