

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


_SCREAMING_SNAKE_CASE							 =			{}
for task, _ in pipeline_test_mapping.items():
      _SCREAMING_SNAKE_CASE							 =			{'''pt''': None, '''tf''': None}


# DO **NOT** add item to this set (unless the reason is approved)
_SCREAMING_SNAKE_CASE							 =			{
    '''tests/models/esm/test_modeling_esmfold.py''',  # The pipeline test mapping is added to `test_modeling_esm.py`
}





def  _snake_case		(snake_case_					:     List[Any]  )							->		List[str]:

  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_					:     Dict    ,       snake_case_					:     Optional[Any]  )							->		Any:
  # Use the cached results
  if PIPELINE_TEST_MAPPING[task].get(snake_case_    ,       snake_case_  ) is not None:
    return PIPELINE_TEST_MAPPING[task][framework]

  __UpperCAmelCase	:  Any		=     pipeline_test_mapping[task]['test']
  __UpperCAmelCase	:  List[Any]		=     None

  if framework == "pt":
    __UpperCAmelCase	:  Optional[Any]		=     getattr(snake_case_    ,       'model_mapping'    ,       snake_case_  )
  elif framework == "tf":
    __UpperCAmelCase	:  Any		=     getattr(snake_case_    ,       'tf_model_mapping'    ,       snake_case_  )

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

  # cache the results
  __UpperCAmelCase	:  List[Any]		=     mapping
  return mapping





def  _snake_case		(snake_case_					:     Optional[Any]    ,       snake_case_					:     Dict  )							->		str:
  __UpperCAmelCase	:  Optional[int]		=     get_framework(snake_case_  )
  if framework is None:
    return None
  __UpperCAmelCase	:  str		=     get_mapping_for_task(snake_case_    ,       snake_case_  )
  if mapping is None:
    return None

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

  return model_class





def  _snake_case		(snake_case_					:     Optional[int]  )							->		Tuple:
  __UpperCAmelCase	:  List[Any]		=     [(task, get_model_for_pipeline_test(snake_case_    ,       snake_case_  )) for task in pipeline_test_mapping]
  __UpperCAmelCase	:  int		=     sorted([(task, model) for task, model in mapping if model is not None]    ,       key=lambda snake_case_  : x[0]  )

  return dict(snake_case_  )





def  _snake_case		(snake_case_					:     Union[str, Any]  )							->		List[str]:
  __UpperCAmelCase	:  List[Any]		=     get_framework(snake_case_  )
  if framework == "pt":
    __UpperCAmelCase	:  Union[str, Any]		=     'torch'
  __UpperCAmelCase	:  List[Any]		=     '{}'

  __UpperCAmelCase	:  Tuple		=     get_pipeline_model_mapping(snake_case_  )
  if len(snake_case_  ) == 0:
    return ""

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

  return text





def  _snake_case		(snake_case_					:     Any  )							->		List[Any]:
  __UpperCAmelCase	:  List[str]		=     {'ModelTesterMixin', 'TFModelTesterMixin', 'FlaxModelTesterMixin'}
  if not issubclass(snake_case_    ,       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  )							->		List[Any]:
  __UpperCAmelCase	:  Dict		=     [x for x in get_test_classes(snake_case_  ) if is_valid_test_class(snake_case_  )]

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

  return target_test_class





def  _snake_case		(snake_case_					:     List[Any]    ,       snake_case_					:     Optional[int]    ,       snake_case_					:     Dict  )							->		List[str]:
  __UpperCAmelCase	:  List[Any]		=     start_idx
  for idx, line in enumerate(lines[start_idx:]  ):
    __UpperCAmelCase	:  Any		=     len(snake_case_  ) - len(line.lstrip()  )
    if idx == 0 or indent > indent_level or (indent == indent_level and line.strip() == ")"):
      __UpperCAmelCase	:  Tuple		=     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_					:     int    ,       snake_case_					:     List[Any]=False  )							->		Any:
  if getattr(snake_case_    ,       'pipeline_model_mapping'    ,       snake_case_  ) is not None:
    if not overwrite:
      return "", -1

  __UpperCAmelCase	:  Optional[Any]		=     get_pipeline_model_mapping_string(snake_case_  )
  if len(snake_case_  ) == 0:
    return "", -1
  __UpperCAmelCase	:  Optional[int]		=     line_to_add + '\n'

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

  if start_idx is None:
    return "", -1
  # Find the ending index (inclusive) of the above found block.
  __UpperCAmelCase	:  List[Any]		=     find_block_ending(snake_case_    ,       snake_case_    ,       snake_case_  )

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

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

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

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

  return line_to_add





def  _snake_case		(snake_case_					:     int    ,       snake_case_					:     int=False  )							->		int:
  __UpperCAmelCase	:  Optional[Any]		=     find_test_class(snake_case_  )
  if test_class:
    add_pipeline_model_mapping(snake_case_    ,       overwrite=snake_case_  )


if __name__ == "__main__":
      _SCREAMING_SNAKE_CASE							 =			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`.''',
      )
      _SCREAMING_SNAKE_CASE							 =			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.''')

      _SCREAMING_SNAKE_CASE							 =			[]
      if args.test_file:
            _SCREAMING_SNAKE_CASE							 =			[args.test_file]
      else:
            _SCREAMING_SNAKE_CASE							 =			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)










def 						snake_case__							(       __lowercase							)		->		int:







						"""simple docstring"""

						A__						:				Any         =			0
						for plain_chr in plain_text:
												A__						:				List[str]         =			(
												    ord(__lowercase							) + (hash_value << 6) + (hash_value << 1_6) - hash_value
												)
						return hash_value