



"""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


lowerCamelCase				:     Optional[int]								=  {}
for task, _ in pipeline_test_mapping.items():
    lowerCamelCase				:     Union[str, Any]								=  {"""pt""": None, """tf""": None}


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


def 							A__ (     UpperCamelCase__    ):


  '''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 							A__ (     UpperCamelCase__       ,							UpperCamelCase__    ):


  '''simple docstring'''


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

  _SCREAMING_SNAKE_CASE        =			pipeline_test_mapping[task]['''test''']
  _SCREAMING_SNAKE_CASE        =			None

  if framework == "pt":
    _SCREAMING_SNAKE_CASE        =			getattr(UpperCamelCase__       ,							'''model_mapping'''       ,							UpperCamelCase__    )
  elif framework == "tf":
    _SCREAMING_SNAKE_CASE        =			getattr(UpperCamelCase__       ,							'''tf_model_mapping'''       ,							UpperCamelCase__    )

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

  # cache the results
  _SCREAMING_SNAKE_CASE        =			mapping
  return mapping


def 							A__ (     UpperCamelCase__       ,							UpperCamelCase__    ):


  '''simple docstring'''


  _SCREAMING_SNAKE_CASE        =			get_framework(UpperCamelCase__    )
  if framework is None:
    return None
  _SCREAMING_SNAKE_CASE        =			get_mapping_for_task(UpperCamelCase__       ,							UpperCamelCase__    )
  if mapping is None:
    return None

  _SCREAMING_SNAKE_CASE        =			list({model_class.config_class for model_class in test_class.all_model_classes}    )
  if len(UpperCamelCase__    ) != 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.
  _SCREAMING_SNAKE_CASE        =			mapping.get(config_classes[0]       ,							UpperCamelCase__    )
  if isinstance(UpperCamelCase__       ,							(tuple, list)    ):
    _SCREAMING_SNAKE_CASE        =			sorted(UpperCamelCase__       ,							key=lambda UpperCamelCase__    : x.__name__    )

  return model_class


def 							A__ (     UpperCamelCase__    ):


  '''simple docstring'''


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

  return dict(UpperCamelCase__    )


def 							A__ (     UpperCamelCase__    ):


  '''simple docstring'''


  _SCREAMING_SNAKE_CASE        =			get_framework(UpperCamelCase__    )
  if framework == "pt":
    _SCREAMING_SNAKE_CASE        =			'''torch'''
  _SCREAMING_SNAKE_CASE        =			'''{}'''

  _SCREAMING_SNAKE_CASE        =			get_pipeline_model_mapping(UpperCamelCase__    )
  if len(UpperCamelCase__    ) == 0:
    return ""

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

  return text


def 							A__ (     UpperCamelCase__    ):


  '''simple docstring'''


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


def 							A__ (     UpperCamelCase__    ):


  '''simple docstring'''


  _SCREAMING_SNAKE_CASE        =			[x for x in get_test_classes(UpperCamelCase__    ) if is_valid_test_class(UpperCamelCase__    )]

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

  return target_test_class


def 							A__ (     UpperCamelCase__       ,							UpperCamelCase__       ,							UpperCamelCase__    ):


  '''simple docstring'''


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

  return end_idx


def 							A__ (     UpperCamelCase__       ,							UpperCamelCase__=False    ):


  '''simple docstring'''


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

  _SCREAMING_SNAKE_CASE        =			get_pipeline_model_mapping_string(UpperCamelCase__    )
  if len(UpperCamelCase__    ) == 0:
    return "", -1
  _SCREAMING_SNAKE_CASE        =			line_to_add + '''\n'''

  # The code defined the class `test_class`
  _SCREAMING_SNAKE_CASE    ,     _SCREAMING_SNAKE_CASE        =			inspect.getsourcelines(UpperCamelCase__    )
  # `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(UpperCamelCase__    ):
    if line.lstrip().startswith('''class '''    ):
      _SCREAMING_SNAKE_CASE        =			class_lines[idx:]
      class_start_line_no += idx
      break
  _SCREAMING_SNAKE_CASE        =			class_start_line_no + len(UpperCamelCase__    ) - 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`.
  _SCREAMING_SNAKE_CASE        =			None
  # The indent level of the line at `class_lines[start_idx]` (if defined)
  _SCREAMING_SNAKE_CASE        =			0
  # To record if `pipeline_model_mapping` is found in `test_class`.
  _SCREAMING_SNAKE_CASE        =			None
  for idx, line in enumerate(UpperCamelCase__    ):
    if line.strip().startswith('''all_model_classes = '''    ):
      _SCREAMING_SNAKE_CASE        =			len(UpperCamelCase__    ) - len(line.lstrip()    )
      _SCREAMING_SNAKE_CASE        =			idx
    elif line.strip().startswith('''all_generative_model_classes = '''    ):
      _SCREAMING_SNAKE_CASE        =			len(UpperCamelCase__    ) - len(line.lstrip()    )
      _SCREAMING_SNAKE_CASE        =			idx
    elif line.strip().startswith('''pipeline_model_mapping = '''    ):
      _SCREAMING_SNAKE_CASE        =			len(UpperCamelCase__    ) - len(line.lstrip()    )
      _SCREAMING_SNAKE_CASE        =			idx
      _SCREAMING_SNAKE_CASE        =			line
      break

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

  # 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
  _SCREAMING_SNAKE_CASE        =			re.compile(r'''\s(is_\S+?_available\(\))\s'''    )
  for line in class_lines[start_idx : end_idx + 1]:
    _SCREAMING_SNAKE_CASE        =			r.search(UpperCamelCase__    )
    if backend_condition is not None:
      # replace the leading and trailing whitespaces to the space character " ".
      _SCREAMING_SNAKE_CASE        =			''' ''' + backend_condition[0][1:-1] + ''' '''
      _SCREAMING_SNAKE_CASE        =			r.sub(UpperCamelCase__       ,							UpperCamelCase__    )
      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`.
    _SCREAMING_SNAKE_CASE        =			end_idx
  else:
    # `pipeline_model_mapping` is defined. The target index is set to be one **BEFORE** its start index.
    _SCREAMING_SNAKE_CASE        =			start_idx - 1
    # mark the lines of the currently existing `pipeline_model_mapping` to be removed.
    for idx in range(UpperCamelCase__       ,							end_idx + 1    ):
      # These lines are going to be removed before writing to the test file.
      _SCREAMING_SNAKE_CASE        =			None  # noqa

    # Make sure the test class is a subclass of `PipelineTesterMixin`.
  _SCREAMING_SNAKE_CASE        =			[x.__name__ for x in test_class.__bases__]
  if "PipelineTesterMixin" not in parent_classes:
    # Put `PipelineTesterMixin` just before `unittest.TestCase`
    _SCREAMING_SNAKE_CASE        =			[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'''    )
    _SCREAMING_SNAKE_CASE        =			''', '''.join(_parent_classes    )
    for idx, line in enumerate(UpperCamelCase__    ):
      # 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    ):
          _SCREAMING_SNAKE_CASE        =			None  # noqa
        break
        # Add the new, one-line, class declaration for `test_class`
    _SCREAMING_SNAKE_CASE        =			F'''class {test_class.__name__}({parent_classes}):\n'''

  # Add indentation
  _SCREAMING_SNAKE_CASE        =			''' ''' * indent_level + line_to_add
  # Insert `pipeline_model_mapping` to `class_lines`.
  # (The line at `target_idx` should be kept by definition!)
  _SCREAMING_SNAKE_CASE        =			class_lines[: target_idx + 1] + [line_to_add] + class_lines[target_idx + 1 :]
  # Remove the lines that are marked to be removed
  _SCREAMING_SNAKE_CASE        =			[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)
  _SCREAMING_SNAKE_CASE        =			inspect.getsourcelines(inspect.getmodule(UpperCamelCase__    )    )[0]
  # Be careful with the 1-off between line numbers and array indices
  _SCREAMING_SNAKE_CASE        =			module_lines[: class_start_line_no - 1] + class_lines + module_lines[class_end_line_no:]
  _SCREAMING_SNAKE_CASE        =			''''''.join(UpperCamelCase__    )

  _SCREAMING_SNAKE_CASE        =			inspect.getsourcefile(UpperCamelCase__    )
  with open(UpperCamelCase__       ,							'''w'''       ,							encoding='''UTF-8'''       ,							newline='''\n'''    ) as fp:
    fp.write(UpperCamelCase__    )

  return line_to_add


def 							A__ (     UpperCamelCase__       ,							UpperCamelCase__=False    ):


  '''simple docstring'''


  _SCREAMING_SNAKE_CASE        =			find_test_class(UpperCamelCase__    )
  if test_class:
    add_pipeline_model_mapping(UpperCamelCase__       ,							overwrite=UpperCamelCase__    )


if __name__ == "__main__":
    lowerCamelCase				:     Union[str, Any]								=  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				:     Dict								=  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				:     Dict								=  []
    if args.test_file:
        lowerCamelCase				:     str								=  [args.test_file]
    else:
        lowerCamelCase				:     Dict								=  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"""






from transformers import ProcessorMixin




class    __snake_case(					__A       ):
    _A       = '''AutoFeatureExtractor'''
    _A       = '''AutoTokenizer'''
