




import argparse

import torch

from transformers import YosoConfig, YosoForMaskedLM



def       UpperCAmelCase__  (     lowerCamelCase   ):
  if "model" in orig_key:
    lowercase    :Optional[int]      	=						orig_key.replace("model.",			""   )
  if "norm1" in orig_key:
    lowercase    :List[str]      	=						orig_key.replace("norm1",			"attention.output.LayerNorm"   )
  if "norm2" in orig_key:
    lowercase    :List[Any]      	=						orig_key.replace("norm2",			"output.LayerNorm"   )
  if "norm" in orig_key:
    lowercase    :int      	=						orig_key.replace("norm",			"LayerNorm"   )
  if "transformer" in orig_key:
    lowercase    :Optional[int]      	=						orig_key.split("."   )[0].split("_"   )[-1]
    lowercase    :Union[str, Any]      	=						orig_key.replace(F"transformer_{layer_num}",			F"encoder.layer.{layer_num}"   )
  if "mha.attn" in orig_key:
    lowercase    :Union[str, Any]      	=						orig_key.replace("mha.attn",			"attention.self"   )
  if "mha" in orig_key:
    lowercase    :int      	=						orig_key.replace("mha",			"attention"   )
  if "W_q" in orig_key:
    lowercase    :Dict      	=						orig_key.replace("W_q",			"self.query"   )
  if "W_k" in orig_key:
    lowercase    :Tuple      	=						orig_key.replace("W_k",			"self.key"   )
  if "W_v" in orig_key:
    lowercase    :Dict      	=						orig_key.replace("W_v",			"self.value"   )
  if "ff1" in orig_key:
    lowercase    :List[Any]      	=						orig_key.replace("ff1",			"intermediate.dense"   )
  if "ff2" in orig_key:
    lowercase    :List[str]      	=						orig_key.replace("ff2",			"output.dense"   )
  if "ff" in orig_key:
    lowercase    :str      	=						orig_key.replace("ff",			"output.dense"   )
  if "mlm_class" in orig_key:
    lowercase    :List[str]      	=						orig_key.replace("mlm.mlm_class",			"cls.predictions.decoder"   )
  if "mlm" in orig_key:
    lowercase    :Optional[int]      	=						orig_key.replace("mlm",			"cls.predictions.transform"   )
  if "cls" not in orig_key:
    lowercase    :List[Any]      	=						"yoso." + orig_key

  return orig_key



def       UpperCAmelCase__  (     lowerCamelCase,			lowerCamelCase   ):
  for key in orig_state_dict.copy().keys():
    lowercase    :List[str]      	=						orig_state_dict.pop(lowerCamelCase   )

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

  lowercase    :Union[str, Any]      	=						orig_state_dict["cls.predictions.decoder.bias"]
  lowercase    :Optional[Any]      	=						torch.arange(lowerCamelCase   ).expand((1, -1)   ) + 2

  return orig_state_dict



def       UpperCAmelCase__  (     lowerCamelCase,			lowerCamelCase,			lowerCamelCase   ):
  lowercase    :Tuple      	=						torch.load(lowerCamelCase,			map_location="cpu"   )["model_state_dict"]
  lowercase    :List[str]      	=						YosoConfig.from_json_file(lowerCamelCase   )
  lowercase    :str      	=						YosoForMaskedLM(lowerCamelCase   )

  lowercase    :Union[str, 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__":
     _UpperCAmelCase	:						List[Any]			=     argparse.ArgumentParser()
     # Required parameters
     parser.add_argument(
         "--pytorch_model_path", default=None, type=str, required=True, help="Path to YOSO pytorch checkpoint."
     )
     parser.add_argument(
         "--config_file",
         default=None,
         type=str,
         required=True,
         help="The json file for YOSO model config.",
     )
     parser.add_argument(
         "--pytorch_dump_path", default=None, type=str, required=True, help="Path to the output PyTorch model."
     )
     _UpperCAmelCase	:						Union[str, Any]			=     parser.parse_args()
     convert_yoso_checkpoint(args.pytorch_model_path, args.config_file, args.pytorch_dump_path)









from collections.abc import Generator
from math import sin



def       UpperCAmelCase__  (     lowerCamelCase   ):
  if len(lowerCamelCase   ) != 32:
    raise ValueError("Input must be of length 32"   )

  lowercase    :Any      	=						B""
  for i in [3, 2, 1, 0]:
    little_endian += string_aa[8 * i : 8 * i + 8]
  return little_endian



def       UpperCAmelCase__  (     lowerCamelCase   ):
  if i < 0:
    raise ValueError("Input must be non-negative"   )

  lowercase    :List[Any]      	=						format(lowerCamelCase,			"08x"   )[-8:]
  lowercase    :Tuple      	=						B""
  for i in [3, 2, 1, 0]:
    little_endian_hex += hex_rep[2 * i : 2 * i + 2].encode("utf-8"   )
  return little_endian_hex



def       UpperCAmelCase__  (     lowerCamelCase   ):
  lowercase    :Union[str, Any]      	=						B""
  for char in message:
    bit_string += format(lowerCamelCase,			"08b"   ).encode("utf-8"   )
  lowercase    :str      	=						format(len(lowerCamelCase   ),			"064b"   ).encode("utf-8"   )

  # Pad bit_string to a multiple of 512 chars
  bit_string += b"1"
  while len(lowerCamelCase   ) % 512 != 448:
    bit_string += b"0"
  bit_string += to_little_endian(start_len[32:]   ) + to_little_endian(start_len[:32]   )

  return bit_string



def       UpperCAmelCase__  (     lowerCamelCase   ):
  if len(lowerCamelCase   ) % 512 != 0:
    raise ValueError("Input must have length that's a multiple of 512"   )

  for pos in range(0,			len(lowerCamelCase   ),			512   ):
    lowercase    :List[str]      	=						bit_string[pos : pos + 512]
    lowercase    :int      	=						[]
    for i in range(0,			512,			32   ):
      block_words.append(int(to_little_endian(block[i : i + 32]   ),			2   )   )
    yield block_words



def       UpperCAmelCase__  (     lowerCamelCase   ):
  if i < 0:
    raise ValueError("Input must be non-negative"   )

  lowercase    :List[str]      	=						format(lowerCamelCase,			"032b"   )
  lowercase    :Optional[Any]      	=						""
  for c in i_str:
    new_str += "1" if c == "0" else "0"
  return int(lowerCamelCase,			2   )



def       UpperCAmelCase__  (     lowerCamelCase,			lowerCamelCase   ):
  return (a + b) % 2**32



def       UpperCAmelCase__  (     lowerCamelCase,			lowerCamelCase   ):
  if i < 0:
    raise ValueError("Input must be non-negative"   )
  if shift < 0:
    raise ValueError("Shift must be non-negative"   )
  return ((i << shift) ^ (i >> (32 - shift))) % 2**32



def       UpperCAmelCase__  (     lowerCamelCase   ):
  lowercase    :Tuple      	=						preprocess(lowerCamelCase   )

  lowercase    :Tuple      	=						[int(2**32 * abs(sin(i + 1   )   )   ) for i in range(64   )]

  # Starting states
  lowercase    :Optional[Any]      	=						0X6745_2301
  lowercase    :Union[str, Any]      	=						0XEFCD_AB89
  lowercase    :Optional[int]      	=						0X98BA_DCFE
  lowercase    :str      	=						0X1032_5476

  lowercase    :str      	=						[
      7,
      12,
      17,
      22,
      7,
      12,
      17,
      22,
      7,
      12,
      17,
      22,
      7,
      12,
      17,
      22,
      5,
      9,
      14,
      20,
      5,
      9,
      14,
      20,
      5,
      9,
      14,
      20,
      5,
      9,
      14,
      20,
      4,
      11,
      16,
      23,
      4,
      11,
      16,
      23,
      4,
      11,
      16,
      23,
      4,
      11,
      16,
      23,
      6,
      10,
      15,
      21,
      6,
      10,
      15,
      21,
      6,
      10,
      15,
      21,
      6,
      10,
      15,
      21,
  ]

  # Process bit string in chunks, each with 16 32-char words
  for block_words in get_block_words(lowerCamelCase   ):
    lowercase    :str      	=						aa
    lowercase    :int      	=						ba
    lowercase    :int      	=						ca
    lowercase    :List[str]      	=						da

    # Hash current chunk
    for i in range(64   ):
      if i <= 15:
        # f = (b & c) | (not_32(b) & d)     # Alternate definition for f
        lowercase    :Optional[int]      	=						d ^ (b & (c ^ d))
        lowercase    :Optional[Any]      	=						i
      elif i <= 31:
        # f = (d & b) | (not_32(d) & c)     # Alternate definition for f
        lowercase    :Any      	=						c ^ (d & (b ^ c))
        lowercase    :Union[str, Any]      	=						(5 * i + 1) % 16
      elif i <= 47:
        lowercase    :Any      	=						b ^ c ^ d
        lowercase    :List[Any]      	=						(3 * i + 5) % 16
      else:
        lowercase    :List[Any]      	=						c ^ (b | not_aa(lowerCamelCase   ))
        lowercase    :Any      	=						(7 * i) % 16
      lowercase    :Dict      	=						(f + a + added_consts[i] + block_words[g]) % 2**32
      lowercase    :Any      	=						d
      lowercase    :str      	=						c
      lowercase    :Union[str, Any]      	=						b
      lowercase    :Union[str, Any]      	=						sum_aa(lowerCamelCase,			left_rotate_aa(lowerCamelCase,			shift_amounts[i]   )   )

    # Add hashed chunk to running total
    lowercase    :Optional[Any]      	=						sum_aa(lowerCamelCase,			lowerCamelCase   )
    lowercase    :List[Any]      	=						sum_aa(lowerCamelCase,			lowerCamelCase   )
    lowercase    :List[str]      	=						sum_aa(lowerCamelCase,			lowerCamelCase   )
    lowercase    :Union[str, Any]      	=						sum_aa(lowerCamelCase,			lowerCamelCase   )

  lowercase    :int      	=						reformat_hex(lowerCamelCase   ) + reformat_hex(lowerCamelCase   ) + reformat_hex(lowerCamelCase   ) + reformat_hex(lowerCamelCase   )
  return digest


if __name__ == "__main__":
     import doctest

     doctest.testmod()



