code: 
  
  
  """simple docstring"""
  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
  
  
  UpperCAmelCase   =	{}
  for task, _ in pipeline_test_mapping.items():
   UpperCAmelCase   =	{"""pt""": None, """tf""": None}
  
  
  # DO **NOT** add item to this set (unless the reason is approved)
  UpperCAmelCase   =	{
      """tests/models/esm/test_modeling_esmfold.py""",  # The pipeline test mapping is added to `test_modeling_esm.py`
  }
  
  def 							_snake_case			(      __snake_case       :			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 							_snake_case			(      __snake_case       :			Tuple	,   __snake_case       :			List[str]      ):
  
  
  
  
     """simple docstring"""
  
  
  
  
  
  
  
     if PIPELINE_TEST_MAPPING[task].get(__lowerCamelCase	,   __lowerCamelCase      ) is not None:
        return PIPELINE_TEST_MAPPING[task][framework]
  
     _lowerCamelCase  :				Tuple      =		pipeline_test_mapping[task]["""test"""]
     _lowerCamelCase  :				Union[str, Any]      =		None
  
     if framework == "pt":
        _lowerCamelCase  :				List[str]      =		getattr(__lowerCamelCase	,   """model_mapping"""	,   __lowerCamelCase      )
     elif framework == "tf":
        _lowerCamelCase  :				Tuple      =		getattr(__lowerCamelCase	,   """tf_model_mapping"""	,   __lowerCamelCase      )
  
     if mapping is not None:
        _lowerCamelCase  :				str      =		dict(mapping.items()      )
  
     # cache the results
     _lowerCamelCase  :				List[str]      =		mapping
     return mapping
  
  def 							_snake_case			(      __snake_case       :			List[str]	,   __snake_case       :			Optional[Any]      ):
  
  
  
  
     """simple docstring"""
  
  
  
  
  
  
  
     _lowerCamelCase  :				Union[str, Any]      =		get_framework(__lowerCamelCase      )
     if framework is None:
        return None
     _lowerCamelCase  :				List[str]      =		get_mapping_for_task(__lowerCamelCase	,   __lowerCamelCase      )
     if mapping is None:
        return None
  
     _lowerCamelCase  :				Dict      =		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.
     _lowerCamelCase  :				Optional[int]      =		mapping.get(config_classes[0]	,   __lowerCamelCase      )
     if isinstance(__lowerCamelCase	,   (tuple, list)      ):
        _lowerCamelCase  :				Any      =		sorted(__lowerCamelCase	,   key=lambda __snake_case      : x.__name__      )
  
     return model_class
  
  def 							_snake_case			(      __snake_case       :			int      ):
  
  
  
  
     """simple docstring"""
  
  
  
  
  
  
  
     _lowerCamelCase  :				List[str]      =		[(task, get_model_for_pipeline_test(__lowerCamelCase	,   __lowerCamelCase      )) for task in pipeline_test_mapping]
     _lowerCamelCase  :				Tuple      =		sorted([(task, model) for task, model in mapping if model is not None]	,   key=lambda __snake_case      : x[0]      )
  
     return dict(__lowerCamelCase      )
  
  def 							_snake_case			(      __snake_case       :			Any      ):
  
  
  
  
     """simple docstring"""
  
  
  
  
  
  
  
     _lowerCamelCase  :				Dict      =		get_framework(__lowerCamelCase      )
     if framework == "pt":
        _lowerCamelCase  :				Tuple      =		"""torch"""
     _lowerCamelCase  :				Tuple      =		"""{}"""
  
     _lowerCamelCase  :				Tuple      =		get_pipeline_model_mapping(__lowerCamelCase      )
     if len(__lowerCamelCase      ) == 0:
        return ""
  
     _lowerCamelCase  :				Optional[Any]      =		[]
     for task, model_classes in mapping.items():
        if isinstance(__lowerCamelCase	,   (tuple, list)      ):
           # A list/tuple of model classes
           _lowerCamelCase  :				Dict      =		"""(""" + """, """.join([x.__name__ for x in model_classes]      ) + """)"""
        else:
           # A single model class
           _lowerCamelCase  :				Tuple      =		model_classes.__name__
        texts.append(F'"{task}": {value}'      )
     _lowerCamelCase  :				List[Any]      =		"""{""" + """, """.join(__lowerCamelCase      ) + """}"""
     _lowerCamelCase  :				Optional[Any]      =		F'pipeline_model_mapping = {text} if is_{framework}_available() else {default_value}'
  
     return text
  
  def 							_snake_case			(      __snake_case       :			Optional[Any]      ):
  
  
  
  
     """simple docstring"""
  
  
  
  
  
  
  
     _lowerCamelCase  :				Any      =		{"""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 							_snake_case			(      __snake_case       :			int      ):
  
  
  
  
     """simple docstring"""
  
  
  
  
  
  
  
     _lowerCamelCase  :				int      =		[x for x in get_test_classes(__lowerCamelCase      ) if is_valid_test_class(__lowerCamelCase      )]
  
     _lowerCamelCase  :				Optional[int]      =		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:
           _lowerCamelCase  :				str      =		test_class
           break
      # Take the test class with the shortest name (just a heuristic)
     if target_test_class is None and len(__lowerCamelCase      ) > 0:
        _lowerCamelCase  :				Any      =		sorted(__lowerCamelCase	,   key=lambda __snake_case      : (len(x.__name__      ), x.__name__)      )[0]
  
     return target_test_class
  
  def 							_snake_case			(      __snake_case       :			Union[str, Any]	,   __snake_case       :			Dict	,   __snake_case       :			Optional[int]      ):
  
  
  
  
     """simple docstring"""
  
  
  
  
  
  
  
     _lowerCamelCase  :				int      =		start_idx
     for idx, line in enumerate(lines[start_idx:]      ):
        _lowerCamelCase  :				Optional[Any]      =		len(__lowerCamelCase      ) - len(line.lstrip()      )
        if idx == 0 or indent > indent_level or (indent == indent_level and line.strip() == ")"):
           _lowerCamelCase  :				List[str]      =		start_idx + idx
        elif idx > 0 and indent <= indent_level:
           # Outside the definition block of `pipeline_model_mapping`
           break
  
     return end_idx
  
  def 							_snake_case			(      __snake_case       :			Any	,   __snake_case       :			int=False      ):
  
  
  
  
     """simple docstring"""
  
  
  
  
  
  
  
     if getattr(__lowerCamelCase	,   """pipeline_model_mapping"""	,   __lowerCamelCase      ) is not None:
        if not overwrite:
           return "", -1
  
     _lowerCamelCase  :				Optional[int]      =		get_pipeline_model_mapping_string(__lowerCamelCase      )
     if len(__lowerCamelCase      ) == 0:
        return "", -1
     _lowerCamelCase  :				List[Any]      =		line_to_add + """\n"""
  
     # The code defined the class `test_class`
     _lowerCamelCase      ,						_lowerCamelCase  :				List[Any]      =		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 """      ):
           _lowerCamelCase  :				Tuple      =		class_lines[idx:]
           class_start_line_no += idx
           break
     _lowerCamelCase  :				Any      =		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`.
     _lowerCamelCase  :				Dict      =		None
     # The indent level of the line at `class_lines[start_idx]` (if defined)
     _lowerCamelCase  :				int      =		0
     # To record if `pipeline_model_mapping` is found in `test_class`.
     _lowerCamelCase  :				List[Any]      =		None
     for idx, line in enumerate(__lowerCamelCase      ):
        if line.strip().startswith("""all_model_classes = """      ):
           _lowerCamelCase  :				Optional[Any]      =		len(__lowerCamelCase      ) - len(line.lstrip()      )
           _lowerCamelCase  :				Any      =		idx
        elif line.strip().startswith("""all_generative_model_classes = """      ):
           _lowerCamelCase  :				Union[str, Any]      =		len(__lowerCamelCase      ) - len(line.lstrip()      )
           _lowerCamelCase  :				Tuple      =		idx
        elif line.strip().startswith("""pipeline_model_mapping = """      ):
           _lowerCamelCase  :				Any      =		len(__lowerCamelCase      ) - len(line.lstrip()      )
           _lowerCamelCase  :				Dict      =		idx
           _lowerCamelCase  :				str      =		line
           break
  
     if start_idx is None:
        return "", -1
     # Find the ending index (inclusive) of the above found block.
     _lowerCamelCase  :				str      =		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
     _lowerCamelCase  :				Any      =		re.compile(R"""\s(is_\S+?_available\(\))\s"""      )
     for line in class_lines[start_idx : end_idx + 1]:
        _lowerCamelCase  :				str      =		r.search(__lowerCamelCase      )
        if backend_condition is not None:
           # replace the leading and trailing whitespaces to the space character " ".
           _lowerCamelCase  :				Tuple      =		""" """ + backend_condition[0][1:-1] + """ """
           _lowerCamelCase  :				str      =		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`.
        _lowerCamelCase  :				int      =		end_idx
     else:
        # `pipeline_model_mapping` is defined. The target index is set to be one **BEFORE** its start index.
        _lowerCamelCase  :				int      =		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.
           _lowerCamelCase  :				str      =		None  # noqa
  
      # Make sure the test class is a subclass of `PipelineTesterMixin`.
     _lowerCamelCase  :				Dict      =		[x.__name__ for x in test_class.__bases__]
     if "PipelineTesterMixin" not in parent_classes:
        # Put `PipelineTesterMixin` just before `unittest.TestCase`
        _lowerCamelCase  :				Dict      =		[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"""      )
        _lowerCamelCase  :				List[Any]      =		""", """.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      ):
                 _lowerCamelCase  :				Optional[Any]      =		None  # noqa
              break
          # Add the new, one-line, class declaration for `test_class`
        _lowerCamelCase  :				List[str]      =		F'class {test_class.__name__}({parent_classes}):\n'
  
     # Add indentation
     _lowerCamelCase  :				Tuple      =		""" """ * indent_level + line_to_add
     # Insert `pipeline_model_mapping` to `class_lines`.
     # (The line at `target_idx` should be kept by definition!)
     _lowerCamelCase  :				Tuple      =		class_lines[: target_idx + 1] + [line_to_add] + class_lines[target_idx + 1 :]
     # Remove the lines that are marked to be removed
     _lowerCamelCase  :				Optional[int]      =		[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)
     _lowerCamelCase  :				str      =		inspect.getsourcelines(inspect.getmodule(__lowerCamelCase      )      )[0]
     # Be careful with the 1-off between line numbers and array indices
     _lowerCamelCase  :				Any      =		module_lines[: class_start_line_no - 1] + class_lines + module_lines[class_end_line_no:]
     _lowerCamelCase  :				int      =		"""""".join(__lowerCamelCase      )
  
     _lowerCamelCase  :				str      =		inspect.getsourcefile(__lowerCamelCase      )
     with open(__lowerCamelCase	,   """w"""	,   encoding="""UTF-8"""	,   newline="""\n"""      ) as fp:
        fp.write(__lowerCamelCase      )
  
     return line_to_add
  
  def 							_snake_case			(      __snake_case       :			Optional[int]	,   __snake_case       :			str=False      ):
  
  
  
  
     """simple docstring"""
  
  
  
  
  
  
  
     _lowerCamelCase  :				List[str]      =		find_test_class(__lowerCamelCase      )
     if test_class:
        add_pipeline_model_mapping(__lowerCamelCase	,   overwrite=__lowerCamelCase      )
  
  
  if __name__ == "__main__":
   UpperCAmelCase   =	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`.""",
   )
   UpperCAmelCase   =	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.""")
  
   UpperCAmelCase   =	[]
   if args.test_file:
    UpperCAmelCase   =	[args.test_file]
   else:
    UpperCAmelCase   =	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)
  
  
  
  
  
  
  
style_context: 
  
  
  """simple docstring"""
  import subprocess
  from argparse import ArgumentParser
  from typing import List, Union
  
  from huggingface_hub.hf_api import HfFolder, create_repo, whoami
  from requests.exceptions import HTTPError
  
  from . import BaseTransformersCLICommand
  
  
  
  
  class   lowercase__							(				A_							):
  
  
  
  
  
     @staticmethod
     def 		UpperCamelCase_     (       SCREAMING_SNAKE_CASE)     ->     Dict:
        _lowerCamelCase  :				Optional[Any]      =		parser.add_parser("""login"""			,      help="""Log in using the same credentials as on huggingface.co""")
        login_parser.set_defaults(func=lambda SCREAMING_SNAKE_CASE: LoginCommand(SCREAMING_SNAKE_CASE))
        _lowerCamelCase  :				Any      =		parser.add_parser("""whoami"""			,      help="""Find out which huggingface.co account you are logged in as.""")
        whoami_parser.set_defaults(func=lambda SCREAMING_SNAKE_CASE: WhoamiCommand(SCREAMING_SNAKE_CASE))
        _lowerCamelCase  :				Optional[int]      =		parser.add_parser("""logout"""			,      help="""Log out""")
        logout_parser.set_defaults(func=lambda SCREAMING_SNAKE_CASE: LogoutCommand(SCREAMING_SNAKE_CASE))
  
        # new system: git-based repo system
        _lowerCamelCase  :				Optional[int]      =		parser.add_parser(
            """repo"""			,      help="""Deprecated: use `huggingface-cli` instead. Commands to interact with your huggingface.co repos."""			,      )
        _lowerCamelCase  :				Optional[Any]      =		repo_parser.add_subparsers(
            help="""Deprecated: use `huggingface-cli` instead. huggingface.co repos related commands""")
        _lowerCamelCase  :				Dict      =		repo_subparsers.add_parser(
            """create"""			,      help="""Deprecated: use `huggingface-cli` instead. Create a new repo on huggingface.co""")
        repo_create_parser.add_argument(
            """name"""			,      type=SCREAMING_SNAKE_CASE			,      help="""Name for your model's repo. Will be namespaced under your username to build the model id."""			,      )
        repo_create_parser.add_argument("""--organization"""			,      type=SCREAMING_SNAKE_CASE			,      help="""Optional: organization namespace.""")
        repo_create_parser.add_argument("""-y"""			,      """--yes"""			,      action="""store_true"""			,      help="""Optional: answer Yes to the prompt""")
        repo_create_parser.set_defaults(func=lambda SCREAMING_SNAKE_CASE: RepoCreateCommand(SCREAMING_SNAKE_CASE))
  
  
  
  
  
  
  
  class   lowercase__							:
     __UpperCAmelCase       					=				'''\u001b[1m'''
     __UpperCAmelCase       					=				'''\u001b[31m'''
     __UpperCAmelCase       					=				'''\u001b[90m'''
     __UpperCAmelCase       					=				'''\u001b[0m'''
  
  
  
  
  
     @classmethod
     def 		UpperCamelCase_     (       cls			,      SCREAMING_SNAKE_CASE)     ->     Dict:
        return F'{cls._bold}{s}{cls._reset}'
  
  
  
  
  
     @classmethod
     def 		UpperCamelCase_     (       cls			,      SCREAMING_SNAKE_CASE)     ->     Union[str, Any]:
        return F'{cls._bold}{cls._red}{s}{cls._reset}'
  
  
  
  
  
     @classmethod
     def 		UpperCamelCase_     (       cls			,      SCREAMING_SNAKE_CASE)     ->     Tuple:
        return F'{cls._gray}{s}{cls._reset}'
  
  
  
  
  
  
  
  def 							_snake_case			(      __snake_case       :			List[List[Union[str, int]]]	,   __snake_case       :			List[str]      ):
  
  
  
  
     """simple docstring"""
  
  
  
  
  
  
  
     _lowerCamelCase  :				str      =		[max(len(str(__snake_case      )      ) for x in col      ) for col in zip(*__snake_case	,   __snake_case      )]
     _lowerCamelCase  :				Any      =		("""{{:{}}} """ * len(__snake_case      )).format(*__snake_case      )
     _lowerCamelCase  :				Optional[Any]      =		[]
     lines.append(row_format.format(*__snake_case      )      )
     lines.append(row_format.format(*["""-""" * w for w in col_widths]      )      )
     for row in rows:
        lines.append(row_format.format(*__snake_case      )      )
     return "\n".join(__snake_case      )
  
  
  
  
  class   lowercase__							:
  
  
  
  
  
     def __init__(       self			,      SCREAMING_SNAKE_CASE)     ->     List[str]:
        _lowerCamelCase  :				Any      =		args
  
  
  
  
  
  
  
  class   lowercase__							(				A_							):
  
  
  
  
  
     def 		UpperCamelCase_     (       self)     ->     int:
        print(
            ANSI.red(
                """ERROR! `huggingface-cli login` uses an outdated login mechanism """
                """that is not compatible with the Hugging Face Hub backend anymore. """
                """Please use `huggingface-cli login instead."""))
  
  
  
  
  
  
  
  class   lowercase__							(				A_							):
  
  
  
  
  
     def 		UpperCamelCase_     (       self)     ->     Tuple:
        print(
            ANSI.red(
                """WARNING! `transformers-cli whoami` is deprecated and will be removed in v5. Please use """
                """`huggingface-cli whoami` instead."""))
        _lowerCamelCase  :				Tuple      =		HfFolder.get_token()
        if token is None:
           print("""Not logged in""")
           exit()
        try:
           _lowerCamelCase      ,						_lowerCamelCase  :				int      =		whoami(SCREAMING_SNAKE_CASE)
           print(SCREAMING_SNAKE_CASE)
           if orgs:
              print(ANSI.bold("""orgs: """)			,      """,""".join(SCREAMING_SNAKE_CASE))
        except HTTPError as e:
           print(SCREAMING_SNAKE_CASE)
           print(ANSI.red(e.response.text))
           exit(1)
  
  
  
  
  
  
  
  class   lowercase__							(				A_							):
  
  
  
  
  
     def 		UpperCamelCase_     (       self)     ->     Union[str, Any]:
        print(
            ANSI.red(
                """ERROR! `transformers-cli logout` uses an outdated logout mechanism """
                """that is not compatible with the Hugging Face Hub backend anymore. """
                """Please use `huggingface-cli logout instead."""))
  
  
  
  
  
  
  
  class   lowercase__							(				A_							):
  
  
  
  
  
     def 		UpperCamelCase_     (       self)     ->     List[Any]:
        print(
            ANSI.red(
                """WARNING! Managing repositories through transformers-cli is deprecated. """
                """Please use `huggingface-cli` instead."""))
        _lowerCamelCase  :				Union[str, Any]      =		HfFolder.get_token()
        if token is None:
           print("""Not logged in""")
           exit(1)
        try:
           _lowerCamelCase  :				Union[str, Any]      =		subprocess.check_output(["""git""", """--version"""]).decode("""utf-8""")
           print(ANSI.gray(stdout.strip()))
        except FileNotFoundError:
           print("""Looks like you do not have git installed, please install.""")
  
        try:
           _lowerCamelCase  :				List[str]      =		subprocess.check_output(["""git-lfs""", """--version"""]).decode("""utf-8""")
           print(ANSI.gray(stdout.strip()))
        except FileNotFoundError:
           print(
               ANSI.red(
                   """Looks like you do not have git-lfs installed, please install."""
                   """ You can install from https://git-lfs.github.com/."""
                   """ Then run `git lfs install` (you only have to do this once)."""))
        print("""""")
  
        _lowerCamelCase      ,						_lowerCamelCase  :				str      =		whoami(SCREAMING_SNAKE_CASE)
        _lowerCamelCase  :				str      =		self.args.organization if self.args.organization is not None else user
        _lowerCamelCase  :				Union[str, Any]      =		F'{namespace}/{self.args.name}'
        print(F'You are about to create {ANSI.bold(SCREAMING_SNAKE_CASE)}')
  
        if not self.args.yes:
           _lowerCamelCase  :				Tuple      =		input("""Proceed? [Y/n] """).lower()
           if not (choice == "" or choice == "y" or choice == "yes"):
              print("""Abort""")
              exit()
        try:
           _lowerCamelCase  :				int      =		create_repo(SCREAMING_SNAKE_CASE			,      name=self.args.name			,      organization=self.args.organization)
        except HTTPError as e:
           print(SCREAMING_SNAKE_CASE)
           print(ANSI.red(e.response.text))
           exit(1)
        print("""\nYour repo now lives at:""")
        print(F'  {ANSI.bold(SCREAMING_SNAKE_CASE)}')
        print("""\nYou can clone it locally with the command below, and commit/push as usual.""")
        print(F'\n  git clone {url}')
        print("""""")
  
  