




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_							(   _SCREAMING_SNAKE_CASE      ):


 '''simple docstring'''







 lowercase_       					=					"mock"



 def __init__(							self						:	Optional[Any]       ,       *_lowerCAmelCase						:	Optional[Any]       ,       _lowerCAmelCase						:	Dict       ,       **_lowerCAmelCase						:	Optional[Any]		):
       super().__init__()
       SCREAMING_SNAKE_CASE_					=    LocalFileSystem(*_lowerCAmelCase       ,       **_lowerCAmelCase		)
       SCREAMING_SNAKE_CASE_					=    Path(_lowerCAmelCase		).resolve().as_posix() + '/'



 def    lowerCAmelCase_						(							self						:	Dict       ,       _lowerCAmelCase						:	Union[str, Any]       ,       *_lowerCAmelCase						:	Optional[Any]       ,       **_lowerCAmelCase						:	Optional[int]		):
       SCREAMING_SNAKE_CASE_					=    posixpath.join(self.local_root_dir       ,       self._strip_protocol(_lowerCAmelCase		)		)
       return self._fs.mkdir(_lowerCAmelCase       ,       *_lowerCAmelCase       ,       **_lowerCAmelCase		)



 def    lowerCAmelCase_						(							self						:	List[str]       ,       _lowerCAmelCase						:	Any       ,       *_lowerCAmelCase						:	Tuple       ,       **_lowerCAmelCase						:	Union[str, Any]		):
       SCREAMING_SNAKE_CASE_					=    posixpath.join(self.local_root_dir       ,       self._strip_protocol(_lowerCAmelCase		)		)
       return self._fs.makedirs(_lowerCAmelCase       ,       *_lowerCAmelCase       ,       **_lowerCAmelCase		)



 def    lowerCAmelCase_						(							self						:	List[Any]       ,       _lowerCAmelCase						:	List[str]		):
       SCREAMING_SNAKE_CASE_					=    posixpath.join(self.local_root_dir       ,       self._strip_protocol(_lowerCAmelCase		)		)
       return self._fs.rmdir(_lowerCAmelCase		)



 def    lowerCAmelCase_						(							self						:	Any       ,       _lowerCAmelCase						:	Any       ,       _lowerCAmelCase						:	Optional[Any]=True       ,       *_lowerCAmelCase						:	Optional[Any]       ,       **_lowerCAmelCase						:	Optional[Any]		):
       SCREAMING_SNAKE_CASE_					=    posixpath.join(self.local_root_dir       ,       self._strip_protocol(_lowerCAmelCase		)		)
       SCREAMING_SNAKE_CASE_					=    self._fs.ls(_lowerCAmelCase       ,       detail=_lowerCAmelCase       ,       *_lowerCAmelCase       ,       **_lowerCAmelCase		)
       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    lowerCAmelCase_						(							self						:	Any       ,       _lowerCAmelCase						:	Dict       ,       *_lowerCAmelCase						:	List[Any]       ,       **_lowerCAmelCase						:	Optional[Any]		):
       SCREAMING_SNAKE_CASE_					=    posixpath.join(self.local_root_dir       ,       self._strip_protocol(_lowerCAmelCase		)		)
       SCREAMING_SNAKE_CASE_					=    dict(self._fs.info(_lowerCAmelCase       ,       *_lowerCAmelCase       ,       **_lowerCAmelCase		)		)
       SCREAMING_SNAKE_CASE_					=    out['name'][len(self.local_root_dir		) :]
       return out



 def    lowerCAmelCase_						(							self						:	Union[str, Any]       ,       _lowerCAmelCase						:	Union[str, Any]       ,       _lowerCAmelCase						:	List[str]       ,       *_lowerCAmelCase						:	Any       ,       **_lowerCAmelCase						:	Tuple		):
       SCREAMING_SNAKE_CASE_					=    posixpath.join(self.local_root_dir       ,       self._strip_protocol(_lowerCAmelCase		)		)
       SCREAMING_SNAKE_CASE_					=    posixpath.join(self.local_root_dir       ,       self._strip_protocol(_lowerCAmelCase		)		)
       return self._fs.cp_file(_lowerCAmelCase       ,       _lowerCAmelCase       ,       *_lowerCAmelCase       ,       **_lowerCAmelCase		)



 def    lowerCAmelCase_						(							self						:	Any       ,       _lowerCAmelCase						:	Any       ,       *_lowerCAmelCase						:	int       ,       **_lowerCAmelCase						:	int		):
       SCREAMING_SNAKE_CASE_					=    posixpath.join(self.local_root_dir       ,       self._strip_protocol(_lowerCAmelCase		)		)
       return self._fs.rm_file(_lowerCAmelCase       ,       *_lowerCAmelCase       ,       **_lowerCAmelCase		)



 def    lowerCAmelCase_						(							self						:	str       ,       _lowerCAmelCase						:	Any       ,       *_lowerCAmelCase						:	Dict       ,       **_lowerCAmelCase						:	int		):
       SCREAMING_SNAKE_CASE_					=    posixpath.join(self.local_root_dir       ,       self._strip_protocol(_lowerCAmelCase		)		)
       return self._fs.rm(_lowerCAmelCase       ,       *_lowerCAmelCase       ,       **_lowerCAmelCase		)



 def    lowerCAmelCase_						(							self						:	Union[str, Any]       ,       _lowerCAmelCase						:	Optional[int]       ,       *_lowerCAmelCase						:	Any       ,       **_lowerCAmelCase						:	Tuple		):
       SCREAMING_SNAKE_CASE_					=    posixpath.join(self.local_root_dir       ,       self._strip_protocol(_lowerCAmelCase		)		)
       return self._fs._open(_lowerCAmelCase       ,       *_lowerCAmelCase       ,       **_lowerCAmelCase		)



 def    lowerCAmelCase_						(							self						:	Optional[Any]       ,       _lowerCAmelCase						:	List[str]		):
       SCREAMING_SNAKE_CASE_					=    posixpath.join(self.local_root_dir       ,       self._strip_protocol(_lowerCAmelCase		)		)
       return self._fs.created(_lowerCAmelCase		)



 def    lowerCAmelCase_						(							self						:	int       ,       _lowerCAmelCase						:	int		):
       SCREAMING_SNAKE_CASE_					=    posixpath.join(self.local_root_dir       ,       self._strip_protocol(_lowerCAmelCase		)		)
       return self._fs.modified(_lowerCAmelCase		)




 @classmethod
 def    lowerCAmelCase_						(							cls						:	int       ,       _lowerCAmelCase						:	Optional[int]		):
       SCREAMING_SNAKE_CASE_					=    stringify_path(_lowerCAmelCase		)
       if path.startswith('mock://'		):
             SCREAMING_SNAKE_CASE_					=    path[7:]
       return path





class  lowerCamelCase_							(   _SCREAMING_SNAKE_CASE      ):


 '''simple docstring'''







 lowercase_       					=					"tmp"
 lowercase_       					=					None



 def __init__(							self						:	str       ,       *_lowerCAmelCase						:	Optional[Any]       ,       **_lowerCAmelCase						:	Optional[Any]		):
       assert self.tmp_dir is not None, "TmpDirFileSystem.tmp_dir is not set"
       super().__init__(*_lowerCAmelCase       ,       **_lowerCAmelCase       ,       local_root_dir=self.tmp_dir       ,       auto_mkdir=_lowerCAmelCase		)




 @classmethod
 def    lowerCAmelCase_						(							cls						:	Any       ,       _lowerCAmelCase						:	Optional[Any]		):
       SCREAMING_SNAKE_CASE_					=    stringify_path(_lowerCAmelCase		)
       if path.startswith('tmp://'		):
             SCREAMING_SNAKE_CASE_					=    path[6:]
       return path


@pytest.fixture
def       UpperCAmelCase_							(   )      ->				Dict:
      SCREAMING_SNAKE_CASE_					=    MockFileSystem
      SCREAMING_SNAKE_CASE_					=    TmpDirFileSystem
      yield
      del _fsspec_registry["mock"]
      del _fsspec_registry["tmp"]

@pytest.fixture
def       UpperCAmelCase_							(   __UpperCAmelCase		:			List[Any]    ,    __UpperCAmelCase		:			Union[str, Any]							)      ->				str:
      SCREAMING_SNAKE_CASE_					=    tmp_path_factory.mktemp('mockfs'							)
      return MockFileSystem(local_root_dir=__UpperCAmelCase    ,    auto_mkdir=__UpperCAmelCase							)





@pytest.fixture
def       UpperCAmelCase_							(   __UpperCAmelCase		:			str    ,    __UpperCAmelCase		:			Optional[Any]							)      ->				str:
      SCREAMING_SNAKE_CASE_					=    tmp_path_factory.mktemp('tmpfs'							)
      with patch.object(__UpperCAmelCase    ,    'tmp_dir'    ,    __UpperCAmelCase							):
            yield TmpDirFileSystem()





import os
from pathlib import Path
from typing import Dict, List

import fire
import torch

from transformers import AutoModelForSeqaSeqLM, AutoTokenizer
from transformers.utils.logging import get_logger


lowerCamelCase__				:     Optional[Any]			       =							get_logger(__name__)

def       UpperCAmelCase_							(   __UpperCAmelCase		:			str    ,    __UpperCAmelCase		:			str							)      ->				List[str]:
      if text.startswith(__UpperCAmelCase							):
            return text[len(__UpperCAmelCase							) :]
      return text  # or whatever

def       UpperCAmelCase_							(   __UpperCAmelCase		:			Union[str, Any]							)      ->				List[Any]:
      return {remove_prefix(__UpperCAmelCase    ,    'model.'							): v for k, v in sd.items()}

def       UpperCAmelCase_							(   __UpperCAmelCase		:			List[Dict[str, torch.Tensor]]							)      ->				Dict:
      SCREAMING_SNAKE_CASE_					=    {}
      for k in state_dicts[0].keys():
            SCREAMING_SNAKE_CASE_					=    [sd[k] for sd in state_dicts]
            SCREAMING_SNAKE_CASE_					=    sum(__UpperCAmelCase							) / len(__UpperCAmelCase							)
            assert isinstance(__UpperCAmelCase    ,    torch.Tensor							)
            SCREAMING_SNAKE_CASE_					=    new_t
      return new_sd

def       UpperCAmelCase_							(   __UpperCAmelCase		:			str    ,    __UpperCAmelCase		:			str    ,    __UpperCAmelCase		:			str							)      ->				None:
      SCREAMING_SNAKE_CASE_					=    AutoModelForSeqaSeqLM.from_pretrained(__UpperCAmelCase							)
      if os.path.isfile(__UpperCAmelCase							):
            SCREAMING_SNAKE_CASE_					=    [pl_ckpt_path]
      else:
            assert os.path.isdir(__UpperCAmelCase							)
            SCREAMING_SNAKE_CASE_					=    list(Path(__UpperCAmelCase							).glob('*.ckpt'							)							)
            assert ckpt_files, f"could not find any ckpt files inside the {pl_ckpt_path} directory"

      if len(__UpperCAmelCase							) > 1:
            logger.info(f"averaging the weights of {ckpt_files}"							)

      SCREAMING_SNAKE_CASE_					=    [sanitize(torch.load(__UpperCAmelCase    ,    map_location='cpu'							)['state_dict']							) for x in ckpt_files]
      SCREAMING_SNAKE_CASE_					=    average_state_dicts(__UpperCAmelCase							)

      SCREAMING_SNAKE_CASE_		,				SCREAMING_SNAKE_CASE_					=    hf_model.load_state_dict(__UpperCAmelCase    ,    strict=__UpperCAmelCase							)
      assert not missing, f"missing keys: {missing}"
      hf_model.save_pretrained(__UpperCAmelCase							)
      try:
            SCREAMING_SNAKE_CASE_					=    AutoTokenizer.from_pretrained(__UpperCAmelCase							)
            tok.save_pretrained(__UpperCAmelCase							)
      except Exception:
            pass
            # dont copy tokenizer if cant


if __name__ == "__main__":
   fire.Fire(convert_pl_to_hf)