


'''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


__SCREAMING_SNAKE_CASE	:      List[str]				=						{}
for task, _ in pipeline_test_mapping.items():
      __SCREAMING_SNAKE_CASE	:      List[Any]				=						{'pt': None, 'tf': None}


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



def     UpperCAmelCase__      (			UpperCAmelCase_					:       str							)  ->	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     UpperCAmelCase__      (			UpperCAmelCase_					:       Tuple   ,					UpperCAmelCase_					:       Union[str, Any]							)  ->	Optional[int]:







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

     __lowerCamelCase     :			int              =	pipeline_test_mapping[task]['test']
     __lowerCamelCase     :			int              =	None

     if framework == "pt":
          __lowerCamelCase     :			List[str]              =	getattr(lowercase_   ,					'model_mapping'   ,					lowercase_							)
     elif framework == "tf":
          __lowerCamelCase     :			Optional[int]              =	getattr(lowercase_   ,					'tf_model_mapping'   ,					lowercase_							)

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

     # cache the results
     __lowerCamelCase     :			Dict              =	mapping
     return mapping



def     UpperCAmelCase__      (			UpperCAmelCase_					:       Optional[Any]   ,					UpperCAmelCase_					:       List[Any]							)  ->	str:
     __lowerCamelCase     :			Optional[Any]              =	get_framework(lowercase_							)
     if framework is None:
          return None
     __lowerCamelCase     :			Tuple              =	get_mapping_for_task(lowercase_   ,					lowercase_							)
     if mapping is None:
          return None

     __lowerCamelCase     :			Tuple              =	list({model_class.config_class for model_class in test_class.all_model_classes}							)
     if len(lowercase_							) != 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     :			Dict              =	mapping.get(config_classes[0]   ,					lowercase_							)
     if isinstance(lowercase_   ,					(tuple, list)							):
          __lowerCamelCase     :			Optional[int]              =	sorted(lowercase_   ,					key=lambda UpperCAmelCase_							: x.__name__							)

     return model_class



def     UpperCAmelCase__      (			UpperCAmelCase_					:       List[str]							)  ->	Any:
     __lowerCamelCase     :			Tuple              =	[(task, get_model_for_pipeline_test(lowercase_   ,					lowercase_							)) for task in pipeline_test_mapping]
     __lowerCamelCase     :			Optional[int]              =	sorted([(task, model) for task, model in mapping if model is not None]   ,					key=lambda UpperCAmelCase_							: x[0]							)

     return dict(lowercase_							)



def     UpperCAmelCase__      (			UpperCAmelCase_					:       Any							)  ->	str:
     __lowerCamelCase     :			int              =	get_framework(lowercase_							)
     if framework == "pt":
          __lowerCamelCase     :			Tuple              =	'torch'
     __lowerCamelCase     :			List[Any]              =	'{}'

     __lowerCamelCase     :			int              =	get_pipeline_model_mapping(lowercase_							)
     if len(lowercase_							) == 0:
          return ""

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

     return text



def     UpperCAmelCase__      (			UpperCAmelCase_					:       str							)  ->	int:
     __lowerCamelCase     :			Optional[Any]              =	{'ModelTesterMixin', 'TFModelTesterMixin', 'FlaxModelTesterMixin'}
     if not issubclass(lowercase_   ,					unittest.TestCase							):
          return False
     return len(base_class_names.intersection([x.__name__ for x in test_class.__bases__]							)							) > 0



def     UpperCAmelCase__      (			UpperCAmelCase_					:       List[Any]							)  ->	Tuple:
     __lowerCamelCase     :			Union[str, Any]              =	[x for x in get_test_classes(lowercase_							) if is_valid_test_class(lowercase_							)]

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

     return target_test_class



def     UpperCAmelCase__      (			UpperCAmelCase_					:       Optional[int]   ,					UpperCAmelCase_					:       Optional[int]   ,					UpperCAmelCase_					:       Any							)  ->	int:
     __lowerCamelCase     :			Dict              =	start_idx
     for idx, line in enumerate(lines[start_idx:]							):
          __lowerCamelCase     :			Optional[int]              =	len(lowercase_							) - len(line.lstrip()							)
          if idx == 0 or indent > indent_level or (indent == indent_level and line.strip() == ")"):
               __lowerCamelCase     :			Union[str, Any]              =	start_idx + idx
          elif idx > 0 and indent <= indent_level:
               # Outside the definition block of `pipeline_model_mapping`
               break

     return end_idx



def     UpperCAmelCase__      (			UpperCAmelCase_					:       Optional[int]   ,					UpperCAmelCase_					:       Optional[int]=False							)  ->	Any:







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

     __lowerCamelCase     :			Any              =	get_pipeline_model_mapping_string(lowercase_							)
     if len(lowercase_							) == 0:
          return "", -1
     __lowerCamelCase     :			int              =	line_to_add + '\n'

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

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

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

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

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

     __lowerCamelCase     :			Optional[Any]              =	inspect.getsourcefile(lowercase_							)
     with open(lowercase_   ,					'w'   ,					encoding='UTF-8'   ,					newline='\n'							) as fp:
          fp.write(lowercase_							)

     return line_to_add



def     UpperCAmelCase__      (			UpperCAmelCase_					:       Any   ,					UpperCAmelCase_					:       str=False							)  ->	List[str]:
     __lowerCamelCase     :			Tuple              =	find_test_class(lowercase_							)
     if test_class:
          add_pipeline_model_mapping(lowercase_   ,					overwrite=lowercase_							)


if __name__ == "__main__":
      __SCREAMING_SNAKE_CASE	:      List[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`.""",
      )
      __SCREAMING_SNAKE_CASE	:      Union[str, Any]				=						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.""")

      __SCREAMING_SNAKE_CASE	:      Optional[Any]				=						[]
      if args.test_file:
            __SCREAMING_SNAKE_CASE	:      List[Any]				=						[args.test_file]
      else:
            __SCREAMING_SNAKE_CASE	:      Union[str, 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)










'''simple docstring'''



A__	:      List[Any]				=						[0.3_3, 0.4_4, 0.5_5, 0.4_4, 0.3_3]
A__	:      Dict				=						3
A__	:      Union[str, Any]				=						5

# Buffer Space (with Parameters Space)
A__	:      list[float]				=						[]
A__	:      list[float]				=						[]

# Machine Time
A__	:      Dict				=						0



def     UpperCAmelCase__      (			UpperCAmelCase_					:       List[str]							)  ->	str:
     global buffer_space, params_space, machine_time, K, m, t

     # Choosing Dynamical Systems (All)
     for key, value in enumerate(UpperCAmelCase_							):
          # Evolution Parameter
          __lowerCamelCase     :			List[str]              =	float(seed / value							)

          # Control Theory: Orbit Change
          __lowerCamelCase     :			Optional[int]              =	(buffer_space[(key + 1) % m] + e) % 1

          # Control Theory: Trajectory Change
          __lowerCamelCase     :			str              =	(params_space[key] + e) % 1 + 3

          # Modification (Transition Function) - Jumps
          __lowerCamelCase     :			List[Any]              =	round(float(r * value * (1 - value)							)   ,					10							)
          __lowerCamelCase     :			Tuple              =	r  # Saving to Parameters Space

     # Logistic Map
     assert max(UpperCAmelCase_							) < 1
     assert max(UpperCAmelCase_							) < 4

     # Machine Time
     machine_time += 1



def     UpperCAmelCase__      (			)  ->	Optional[int]:
     global buffer_space, params_space, machine_time, K, m, t

     # PRNG (Xorshift by George Marsaglia)
     def xorshift(UpperCAmelCase_					:       Any   ,					UpperCAmelCase_					:       Tuple							):
          x ^= y >> 13
          y ^= x << 17
          x ^= y >> 5
          return x

     # Choosing Dynamical Systems (Increment)
     __lowerCamelCase     :			List[Any]              =	machine_time % m

     # Evolution (Time Length)
     for _ in range(0   ,					UpperCAmelCase_							):
          # Variables (Position + Parameters)
          __lowerCamelCase     :			Union[str, Any]              =	params_space[key]
          __lowerCamelCase     :			Optional[Any]              =	buffer_space[key]

          # Modification (Transition Function) - Flow
          __lowerCamelCase     :			str              =	round(float(r * value * (1 - value)							)   ,					10							)
          __lowerCamelCase     :			Dict              =	(machine_time * 0.01 + r * 1.01) % 1 + 3

     # Choosing Chaotic Data
     __lowerCamelCase     :			List[Any]              =	int(buffer_space[(key + 2) % m] * (10**10)							)
     __lowerCamelCase     :			List[str]              =	int(buffer_space[(key - 2) % m] * (10**10)							)

     # Machine Time
     machine_time += 1

     return xorshift(UpperCAmelCase_   ,					UpperCAmelCase_							) % 0xff_ff_ff_ff



def     UpperCAmelCase__      (			)  ->	Any:
     global buffer_space, params_space, machine_time, K, m, t

     __lowerCamelCase     :			Union[str, Any]              =	K
     __lowerCamelCase     :			Optional[int]              =	[0] * m
     __lowerCamelCase     :			Tuple              =	0


if __name__ == "__main__":
      # Initialization
      reset()

      # Pushing Data (Input)
      import random

      A__	:      Optional[Any]				=						random.sample(range(0XFFFFFFFF), 100)
      for chunk in message:
            push(chunk)

      # for controlling
      A__	:      Tuple				=						""""""

      # Pulling Data (Output)
      while inp in ("e", "E"):
            print(f'''{format(pull(), '#04x')}''')
            print(buffer_space)
            print(params_space)
            A__	:      Optional[Any]				=						input("""(e)exit? """).strip()






