






"""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						:    Dict		=						{}
for task, _ in pipeline_test_mapping.items():
    _UpperCamelCase						:    Any		=						{'pt': None, 'tf': None}


# DO **NOT** add item to this set (unless the reason is approved)
_UpperCamelCase						:    List[str]		=						{
    'tests/models/esm/test_modeling_esmfold.py',  # The pipeline test mapping is added to `test_modeling_esm.py`
}
def 		_SCREAMING_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 		_SCREAMING_SNAKE_CASE					(       __snake_case     :    Optional[int]						,   __snake_case     :    int       ):





  '''simple docstring'''





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

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

  if framework == "pt":
    lowercase				       =			getattr(_UpperCAmelCase						,   'model_mapping'						,   _UpperCAmelCase       )
  elif framework == "tf":
    lowercase				       =			getattr(_UpperCAmelCase						,   'tf_model_mapping'						,   _UpperCAmelCase       )

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

  # cache the results
  lowercase				       =			mapping
  return mapping
def 		_SCREAMING_SNAKE_CASE					(       __snake_case     :    str						,   __snake_case     :    int       ):





  '''simple docstring'''





  lowercase				       =			get_framework(_UpperCAmelCase       )
  if framework is None:
    return None
  lowercase				       =			get_mapping_for_task(_UpperCAmelCase						,   _UpperCAmelCase       )
  if mapping is None:
    return None

  lowercase				       =			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.
  lowercase				       =			mapping.get(config_classes[0]						,   _UpperCAmelCase       )
  if isinstance(_UpperCAmelCase						,   (tuple, list)       ):
    lowercase				       =			sorted(_UpperCAmelCase						,   key=lambda __snake_case       : x.__name__       )

  return model_class
def 		_SCREAMING_SNAKE_CASE					(       __snake_case     :    Optional[Any]       ):





  '''simple docstring'''





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

  return dict(_UpperCAmelCase       )
def 		_SCREAMING_SNAKE_CASE					(       __snake_case     :    int       ):





  '''simple docstring'''





  lowercase				       =			get_framework(_UpperCAmelCase       )
  if framework == "pt":
    lowercase				       =			'torch'
  lowercase				       =			'{}'

  lowercase				       =			get_pipeline_model_mapping(_UpperCAmelCase       )
  if len(_UpperCAmelCase       ) == 0:
    return ""

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

  return text
def 		_SCREAMING_SNAKE_CASE					(       __snake_case     :    int       ):





  '''simple docstring'''





  lowercase				       =			{'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 		_SCREAMING_SNAKE_CASE					(       __snake_case     :    str       ):





  '''simple docstring'''





  lowercase				       =			[x for x in get_test_classes(_UpperCAmelCase       ) if is_valid_test_class(_UpperCAmelCase       )]

  lowercase				       =			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:
      lowercase				       =			test_class
      break
    # Take the test class with the shortest name (just a heuristic)
  if target_test_class is None and len(_UpperCAmelCase       ) > 0:
    lowercase				       =			sorted(_UpperCAmelCase						,   key=lambda __snake_case       : (len(x.__name__       ), x.__name__)       )[0]

  return target_test_class
def 		_SCREAMING_SNAKE_CASE					(       __snake_case     :    Optional[int]						,   __snake_case     :    List[str]						,   __snake_case     :    Optional[Any]       ):





  '''simple docstring'''





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

  return end_idx
def 		_SCREAMING_SNAKE_CASE					(       __snake_case     :    Optional[int]						,   __snake_case     :    str=False       ):





  '''simple docstring'''





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

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

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

  if start_idx is None:
    return "", -1
  # Find the ending index (inclusive) of the above found block.
  lowercase				       =			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
  lowercase				       =			re.compile(r'\s(is_\S+?_available\(\))\s'       )
  for line in class_lines[start_idx : end_idx + 1]:
    lowercase				       =			r.search(_UpperCAmelCase       )
    if backend_condition is not None:
      # replace the leading and trailing whitespaces to the space character " ".
      lowercase				       =			' ' + backend_condition[0][1:-1] + ' '
      lowercase				       =			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`.
    lowercase				       =			end_idx
  else:
    # `pipeline_model_mapping` is defined. The target index is set to be one **BEFORE** its start index.
    lowercase				       =			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.
      lowercase				       =			None  # noqa

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

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

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

  return line_to_add
def 		_SCREAMING_SNAKE_CASE					(       __snake_case     :    int						,   __snake_case     :    str=False       ):





  '''simple docstring'''





  lowercase				       =			find_test_class(_UpperCAmelCase       )
  if test_class:
    add_pipeline_model_mapping(_UpperCAmelCase						,   overwrite=_UpperCAmelCase       )


if __name__ == "__main__":
    _UpperCamelCase						:    int		=						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						:    Tuple		=						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						:    List[Any]		=						[]
    if args.test_file:
        _UpperCamelCase						:    Optional[int]		=						[args.test_file]
    else:
        _UpperCamelCase						:    Optional[int]		=						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 __future__ import annotations

# Define the Gravitational Constant G and the function
_UpperCamelCase:					Tuple     				=	6.6_7_4_3e-1_1  # unit of G : m^3 * kg^-1 * s^-2


def 	lowercase__  (      _UpperCAmelCase						,   _UpperCAmelCase						,   _UpperCAmelCase						,   _UpperCAmelCase					)  ->      dict[str, float]:






      '''simple docstring'''


      lowercase	:   str											= mass_a * mass_a

      if (force, mass_a, mass_a, distance).count(0					) != 1:
            raise ValueError('One and only one argument must be 0'					)
      if force < 0:
            raise ValueError('Gravitational force can not be negative'					)
      if distance < 0:
            raise ValueError('Distance can not be negative'					)
      if mass_a < 0 or mass_a < 0:
            raise ValueError('Mass can not be negative'					)
      if force == 0:
            lowercase	:   str											= GRAVITATIONAL_CONSTANT * product_of_mass / (distance**2)
            return {"force": force}
      elif mass_a == 0:
            lowercase	:   Optional[int]											= (force) * (distance**2) / (GRAVITATIONAL_CONSTANT * mass_a)
            return {"mass_1": mass_a}
      elif mass_a == 0:
            lowercase	:   Optional[int]											= (force) * (distance**2) / (GRAVITATIONAL_CONSTANT * mass_a)
            return {"mass_2": mass_a}
      elif distance == 0:
            lowercase	:   List[Any]											= (GRAVITATIONAL_CONSTANT * product_of_mass / (force)) ** 0.5
            return {"distance": distance}
      raise ValueError('One and only one argument must be 0'					)


# Run doctest
if __name__ == "__main__":
     import doctest

     doctest.testmod()
