




import json
import os
from typing import List, Optional, Tuple

from ...tokenization_utils import PreTrainedTokenizer
from ...utils import logging


_lowerCAmelCase    : Any		= logging.get_logger(__name__)

_lowerCAmelCase    : Dict		= {
    "vocab_file": "vocab.json",
    "merges_file": "merges.txt",
}

_lowerCAmelCase    : Dict		= {
    "vocab_file": {
        "microsoft/biogpt": "https://huggingface.co/microsoft/biogpt/resolve/main/vocab.json",
    },
    "merges_file": {"microsoft/biogpt": "https://huggingface.co/microsoft/biogpt/resolve/main/merges.txt"},
}

_lowerCAmelCase    : List[str]		= {
    "microsoft/biogpt": 1_0_2_4,
}



def     lowerCAmelCase		(		_lowerCAmelCase				: Optional[Any]						):




 """simple docstring"""







 UpperCAmelCase__							=    set()
 UpperCAmelCase__							=    word[0]
 for char in word[1:]:
  pairs.add((prev_char, char)						)
  UpperCAmelCase__							=    char
 return pairs


class       _UpperCamelCase   (					lowerCAmelCase		):
      UpperCAmelCase_          =		VOCAB_FILES_NAMES
      UpperCAmelCase_          =		PRETRAINED_VOCAB_FILES_MAP
      UpperCAmelCase_          =		PRETRAINED_POSITIONAL_EMBEDDINGS_SIZES
      UpperCAmelCase_          =		["""input_ids""", """attention_mask"""]
      def __init__(      self :int			,   lowerCamelCase :List[Any]			,   lowerCamelCase :Union[str, Any]			,   lowerCamelCase :int="<unk>"			,   lowerCamelCase :Dict="<s>"			,   lowerCamelCase :List[str]="</s>"			,   lowerCamelCase :List[str]="</s>"			,   lowerCamelCase :int="<pad>"			,   **lowerCamelCase :Dict			,   )  ->      Any:
       super().__init__(
           bos_token=lowerCamelCase			,   eos_token=lowerCamelCase			,   sep_token=lowerCamelCase			,   unk_token=lowerCamelCase			,   pad_token=lowerCamelCase			,   **lowerCamelCase			,   )

       try:
        import sacremoses
       except ImportError:
        raise ImportError(
            "You need to install sacremoses to use BioGptTokenizer. "
            "See https://pypi.org/project/sacremoses/ for installation."   )

       UpperCAmelCase__							=    "en"
       UpperCAmelCase__							=    sacremoses
       # cache of sm.MosesTokenizer instance
       UpperCAmelCase__							=    {}
       UpperCAmelCase__							=    {}
       with open(lowerCamelCase			,   encoding="utf-8"   ) as vocab_handle:
        UpperCAmelCase__							=    json.load(lowerCamelCase   )
       UpperCAmelCase__							=    {v: k for k, v in self.encoder.items()}
       with open(lowerCamelCase			,   encoding="utf-8"   ) as merges_handle:
        UpperCAmelCase__							=    merges_handle.read().split("\n"   )[:-1]
       UpperCAmelCase__							=    [tuple(merge.split()[:2]   ) for merge in merges]
       UpperCAmelCase__							=    dict(zip(lowerCamelCase			,   range(len(lowerCamelCase   )   )   )   )
       UpperCAmelCase__							=    {}
      @property
      def 						UpperCAmelCase_    (      self :Dict   )  ->      str:
       return len(self.encoder   )
      def 						UpperCAmelCase_    (      self :Tuple   )  ->      str:
       return dict(self.encoder			,   **self.added_tokens_encoder   )
      def 						UpperCAmelCase_    (      self :str			,   lowerCamelCase :str			,   lowerCamelCase :Dict   )  ->      Dict:
       if lang not in self.cache_moses_tokenizer:
        UpperCAmelCase__							=    self.sm.MosesTokenizer(lang=lowerCamelCase   )
        UpperCAmelCase__							=    moses_tokenizer
       return self.cache_moses_tokenizer[lang].tokenize(
           lowerCamelCase			,   aggressive_dash_splits=lowerCamelCase			,   return_str=lowerCamelCase			,   escape=lowerCamelCase   )
      def 						UpperCAmelCase_    (      self :Dict			,   lowerCamelCase :List[str]			,   lowerCamelCase :Tuple   )  ->      int:
       if lang not in self.cache_moses_detokenizer:
        UpperCAmelCase__							=    self.sm.MosesDetokenizer(lang=lowerCamelCase   )
        UpperCAmelCase__							=    moses_detokenizer
       return self.cache_moses_detokenizer[lang].detokenize(lowerCamelCase   )
      def 						UpperCAmelCase_    (      self :Dict			,   lowerCamelCase :Optional[int]   )  ->      Dict:
       UpperCAmelCase__							=    tuple(token[:-1]   ) + (token[-1] + "</w>",)
       if token in self.cache:
        return self.cache[token]
       UpperCAmelCase__							=    get_pairs(lowerCamelCase   )

       if not pairs:
        return token + "</w>"

       while True:
        UpperCAmelCase__							=    min(lowerCamelCase			,   key=lambda lowerCamelCase   : self.bpe_ranks.get(lowerCamelCase			,   float("inf"   )   )   )
        if bigram not in self.bpe_ranks:
         break
        UpperCAmelCase__			,			UpperCAmelCase__							=    bigram
        UpperCAmelCase__							=    []
        UpperCAmelCase__							=    0
        while i < len(lowerCamelCase   ):
         try:
          UpperCAmelCase__							=    word.index(lowerCamelCase			,   lowerCamelCase   )
         except ValueError:
          new_word.extend(word[i:]   )
          break
         else:
          new_word.extend(word[i:j]   )
          UpperCAmelCase__							=    j

         if word[i] == first and i < len(lowerCamelCase   ) - 1 and word[i + 1] == second:
          new_word.append(first + second   )
          i += 2
         else:
          new_word.append(word[i]   )
          i += 1
        UpperCAmelCase__							=    tuple(lowerCamelCase   )
        UpperCAmelCase__							=    new_word
        if len(lowerCamelCase   ) == 1:
         break
        else:
         UpperCAmelCase__							=    get_pairs(lowerCamelCase   )
       UpperCAmelCase__							=    " ".join(lowerCamelCase   )
       if word == "\n  </w>":
        UpperCAmelCase__							=    "\n</w>"
       UpperCAmelCase__							=    word
       return word
      def 						UpperCAmelCase_    (      self :Union[str, Any]			,   lowerCamelCase :Optional[int]			,   lowerCamelCase :List[str]=False   )  ->      List[Any]:
       if bypass_tokenizer:
        UpperCAmelCase__							=    text.split()
       else:
        UpperCAmelCase__							=    self.moses_tokenize(lowerCamelCase			,   self.lang   )

       UpperCAmelCase__							=    []
       for token in text:
        if token:
         split_tokens.extend(list(self.bpe(lowerCamelCase   ).split(" "   )   )   )

       return split_tokens
      def 						UpperCAmelCase_    (      self :List[Any]			,   lowerCamelCase :List[str]   )  ->      Union[str, Any]:
       return self.encoder.get(lowerCamelCase			,   self.encoder.get(self.unk_token   )   )
      def 						UpperCAmelCase_    (      self :Dict			,   lowerCamelCase :List[Any]   )  ->      Any:
       return self.decoder.get(lowerCamelCase			,   self.unk_token   )
      def 						UpperCAmelCase_    (      self :Optional[int]			,   lowerCamelCase :Union[str, Any]   )  ->      Tuple:
       UpperCAmelCase__							=    [t.replace(" "			,   ""   ).replace("</w>"			,   " "   ) for t in tokens]
       UpperCAmelCase__							=    "".join(lowerCamelCase   ).split()
       # detokenize
       UpperCAmelCase__							=    self.moses_detokenize(lowerCamelCase			,   self.lang   )
       return text
      def 						UpperCAmelCase_    (      self :Dict			,   lowerCamelCase :List[int]			,   lowerCamelCase :Optional[List[int]] = None   )  ->      List[int]:
       if token_ids_a is None:
        return [self.sep_token_id] + token_ids_a
       UpperCAmelCase__							=    [self.sep_token_id]
       return sep + token_ids_a + sep + token_ids_a
      def 						UpperCAmelCase_    (      self :Any			,   lowerCamelCase :List[int]			,   lowerCamelCase :Optional[List[int]] = None			,   lowerCamelCase :bool = False   )  ->      List[int]:
       if already_has_special_tokens:
        return super().get_special_tokens_mask(
            token_ids_a=lowerCamelCase			,   token_ids_a=lowerCamelCase			,   already_has_special_tokens=lowerCamelCase   )
       # no bos used in fairseq
       if token_ids_a is not None:
        return [1] + ([0] * len(lowerCamelCase   )) + [1] + ([0] * len(lowerCamelCase   ))
       return [1] + ([0] * len(lowerCamelCase   ))
      def 						UpperCAmelCase_    (      self :List[Any]			,   lowerCamelCase :List[int]			,   lowerCamelCase :Optional[List[int]] = None   )  ->      List[int]:
       UpperCAmelCase__							=    [self.sep_token_id]

       # no bos used in fairseq
       if token_ids_a is None:
        return len(token_ids_a + sep   ) * [0]
       return len(token_ids_a + sep   ) * [0] + len(token_ids_a + sep   ) * [1]
      def 						UpperCAmelCase_    (      self :Optional[int]			,   lowerCamelCase :str			,   lowerCamelCase :Optional[str] = None   )  ->      Tuple[str]:
       if not os.path.isdir(lowerCamelCase   ):
        logger.error(f'''Vocabulary path ({save_directory}) should be a directory'''   )
        return
       UpperCAmelCase__							=    os.path.join(
           lowerCamelCase			,   (filename_prefix + "-" if filename_prefix else "") + VOCAB_FILES_NAMES["vocab_file"]   )
       UpperCAmelCase__							=    os.path.join(
           lowerCamelCase			,   (filename_prefix + "-" if filename_prefix else "") + VOCAB_FILES_NAMES["merges_file"]   )

       with open(lowerCamelCase			,   "w"			,   encoding="utf-8"   ) as f:
        f.write(json.dumps(self.encoder			,   indent=2			,   sort_keys=lowerCamelCase			,   ensure_ascii=lowerCamelCase   ) + "\n"   )

       UpperCAmelCase__							=    0
       with open(lowerCamelCase			,   "w"			,   encoding="utf-8"   ) as writer:
        for bpe_tokens, token_index in sorted(self.bpe_ranks.items()			,   key=lambda lowerCamelCase   : kv[1]   ):
         if index != token_index:
          logger.warning(
              f'''Saving vocabulary to {merge_file}: BPE merge indices are not consecutive.'''
              " Please check that the tokenizer is not corrupted!"   )
          UpperCAmelCase__							=    token_index
         writer.write(" ".join(lowerCamelCase   ) + "\n"   )
         index += 1

       return vocab_file, merge_file
      def __getstate__(      self :int   )  ->      Union[str, Any]:
       UpperCAmelCase__							=    self.__dict__.copy()
       UpperCAmelCase__							=    None
       return state







      def __setstate__(      self :Optional[Any]			,   lowerCamelCase :List[Any]   )  ->      Dict:
       UpperCAmelCase__							=    d

       try:
        import sacremoses
       except ImportError:
        raise ImportError(
            "You need to install sacremoses to use XLMTokenizer. "
            "See https://pypi.org/project/sacremoses/ for installation."   )

       UpperCAmelCase__							=    sacremoses











import argparse
import glob
import inspect
import os
import re
import unittest

from get_test_info import get_test_classes

from tests.test_pipeline_mixin import pipeline_test_mapping


_lowerCAmelCase    : int		= {}
for task, _ in pipeline_test_mapping.items():
  _lowerCAmelCase    : List[str]		= {"pt": None, "tf": None}


# DO **NOT** add item to this set (unless the reason is approved)
_lowerCAmelCase    : Optional[int]		= {
    "tests/models/esm/test_modeling_esmfold.py",  # The pipeline test mapping is added to `test_modeling_esm.py`
}



def     lowerCAmelCase		(		_lowerCAmelCase				: Union[str, Any]						):




 """simple docstring"""







 if "ModelTesterMixin" in [x.__name__ for x in test_class.__bases__]:
  return "pt"
 elif "TFModelTesterMixin" in [x.__name__ for x in test_class.__bases__]:
  return "tf"
 elif "FlaxModelTesterMixin" in [x.__name__ for x in test_class.__bases__]:
  return "flax"
 else:
  return None



def     lowerCAmelCase		(		_lowerCAmelCase				: str    ,				_lowerCAmelCase				: Optional[Any]						):




 """simple docstring"""







 if PIPELINE_TEST_MAPPING[task].get(_lowerCAmelCase    ,				_lowerCAmelCase						) is not None:
  return PIPELINE_TEST_MAPPING[task][framework]

 UpperCAmelCase__							=    pipeline_test_mapping[task]["test"]
 UpperCAmelCase__							=    None

 if framework == "pt":
  UpperCAmelCase__							=    getattr(_lowerCAmelCase    ,				"model_mapping"    ,				_lowerCAmelCase						)
 elif framework == "tf":
  UpperCAmelCase__							=    getattr(_lowerCAmelCase    ,				"tf_model_mapping"    ,				_lowerCAmelCase						)

 if mapping is not None:
  UpperCAmelCase__							=    dict(mapping.items()						)

 # cache the results
 UpperCAmelCase__							=    mapping
 return mapping



def     lowerCAmelCase		(		_lowerCAmelCase				: Tuple    ,				_lowerCAmelCase				: List[str]						):




 """simple docstring"""







 UpperCAmelCase__							=    get_framework(_lowerCAmelCase						)
 if framework is None:
  return None
 UpperCAmelCase__							=    get_mapping_for_task(_lowerCAmelCase    ,				_lowerCAmelCase						)
 if mapping is None:
  return None

 UpperCAmelCase__							=    list({model_class.config_class for model_class in test_class.all_model_classes}						)
 if len(_lowerCAmelCase						) != 1:
  raise ValueError("There should be exactly one configuration class from `test_class.all_model_classes`."						)

 # This could be a list/tuple of model classes, but it's rare.
 UpperCAmelCase__							=    mapping.get(config_classes[0]    ,				_lowerCAmelCase						)
 if isinstance(_lowerCAmelCase    ,				(tuple, list)						):
  UpperCAmelCase__							=    sorted(_lowerCAmelCase    ,				key=lambda _lowerCAmelCase						: x.__name__						)

 return model_class



def     lowerCAmelCase		(		_lowerCAmelCase				: str						):




 """simple docstring"""







 UpperCAmelCase__							=    [(task, get_model_for_pipeline_test(_lowerCAmelCase    ,				_lowerCAmelCase						)) for task in pipeline_test_mapping]
 UpperCAmelCase__							=    sorted([(task, model) for task, model in mapping if model is not None]    ,				key=lambda _lowerCAmelCase						: x[0]						)

 return dict(_lowerCAmelCase						)



def     lowerCAmelCase		(		_lowerCAmelCase				: Optional[Any]						):




 """simple docstring"""







 UpperCAmelCase__							=    get_framework(_lowerCAmelCase						)
 if framework == "pt":
  UpperCAmelCase__							=    "torch"
 UpperCAmelCase__							=    "{}"

 UpperCAmelCase__							=    get_pipeline_model_mapping(_lowerCAmelCase						)
 if len(_lowerCAmelCase						) == 0:
  return ""

 UpperCAmelCase__							=    []
 for task, model_classes in mapping.items():
  if isinstance(_lowerCAmelCase    ,				(tuple, list)						):
   # A list/tuple of model classes
   UpperCAmelCase__							=    "(" + ", ".join([x.__name__ for x in model_classes]						) + ")"
  else:
   # A single model class
   UpperCAmelCase__							=    model_classes.__name__
  texts.append(F'''"{task}": {value}'''						)
 UpperCAmelCase__							=    "{" + ", ".join(_lowerCAmelCase						) + "}"
 UpperCAmelCase__							=    F'''pipeline_model_mapping = {text} if is_{framework}_available() else {default_value}'''

 return text



def     lowerCAmelCase		(		_lowerCAmelCase				: Any						):




 """simple docstring"""







 UpperCAmelCase__							=    {"ModelTesterMixin", "TFModelTesterMixin", "FlaxModelTesterMixin"}
 if not issubclass(_lowerCAmelCase    ,				unittest.TestCase						):
  return False
 return len(base_class_names.intersection([x.__name__ for x in test_class.__bases__]						)						) > 0



def     lowerCAmelCase		(		_lowerCAmelCase				: Union[str, Any]						):




 """simple docstring"""







 UpperCAmelCase__							=    [x for x in get_test_classes(_lowerCAmelCase						) if is_valid_test_class(_lowerCAmelCase						)]

 UpperCAmelCase__							=    None
 for test_class in test_classes:
  # If a test class has defined `pipeline_model_mapping`, let's take it
  if getattr(_lowerCAmelCase    ,				"pipeline_model_mapping"    ,				_lowerCAmelCase						) is not None:
   UpperCAmelCase__							=    test_class
   break
    # Take the test class with the shortest name (just a heuristic)
 if target_test_class is None and len(_lowerCAmelCase						) > 0:
  UpperCAmelCase__							=    sorted(_lowerCAmelCase    ,				key=lambda _lowerCAmelCase						: (len(x.__name__						), x.__name__)						)[0]

 return target_test_class



def     lowerCAmelCase		(		_lowerCAmelCase				: int    ,				_lowerCAmelCase				: Optional[int]    ,				_lowerCAmelCase				: str						):




 """simple docstring"""







 UpperCAmelCase__							=    start_idx
 for idx, line in enumerate(lines[start_idx:]						):
  UpperCAmelCase__							=    len(_lowerCAmelCase						) - len(line.lstrip()						)
  if idx == 0 or indent > indent_level or (indent == indent_level and line.strip() == ")"):
   UpperCAmelCase__							=    start_idx + idx
  elif idx > 0 and indent <= indent_level:
   # Outside the definition block of `pipeline_model_mapping`
   break

 return end_idx



def     lowerCAmelCase		(		_lowerCAmelCase				: int    ,				_lowerCAmelCase				: str=False						):




 """simple docstring"""







 if getattr(_lowerCAmelCase    ,				"pipeline_model_mapping"    ,				_lowerCAmelCase						) is not None:
  if not overwrite:
   return "", -1

 UpperCAmelCase__							=    get_pipeline_model_mapping_string(_lowerCAmelCase						)
 if len(_lowerCAmelCase						) == 0:
  return "", -1
 UpperCAmelCase__							=    line_to_add + "\n"

 # The code defined the class `test_class`
 UpperCAmelCase__			,			UpperCAmelCase__							=    inspect.getsourcelines(_lowerCAmelCase						)
 # `inspect` gives the code for an object, including decorator(s) if any.
 # We (only) need the exact line of the class definition.
 for idx, line in enumerate(_lowerCAmelCase						):
  if line.lstrip().startswith("class "						):
   UpperCAmelCase__							=    class_lines[idx:]
   class_start_line_no += idx
   break
 UpperCAmelCase__							=    class_start_line_no + len(_lowerCAmelCase						) - 1

 # The index in `class_lines` that starts the definition of `all_model_classes`, `all_generative_model_classes` or
 # `pipeline_model_mapping`. This assumes they are defined in such order, and we take the start index of the last
 # block that appears in a `test_class`.
 UpperCAmelCase__							=    None
 # The indent level of the line at `class_lines[start_idx]` (if defined)
 UpperCAmelCase__							=    0
 # To record if `pipeline_model_mapping` is found in `test_class`.
 UpperCAmelCase__							=    None
 for idx, line in enumerate(_lowerCAmelCase						):
  if line.strip().startswith("all_model_classes = "						):
   UpperCAmelCase__							=    len(_lowerCAmelCase						) - len(line.lstrip()						)
   UpperCAmelCase__							=    idx
  elif line.strip().startswith("all_generative_model_classes = "						):
   UpperCAmelCase__							=    len(_lowerCAmelCase						) - len(line.lstrip()						)
   UpperCAmelCase__							=    idx
  elif line.strip().startswith("pipeline_model_mapping = "						):
   UpperCAmelCase__							=    len(_lowerCAmelCase						) - len(line.lstrip()						)
   UpperCAmelCase__							=    idx
   UpperCAmelCase__							=    line
   break

 if start_idx is None:
  return "", -1
 # Find the ending index (inclusive) of the above found block.
 UpperCAmelCase__							=    find_block_ending(_lowerCAmelCase    ,				_lowerCAmelCase    ,				_lowerCAmelCase						)

 # Extract `is_xxx_available()` from existing blocks: some models require specific libraries like `timm` and use
 # `is_timm_available()` instead of `is_torch_available()`.
 # Keep leading and trailing whitespaces
 UpperCAmelCase__							=    re.compile(R"\s(is_\S+?_available\(\))\s"						)
 for line in class_lines[start_idx : end_idx + 1]:
  UpperCAmelCase__							=    r.search(_lowerCAmelCase						)
  if backend_condition is not None:
   # replace the leading and trailing whitespaces to the space character " ".
   UpperCAmelCase__							=    " " + backend_condition[0][1:-1] + " "
   UpperCAmelCase__							=    r.sub(_lowerCAmelCase    ,				_lowerCAmelCase						)
   break

 if def_line is None:
  # `pipeline_model_mapping` is not defined. The target index is set to the ending index (inclusive) of
  # `all_model_classes` or `all_generative_model_classes`.
  UpperCAmelCase__							=    end_idx
 else:
  # `pipeline_model_mapping` is defined. The target index is set to be one **BEFORE** its start index.
  UpperCAmelCase__							=    start_idx - 1
  # mark the lines of the currently existing `pipeline_model_mapping` to be removed.
  for idx in range(_lowerCAmelCase    ,				end_idx + 1						):
   # These lines are going to be removed before writing to the test file.
   UpperCAmelCase__							=    None  # noqa

    # Make sure the test class is a subclass of `PipelineTesterMixin`.
 UpperCAmelCase__							=    [x.__name__ for x in test_class.__bases__]
 if "PipelineTesterMixin" not in parent_classes:
  # Put `PipelineTesterMixin` just before `unittest.TestCase`
  UpperCAmelCase__							=    [x for x in parent_classes if x != "TestCase"] + ["PipelineTesterMixin"]
  if "TestCase" in parent_classes:
   # Here we **assume** the original string is always with `unittest.TestCase`.
   _parent_classes.append("unittest.TestCase"						)
  UpperCAmelCase__							=    ", ".join(_parent_classes						)
  for idx, line in enumerate(_lowerCAmelCase						):
   # Find the ending of the declaration of `test_class`
   if line.strip().endswith("):"						):
    # mark the lines of the declaration of `test_class` to be removed
    for _idx in range(idx + 1						):
     UpperCAmelCase__							=    None  # noqa
    break
        # Add the new, one-line, class declaration for `test_class`
  UpperCAmelCase__							=    F'''class {test_class.__name__}({parent_classes}):\n'''

 # Add indentation
 UpperCAmelCase__							=    " " * indent_level + line_to_add
 # Insert `pipeline_model_mapping` to `class_lines`.
 # (The line at `target_idx` should be kept by definition!)
 UpperCAmelCase__							=    class_lines[: target_idx + 1] + [line_to_add] + class_lines[target_idx + 1 :]
 # Remove the lines that are marked to be removed
 UpperCAmelCase__							=    [x for x in class_lines if x is not None]

 # Move from test class to module (in order to write to the test file)
 UpperCAmelCase__							=    inspect.getsourcelines(inspect.getmodule(_lowerCAmelCase						)						)[0]
 # Be careful with the 1-off between line numbers and array indices
 UpperCAmelCase__							=    module_lines[: class_start_line_no - 1] + class_lines + module_lines[class_end_line_no:]
 UpperCAmelCase__							=    "".join(_lowerCAmelCase						)

 UpperCAmelCase__							=    inspect.getsourcefile(_lowerCAmelCase						)
 with open(_lowerCAmelCase    ,				"w"    ,				encoding="UTF-8"    ,				newline="\n"						) as fp:
  fp.write(_lowerCAmelCase						)

 return line_to_add



def     lowerCAmelCase		(		_lowerCAmelCase				: Tuple    ,				_lowerCAmelCase				: List[Any]=False						):




 """simple docstring"""







 UpperCAmelCase__							=    find_test_class(_lowerCAmelCase						)
 if test_class:
  add_pipeline_model_mapping(_lowerCAmelCase    ,				overwrite=_lowerCAmelCase						)


if __name__ == "__main__":
  _lowerCAmelCase    : Tuple		= argparse.ArgumentParser()
  parser.add_argument(
      "--test_file", type=str, help="A path to the test file, starting with the repository's `tests` directory."
  )
  parser.add_argument(
      "--all",
      action="store_true",
      help="If to check and modify all test files.",
  )
  parser.add_argument(
      "--overwrite",
      action="store_true",
      help="If to overwrite a test class if it has already defined `pipeline_model_mapping`.",
  )
  _lowerCAmelCase    : Optional[Any]		= parser.parse_args()

  if not args.all and not args.test_file:
    raise ValueError("Please specify either `test_file` or pass `--all` to check/modify all test files.")
  elif args.all and args.test_file:
    raise ValueError("Only one of `--test_file` and `--all` could be specified.")

  _lowerCAmelCase    : List[str]		= []
  if args.test_file:
    _lowerCAmelCase    : Any		= [args.test_file]
  else:
    _lowerCAmelCase    : Any		= os.path.join("tests", "models", "**", "test_modeling_*.py")
    for test_file in glob.glob(pattern):
      # `Flax` is not concerned at this moment
      if not test_file.startswith("test_modeling_flax_"):
        test_files.append(test_file)

  for test_file in test_files:
    if test_file in TEST_FILE_TO_IGNORE:
      print(F'''[SKIPPED] {test_file} is skipped as it is in `TEST_FILE_TO_IGNORE` in the file {__file__}.''')
      continue
    add_pipeline_model_mapping_to_test_file(test_file, overwrite=args.overwrite)





