


"""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)










"""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("""""")

