"""simple docstring"""






import argparse
import glob
import importlib.util
import os
import re

import black
from doc_builder.style_doc import style_docstrings_in_code


# All paths are set with the intent you should run this script from the root of the repo with the command
# python utils/check_copies.py
__A			   = "src/diffusers"
__A			   = "."


# This is to make sure the diffusers module imported is the one in the repo.
__A			   = importlib.util.spec_from_file_location(
    "diffusers",
    os.path.join(DIFFUSERS_PATH, "__init__.py"),
    submodule_search_locations=[DIFFUSERS_PATH],
)
__A			   = spec.loader.load_module()



def SCREAMING_SNAKE_CASE__			(   __UpperCAmelCase       ,    __UpperCAmelCase )  ->  Union[str, Any]:
   return line.startswith(__UpperCAmelCase ) or len(__UpperCAmelCase ) <= 1 or re.search(R'''^\s*\)(\s*->.*:|:)\s*$'''       ,    __UpperCAmelCase ) is not None



def SCREAMING_SNAKE_CASE__			(   __UpperCAmelCase )  ->  str:
   lowercase__:   Union[str, Any]					=      object_name.split('''.''' )
   lowercase__:   str					=      0

   # First let's find the module where our object lives.
   lowercase__:   List[Any]					=      parts[i]
   while i < len(__UpperCAmelCase ) and not os.path.isfile(os.path.join(__UpperCAmelCase       ,    F"""{module}.py""" ) ):
      i += 1
      if i < len(__UpperCAmelCase ):
         lowercase__:   Union[str, Any]					=      os.path.join(__UpperCAmelCase       ,    parts[i] )
   if i >= len(__UpperCAmelCase ):
      raise ValueError(F"""`object_name` should begin with the name of a module of diffusers but got {object_name}.""" )

   with open(os.path.join(__UpperCAmelCase       ,    F"""{module}.py""" )       ,    '''r'''       ,    encoding='''utf-8'''       ,    newline='''\n''' ) as f:
      lowercase__:   Dict					=      f.readlines()

   # Now let's find the class / func in the code!
   lowercase__:   str					=      ''''''
   lowercase__:   Tuple					=      0
   for name in parts[i + 1 :]:
      while (
          line_index < len(__UpperCAmelCase ) and re.search(RF"""^{indent}(class|def)\s+{name}(\(|\:)"""       ,    lines[line_index] ) is None
      ):
         line_index += 1
      indent += "    "
      line_index += 1

   if line_index >= len(__UpperCAmelCase ):
      raise ValueError(F""" {object_name} does not match any function or class in {module}.""" )

   # We found the beginning of the class / func, now let's find the end (when the indent diminishes).
   lowercase__:   str					=      line_index
   while line_index < len(__UpperCAmelCase ) and _should_continue(lines[line_index]       ,    __UpperCAmelCase ):
      line_index += 1
   # Clean up empty lines at the end (if any).
   while len(lines[line_index - 1] ) <= 1:
      line_index -= 1

   lowercase__:   Union[str, Any]					=      lines[start_index:line_index]
   return "".join(__UpperCAmelCase )


__A			   = re.compile(R"^(\s*)#\s*Copied from\s+diffusers\.(\S+\.\S+)\s*($|\S.*$)")
__A			   = re.compile(R"^\s*(\S+)->(\S+)(\s+.*|$)")
__A			   = re.compile(R"<FILL\s+[^>]*>")



def SCREAMING_SNAKE_CASE__			(   __UpperCAmelCase )  ->  int:
   lowercase__:   int					=      code.split('''\n''' )
   lowercase__:   str					=      0
   while idx < len(__UpperCAmelCase ) and len(lines[idx] ) == 0:
      idx += 1
   if idx < len(__UpperCAmelCase ):
      return re.search(R'''^(\s*)\S'''       ,    lines[idx] ).groups()[0]
   return ""



def SCREAMING_SNAKE_CASE__			(   __UpperCAmelCase )  ->  Optional[Any]:
   lowercase__:   Dict					=      len(get_indent(__UpperCAmelCase ) ) > 0
   if has_indent:
      lowercase__:   Tuple					=      F"""class Bla:\n{code}"""
   lowercase__:   Dict					=      black.Mode(target_versions={black.TargetVersion.PYaa}       ,    line_length=1_1_9       ,    preview=__UpperCAmelCase )
   lowercase__:   Union[str, Any]					=      black.format_str(__UpperCAmelCase       ,    mode=__UpperCAmelCase )
   lowercase__, lowercase__:   int					=      style_docstrings_in_code(__UpperCAmelCase )
   return result[len('''class Bla:\n''' ) :] if has_indent else result



def SCREAMING_SNAKE_CASE__			(   __UpperCAmelCase       ,    __UpperCAmelCase=False )  ->  List[Any]:
   with open(__UpperCAmelCase       ,    '''r'''       ,    encoding='''utf-8'''       ,    newline='''\n''' ) as f:
      lowercase__:   Tuple					=      f.readlines()
   lowercase__:   Optional[int]					=      []
   lowercase__:   Optional[Any]					=      0
   # Not a for loop cause `lines` is going to change (if `overwrite=True`).
   while line_index < len(__UpperCAmelCase ):
      lowercase__:   Tuple					=      _re_copy_warning.search(lines[line_index] )
      if search is None:
         line_index += 1
         continue

      # There is some copied code here, let's retrieve the original.
      lowercase__, lowercase__, lowercase__:   Tuple					=      search.groups()
      lowercase__:   Optional[int]					=      find_code_in_diffusers(__UpperCAmelCase )
      lowercase__:   Dict					=      get_indent(__UpperCAmelCase )

      lowercase__:   List[str]					=      line_index + 1 if indent == theoretical_indent else line_index + 2
      lowercase__:   Optional[Any]					=      theoretical_indent
      lowercase__:   Optional[int]					=      start_index

      # Loop to check the observed code, stop when indentation diminishes or if we see a End copy comment.
      lowercase__:   Optional[Any]					=      True
      while line_index < len(__UpperCAmelCase ) and should_continue:
         line_index += 1
         if line_index >= len(__UpperCAmelCase ):
            break
         lowercase__:   Tuple					=      lines[line_index]
         lowercase__:   Union[str, Any]					=      _should_continue(__UpperCAmelCase       ,    __UpperCAmelCase ) and re.search(F"""^{indent}# End copy"""       ,    __UpperCAmelCase ) is None
      # Clean up empty lines at the end (if any).
      while len(lines[line_index - 1] ) <= 1:
         line_index -= 1

      lowercase__:   int					=      lines[start_index:line_index]
      lowercase__:   Optional[int]					=      ''''''.join(__UpperCAmelCase )

      # Remove any nested `Copied from` comments to avoid circular copies
      lowercase__:   Optional[Any]					=      [line for line in theoretical_code.split('''\n''' ) if _re_copy_warning.search(__UpperCAmelCase ) is None]
      lowercase__:   Any					=      '''\n'''.join(__UpperCAmelCase )

      # Before comparing, use the `replace_pattern` on the original code.
      if len(__UpperCAmelCase ) > 0:
         lowercase__:   List[str]					=      replace_pattern.replace('''with'''       ,    '''''' ).split(''',''' )
         lowercase__:   Dict					=      [_re_replace_pattern.search(__UpperCAmelCase ) for p in patterns]
         for pattern in patterns:
            if pattern is None:
               continue
            lowercase__, lowercase__, lowercase__:   Optional[int]					=      pattern.groups()
            lowercase__:   Tuple					=      re.sub(__UpperCAmelCase       ,    __UpperCAmelCase       ,    __UpperCAmelCase )
            if option.strip() == "all-casing":
               lowercase__:   str					=      re.sub(obja.lower()       ,    obja.lower()       ,    __UpperCAmelCase )
               lowercase__:   str					=      re.sub(obja.upper()       ,    obja.upper()       ,    __UpperCAmelCase )

            # Blackify after replacement. To be able to do that, we need the header (class or function definition)
            # from the previous line
         lowercase__:   Optional[int]					=      blackify(lines[start_index - 1] + theoretical_code )
         lowercase__:   List[Any]					=      theoretical_code[len(lines[start_index - 1] ) :]

      # Test for a diff and act accordingly.
      if observed_code != theoretical_code:
         diffs.append([object_name, start_index] )
         if overwrite:
            lowercase__:   Tuple					=      lines[:start_index] + [theoretical_code] + lines[line_index:]
            lowercase__:   List[str]					=      start_index + 1

   if overwrite and len(__UpperCAmelCase ) > 0:
      # Warn the user a file has been modified.
      print(F"""Detected changes, rewriting {filename}.""" )
      with open(__UpperCAmelCase       ,    '''w'''       ,    encoding='''utf-8'''       ,    newline='''\n''' ) as f:
         f.writelines(__UpperCAmelCase )
   return diffs



def SCREAMING_SNAKE_CASE__			(   __UpperCAmelCase = False )  ->  Tuple:
   lowercase__:   Optional[int]					=      glob.glob(os.path.join(__UpperCAmelCase       ,    '''**/*.py''' )       ,    recursive=__UpperCAmelCase )
   lowercase__:   str					=      []
   for filename in all_files:
      lowercase__:   Dict					=      is_copy_consistent(__UpperCAmelCase       ,    __UpperCAmelCase )
      diffs += [F"""- {filename}: copy does not match {d[0]} at line {d[1]}""" for d in new_diffs]
   if not overwrite and len(__UpperCAmelCase ) > 0:
      lowercase__:   Union[str, Any]					=      '''\n'''.join(__UpperCAmelCase )
      raise Exception(
          '''Found the following copy inconsistencies:\n'''
          + diff
          + '''\nRun `make fix-copies` or `python utils/check_copies.py --fix_and_overwrite` to fix them.''' )


if __name__ == "__main__":
       __A			   = argparse.ArgumentParser()
       parser.add_argument("--fix_and_overwrite", action="store_true", help="Whether to fix inconsistencies.")
       __A			   = parser.parse_args()

       check_copies(args.fix_and_overwrite)

"""simple docstring"""






import json
from typing import List, Optional, Tuple

from tokenizers import normalizers

from ....tokenization_utils_fast import PreTrainedTokenizerFast
from ....utils import logging
from .tokenization_retribert import RetriBertTokenizer


__A			   = logging.get_logger(__name__)

__A			   = {"vocab_file": "vocab.txt", "tokenizer_file": "tokenizer.json"}

__A			   = {
    "vocab_file": {
        "yjernite/retribert-base-uncased": (
            "https://huggingface.co/yjernite/retribert-base-uncased/resolve/main/vocab.txt"
        ),
    },
    "tokenizer_file": {
        "yjernite/retribert-base-uncased": (
            "https://huggingface.co/yjernite/retribert-base-uncased/resolve/main/tokenizer.json"
        ),
    },
}

__A			   = {
    "yjernite/retribert-base-uncased": 5_1_2,
}


__A			   = {
    "yjernite/retribert-base-uncased": {"do_lower_case": True},
}


class     UpperCAmelCase						(_UpperCAmelCase  ):



    """simple docstring"""

    _UpperCAmelCase	:Dict						    = VOCAB_FILES_NAMES
    _UpperCAmelCase	:str						    = PRETRAINED_VOCAB_FILES_MAP
    _UpperCAmelCase	:Optional[int]						    = PRETRAINED_POSITIONAL_EMBEDDINGS_SIZES
    _UpperCAmelCase	:Optional[int]						    = PRETRAINED_INIT_CONFIGURATION
    _UpperCAmelCase	:str						    = RetriBertTokenizer
    _UpperCAmelCase	:List[str]						    = ["input_ids", "attention_mask"]






    def __init__(   self    ,			_UpperCAmelCase=None    ,			_UpperCAmelCase=None    ,			_UpperCAmelCase=True    ,			_UpperCAmelCase="[UNK]"    ,			_UpperCAmelCase="[SEP]"    ,			_UpperCAmelCase="[PAD]"    ,			_UpperCAmelCase="[CLS]"    ,			_UpperCAmelCase="[MASK]"    ,			_UpperCAmelCase=True    ,			_UpperCAmelCase=None    ,			**_UpperCAmelCase    ,			):
       super().__init__(
           _UpperCAmelCase    ,			tokenizer_file=_UpperCAmelCase    ,			do_lower_case=_UpperCAmelCase    ,			unk_token=_UpperCAmelCase    ,			sep_token=_UpperCAmelCase    ,			pad_token=_UpperCAmelCase    ,			cls_token=_UpperCAmelCase    ,			mask_token=_UpperCAmelCase    ,			tokenize_chinese_chars=_UpperCAmelCase    ,			strip_accents=_UpperCAmelCase    ,			**_UpperCAmelCase    ,			)

       lowercase__:   Optional[Any]					=      json.loads(self.backend_tokenizer.normalizer.__getstate__()							)
       if (
           normalizer_state.get('''lowercase'''    ,			_UpperCAmelCase							) != do_lower_case
           or normalizer_state.get('''strip_accents'''    ,			_UpperCAmelCase							) != strip_accents
           or normalizer_state.get('''handle_chinese_chars'''    ,			_UpperCAmelCase							) != tokenize_chinese_chars
       ):
          lowercase__:   str					=      getattr(_UpperCAmelCase    ,			normalizer_state.pop('''type'''							)							)
          lowercase__:   Optional[Any]					=      do_lower_case
          lowercase__:   Tuple					=      strip_accents
          lowercase__:   str					=      tokenize_chinese_chars
          lowercase__:   Union[str, Any]					=      normalizer_class(**_UpperCAmelCase							)

       lowercase__:   List[str]					=      do_lower_case






    def _snake_case			(   self    ,			_UpperCAmelCase    ,			_UpperCAmelCase=None							):
       lowercase__:   Union[str, Any]					=      [self.cls_token_id] + token_ids_a + [self.sep_token_id]

       if token_ids_a:
          output += token_ids_a + [self.sep_token_id]

       return output






    def _snake_case			(   self    ,			_UpperCAmelCase    ,			_UpperCAmelCase = None							):
       lowercase__:   Optional[int]					=      [self.sep_token_id]
       lowercase__:   Union[str, Any]					=      [self.cls_token_id]
       if token_ids_a is None:
          return len(cls + token_ids_a + sep							) * [0]
       return len(cls + token_ids_a + sep							) * [0] + len(token_ids_a + sep							) * [1]






    def _snake_case			(   self    ,			_UpperCAmelCase    ,			_UpperCAmelCase = None							):
       lowercase__:   List[str]					=      self._tokenizer.model.save(_UpperCAmelCase    ,			name=_UpperCAmelCase							)
       return tuple(_UpperCAmelCase							)
