


"""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


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


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


def 	lowercase     (							A_			)-> Tuple:
  '''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 	lowercase     (							A_    ,  A_			)-> Optional[Any]:
  '''simple docstring'''







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

  a		:						Optional[int] 				=     pipeline_test_mapping[task]["test"]
  a		:						Optional[int] 				=     None

  if framework == "pt":
    a		:						int 				=     getattr(A_    ,  "model_mapping"    ,  A_			)
  elif framework == "tf":
    a		:						Optional[Any] 				=     getattr(A_    ,  "tf_model_mapping"    ,  A_			)

  if mapping is not None:
    a		:						Optional[int] 				=     dict(mapping.items()			)

  # cache the results
  a		:						int 				=     mapping
  return mapping


def 	lowercase     (							A_    ,  A_			)-> Optional[Any]:
  '''simple docstring'''







  a		:						Optional[Any] 				=     get_framework(A_			)
  if framework is None:
    return None
  a		:						str 				=     get_mapping_for_task(A_    ,  A_			)
  if mapping is None:
    return None

  a		:						Union[str, Any] 				=     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.
  a		:						Dict 				=     mapping.get(config_classes[0]    ,  A_			)
  if isinstance(A_    ,  (tuple, list)			):
    a		:						Any 				=     sorted(A_    ,  key=lambda A_			: x.__name__			)

  return model_class


def 	lowercase     (							A_			)-> Any:
  '''simple docstring'''







  a		:						Union[str, Any] 				=     [(task, get_model_for_pipeline_test(A_    ,  A_			)) for task in pipeline_test_mapping]
  a		:						Tuple 				=     sorted([(task, model) for task, model in mapping if model is not None]    ,  key=lambda A_			: x[0]			)

  return dict(A_			)


def 	lowercase     (							A_			)-> int:
  '''simple docstring'''







  a		:						Union[str, Any] 				=     get_framework(A_			)
  if framework == "pt":
    a		:						Any 				=     "torch"
  a		:						Union[str, Any] 				=     "{}"

  a		:						Tuple 				=     get_pipeline_model_mapping(A_			)
  if len(A_			) == 0:
    return ""

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

  return text


def 	lowercase     (							A_			)-> List[str]:
  '''simple docstring'''







  a		:						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_			)-> Any:
  '''simple docstring'''







  a		:						str 				=     [x for x in get_test_classes(A_			) if is_valid_test_class(A_			)]

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

  return target_test_class


def 	lowercase     (							A_    ,  A_    ,  A_			)-> Optional[int]:
  '''simple docstring'''







  a		:						int 				=     start_idx
  for idx, line in enumerate(lines[start_idx:]			):
    a		:						List[str] 				=     len(A_			) - len(line.lstrip()			)
    if idx == 0 or indent > indent_level or (indent == indent_level and line.strip() == ")"):
      a		:						List[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_    ,  A_=False			)-> Any:
  '''simple docstring'''







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

  a		:						int 				=     get_pipeline_model_mapping_string(A_			)
  if len(A_			) == 0:
    return "", -1
  a		:						List[Any] 				=     line_to_add + "\n"

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

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

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

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

  a		:						Optional[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_    ,  A_=False			)-> List[Any]:
  '''simple docstring'''







  a		:						int 				=     find_test_class(A_			)
  if test_class:
    add_pipeline_model_mapping(A_    ,  overwrite=A_			)


if __name__ == "__main__":
 __lowercase          = 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`.""",
 )
 __lowercase          = 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.""")

 __lowercase          = []
 if args.test_file:
  __lowercase          = [args.test_file]
 else:
  __lowercase          = 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"""







def 	lowercase     (							A_ = 100    ,  A_ = 100			)-> int:
  '''simple docstring'''







  return max(
      sum(int(A_			) for x in str(base**power			)			)
      for base in range(A_			)
      for power in range(A_			)			)


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

 doctest.testmod()






