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


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






def  __lowerCamelCase						(		lowerCAmelCase__      ):





       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  __lowerCamelCase						(		lowerCAmelCase__      ,    lowerCAmelCase__      ):





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

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

       if framework == "pt":
              lowerCAmelCase__	      =   getattr(_A      ,    'model_mapping'      ,    _A      )
       elif framework == "tf":
              lowerCAmelCase__	      =   getattr(_A      ,    'tf_model_mapping'      ,    _A      )

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

       # cache the results
       lowerCAmelCase__	      =   mapping
       return mapping






def  __lowerCamelCase						(		lowerCAmelCase__      ,    lowerCAmelCase__      ):
       lowerCAmelCase__	      =   get_framework(_A      )
       if framework is None:
              return None
       lowerCAmelCase__	      =   get_mapping_for_task(_A      ,    _A      )
       if mapping is None:
              return None

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

       return model_class






def  __lowerCamelCase						(		lowerCAmelCase__      ):
       lowerCAmelCase__	      =   [(task, get_model_for_pipeline_test(_A      ,    _A      )) for task in pipeline_test_mapping]
       lowerCAmelCase__	      =   sorted([(task, model) for task, model in mapping if model is not None]      ,    key=lambda lowerCAmelCase__      : x[0]      )

       return dict(_A      )






def  __lowerCamelCase						(		lowerCAmelCase__      ):
       lowerCAmelCase__	      =   get_framework(_A      )
       if framework == "pt":
              lowerCAmelCase__	      =   'torch'
       lowerCAmelCase__	      =   '{}'

       lowerCAmelCase__	      =   get_pipeline_model_mapping(_A      )
       if len(_A      ) == 0:
              return ""

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

       return text






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






def  __lowerCamelCase						(		lowerCAmelCase__      ):
       lowerCAmelCase__	      =   [x for x in get_test_classes(_A      ) if is_valid_test_class(_A      )]

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

       return target_test_class






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

       return end_idx






def  __lowerCamelCase						(		lowerCAmelCase__      ,    lowerCAmelCase__=False      ):





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

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

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

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

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

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

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

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

       return line_to_add






def  __lowerCamelCase						(		lowerCAmelCase__      ,    lowerCAmelCase__=False      ):
       lowerCAmelCase__	      =   find_test_class(_A      )
       if test_class:
              add_pipeline_model_mapping(_A      ,    overwrite=_A      )


if __name__ == "__main__":
    lowerCAmelCase__      		=					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__      		=					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__      		=					[]
    if args.test_file:
        lowerCAmelCase__      		=					[args.test_file]
    else:
        lowerCAmelCase__      		=					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 itertools import combinations, product

def       __UpperCamelCase     (     _A     :					int       , _A     :					int       , _A     :					int       , _A     :					int					)     ->   bool:




	"""simple docstring"""





	if xa == ya == 0 or xa == ya == 0:
		return False
	lowerCAmelCase       :     Optional[Any]   				=			xa * xa + ya * ya
	lowerCAmelCase       :     Tuple   				=			xa * xa + ya * ya
	lowerCAmelCase       :     List[str]   				=			(xa - xa) * (xa - xa) + (ya - ya) * (ya - ya)
	return (
	    a_square + b_square == c_square
	    or a_square + c_square == b_square
	    or b_square + c_square == a_square
	)

def       __UpperCamelCase     (     _A     :					int = 50					)     ->   int:




	"""simple docstring"""





	return sum(
	    1
	    for pta, pta in combinations(product(range(limit + 1					)       , repeat=2					)       , 2					)
	    if is_right(*_A       , *_A					)					)


if __name__ == "__main__":
				print(f"""{solution() = }""")
