




'''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


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

     _SCREAMING_SNAKE_CASE =   pipeline_test_mapping[task]["test"]
     _SCREAMING_SNAKE_CASE =   None

     if framework == "pt":
          _SCREAMING_SNAKE_CASE =   getattr(__A ,  "model_mapping" ,  __A						)
     elif framework == "tf":
          _SCREAMING_SNAKE_CASE =   getattr(__A ,  "tf_model_mapping" ,  __A						)

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

     # cache the results
     _SCREAMING_SNAKE_CASE =   mapping
     return mapping
def 				SCREAMING_SNAKE_CASE_				(							__A       :				List[Any] ,  __A       :				str						)				->				Tuple:
     _SCREAMING_SNAKE_CASE =   get_framework(__A						)
     if framework is None:
          return None
     _SCREAMING_SNAKE_CASE =   get_mapping_for_task(__A ,  __A						)
     if mapping is None:
          return None

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

     return model_class
def 				SCREAMING_SNAKE_CASE_				(							__A       :				List[Any]						)				->				str:
     _SCREAMING_SNAKE_CASE =   [(task, get_model_for_pipeline_test(__A ,  __A						)) for task in pipeline_test_mapping]
     _SCREAMING_SNAKE_CASE =   sorted([(task, model) for task, model in mapping if model is not None] ,  key=lambda __A						: x[0]						)

     return dict(__A						)
def 				SCREAMING_SNAKE_CASE_				(							__A       :				Tuple						)				->				Optional[Any]:
     _SCREAMING_SNAKE_CASE =   get_framework(__A						)
     if framework == "pt":
          _SCREAMING_SNAKE_CASE =   "torch"
     _SCREAMING_SNAKE_CASE =   "{}"

     _SCREAMING_SNAKE_CASE =   get_pipeline_model_mapping(__A						)
     if len(__A						) == 0:
          return ""

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

     return text
def 				SCREAMING_SNAKE_CASE_				(							__A       :				int						)				->				str:
     _SCREAMING_SNAKE_CASE =   {"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 				SCREAMING_SNAKE_CASE_				(							__A       :				List[str]						)				->				List[Any]:
     _SCREAMING_SNAKE_CASE =   [x for x in get_test_classes(__A						) if is_valid_test_class(__A						)]

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

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

     _SCREAMING_SNAKE_CASE =   get_pipeline_model_mapping_string(__A						)
     if len(__A						) == 0:
          return "", -1
     _SCREAMING_SNAKE_CASE =   line_to_add + "\n"

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

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

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

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

     _SCREAMING_SNAKE_CASE =   inspect.getsourcefile(__A						)
     with open(__A ,  "w" ,  encoding="UTF-8" ,  newline="\n"						) as fp:
          fp.write(__A						)

     return line_to_add
def 				SCREAMING_SNAKE_CASE_				(							__A       :				List[Any] ,  __A       :				Dict=False						)				->				Any:
     _SCREAMING_SNAKE_CASE =   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'''



import math
def 				SCREAMING_SNAKE_CASE_				(							__A       :				Tuple						)				->				List[Any]:
   _SCREAMING_SNAKE_CASE =   0
   if n % 2 == 0:
      count += 1
      while n % 2 == 0:
         _SCREAMING_SNAKE_CASE =   int(n / 2						)
    # the n input value must be odd so that
    # we can skip one element (ie i += 2)

   _SCREAMING_SNAKE_CASE =   3

   while i <= int(math.sqrt(__A						)						):
      if n % i == 0:
         count += 1
         while n % i == 0:
            _SCREAMING_SNAKE_CASE =   int(n / i						)
      _SCREAMING_SNAKE_CASE =   i + 2

   # this condition checks the prime
   # number n is greater than 2

   if n > 2:
      count += 1
   return count


if __name__ == "__main__":
 lowerCamelCase_	 =		51_24_21_83
 print(f'''The number of distinct prime factors is/are {exact_prime_factor_count(n)}''')
 print(f'''The value of log(log(n)) is {math.log(math.log(n)):.4f}''')

