



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


a_       :int				  =				{}
for task, _ in pipeline_test_mapping.items():
 a_       :List[Any]				  =				{"pt": None, "tf": None}


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

       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 	lowercase_							(A			:			int		, A			:			Optional[int]				):
       # Use the cached results
       if PIPELINE_TEST_MAPPING[task].get(A		, A				) is not None:
              return PIPELINE_TEST_MAPPING[task][framework]

       snake_case__							:     List[Any]            =     pipeline_test_mapping[task]['test']
       snake_case__							:     Optional[int]            =     None

       if framework == "pt":
              snake_case__							:     str            =     getattr(A		, 'model_mapping'		, A				)
       elif framework == "tf":
              snake_case__							:     str            =     getattr(A		, 'tf_model_mapping'		, A				)

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

       # cache the results
       snake_case__							:     Optional[Any]            =     mapping
       return mapping
def 	lowercase_							(A			:			Any		, A			:			Any				):
       snake_case__							:     Tuple            =     get_framework(A				)
       if framework is None:
              return None
       snake_case__							:     List[str]            =     get_mapping_for_task(A		, A				)
       if mapping is None:
              return None

       snake_case__							:     Optional[int]            =     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.
       snake_case__							:     List[str]            =     mapping.get(config_classes[0]		, A				)
       if isinstance(A		, (tuple, list)				):
              snake_case__							:     Optional[int]            =     sorted(A		, key=lambda A				: x.__name__				)

       return model_class
def 	lowercase_							(A			:			int				):
       snake_case__							:     int            =     [(task, get_model_for_pipeline_test(A		, A				)) for task in pipeline_test_mapping]
       snake_case__							:     int            =     sorted([(task, model) for task, model in mapping if model is not None]		, key=lambda A				: x[0]				)

       return dict(A				)
def 	lowercase_							(A			:			List[str]				):
       snake_case__							:     Optional[Any]            =     get_framework(A				)
       if framework == "pt":
              snake_case__							:     str            =     'torch'
       snake_case__							:     List[Any]            =     '{}'

       snake_case__							:     Optional[Any]            =     get_pipeline_model_mapping(A				)
       if len(A				) == 0:
              return ""

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

       return text
def 	lowercase_							(A			:			List[Any]				):
       snake_case__							:     Optional[int]            =     {'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 	lowercase_							(A			:			Union[str, Any]				):
       snake_case__							:     Any            =     [x for x in get_test_classes(A				) if is_valid_test_class(A				)]

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

       return target_test_class
def 	lowercase_							(A			:			Any		, A			:			Optional[Any]		, A			:			List[str]				):
       snake_case__							:     Tuple            =     start_idx
       for idx, line in enumerate(lines[start_idx:]				):
              snake_case__							:     str            =     len(A				) - len(line.lstrip()				)
              if idx == 0 or indent > indent_level or (indent == indent_level and line.strip() == ")"):
                     snake_case__							:     Any            =     start_idx + idx
              elif idx > 0 and indent <= indent_level:
                     # Outside the definition block of `pipeline_model_mapping`
                     break

       return end_idx
def 	lowercase_							(A			:			Any		, A			:			Optional[int]=False				):
       if getattr(A		, 'pipeline_model_mapping'		, A				) is not None:
              if not overwrite:
                     return "", -1

       snake_case__							:     Union[str, Any]            =     get_pipeline_model_mapping_string(A				)
       if len(A				) == 0:
              return "", -1
       snake_case__							:     Tuple            =     line_to_add + '\n'

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

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

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

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

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

       return line_to_add
def 	lowercase_							(A			:			Dict		, A			:			str=False				):
       snake_case__							:     Any            =     find_test_class(A				)
       if test_class:
              add_pipeline_model_mapping(A		, overwrite=A				)


if __name__ == "__main__":
 a_       :str				  =				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`.",
 )
 a_       :List[str]				  =				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.")

 a_       :Union[str, Any]				  =				[]
 if args.test_file:
  a_       :int				  =				[args.test_file]
 else:
  a_       :Any				  =				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 	lowercase_							(A			:			int		, A			:			int				):
       return (input_a, input_a).count(0				) % 2
def 	lowercase_							():
       assert xor_gate(0		, 0				) == 0
       assert xor_gate(0		, 1				) == 1
       assert xor_gate(1		, 0				) == 1
       assert xor_gate(1		, 1				) == 0


if __name__ == "__main__":
 print(xor_gate(0, 0))
 print(xor_gate(0, 1))






