



'''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


_A					:     Dict      ={}
for task, _ in pipeline_test_mapping.items():
		_A					:     str      ={'''pt''': None, '''tf''': None}


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







def     __UpperCamelCase					(				_lowercase       )			->      List[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     __UpperCamelCase					(				_lowercase,					_lowercase       )			->      int:
	# Use the cached results
	if PIPELINE_TEST_MAPPING[task].get(_lowercase,					_lowercase       ) is not None:
		return PIPELINE_TEST_MAPPING[task][framework]

	_lowercase       :							List[Any]  	=		pipeline_test_mapping[task]['test']
	_lowercase       :							List[Any]  	=		None

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

	if mapping is not None:
		_lowercase       :							Optional[Any]  	=		dict(mapping.items()       )

	# cache the results
	_lowercase       :							Optional[Any]  	=		mapping
	return mapping







def     __UpperCamelCase					(				_lowercase,					_lowercase       )			->      Union[str, Any]:
	_lowercase       :							Tuple  	=		get_framework(_lowercase       )
	if framework is None:
		return None
	_lowercase       :							Any  	=		get_mapping_for_task(_lowercase,					_lowercase       )
	if mapping is None:
		return None

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

	return model_class







def     __UpperCamelCase					(				_lowercase       )			->      Optional[Any]:
	_lowercase       :							Optional[Any]  	=		[(task, get_model_for_pipeline_test(_lowercase,					_lowercase       )) for task in pipeline_test_mapping]
	_lowercase       :							str  	=		sorted([(task, model) for task, model in mapping if model is not None],					key=lambda _lowercase       : x[0]       )

	return dict(_lowercase       )







def     __UpperCamelCase					(				_lowercase       )			->      Any:
	_lowercase       :							Any  	=		get_framework(_lowercase       )
	if framework == "pt":
		_lowercase       :							Any  	=		'torch'
	_lowercase       :							Dict  	=		'{}'

	_lowercase       :							List[Any]  	=		get_pipeline_model_mapping(_lowercase       )
	if len(_lowercase       ) == 0:
		return ""

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

	return text







def     __UpperCamelCase					(				_lowercase       )			->      Any:
	_lowercase       :							List[str]  	=		{'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					(				_lowercase       )			->      List[Any]:
	_lowercase       :							List[str]  	=		[x for x in get_test_classes(_lowercase       ) if is_valid_test_class(_lowercase       )]

	_lowercase       :							Tuple  	=		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:
			_lowercase       :							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:
		_lowercase       :							Optional[Any]  	=		sorted(_lowercase,					key=lambda _lowercase       : (len(x.__name__       ), x.__name__)       )[0]

	return target_test_class







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

	return end_idx







def     __UpperCamelCase					(				_lowercase,					_lowercase=False       )			->      Optional[Any]:
	if getattr(_lowercase,					'pipeline_model_mapping',					_lowercase       ) is not None:
		if not overwrite:
			return "", -1

	_lowercase       :							Optional[int]  	=		get_pipeline_model_mapping_string(_lowercase       )
	if len(_lowercase       ) == 0:
		return "", -1
	_lowercase       :							List[str]  	=		line_to_add + '\n'

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

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

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

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

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

	return line_to_add







def     __UpperCamelCase					(				_lowercase,					_lowercase=False       )			->      Dict:
	_lowercase       :							Optional[int]  	=		find_test_class(_lowercase       )
	if test_class:
		add_pipeline_model_mapping(_lowercase,					overwrite=_lowercase       )


if __name__ == "__main__":
		_A					:     Optional[int]      =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					:     int      =[]
		if args.test_file:
				_A					:     Dict      =[args.test_file]
		else:
				_A					:     str      =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 __future__ import annotations



class 		lowerCamelCase__   :




					'''simple docstring'''



					def __init__(	self					:						str  ,	UpperCamelCase_					:						int       )	->							None:



						'''simple docstring'''





						_lowercase       :							Any  	=		value
						_lowercase       :							Node | None  	=		None
						_lowercase       :							Node | None  	=		None






class 		lowerCamelCase__   :




					'''simple docstring'''



					A_         =    42




					def __init__(	self					:						List[Any]       )	->							None:



						'''simple docstring'''





						_lowercase       :							Optional[int]  	=		0




					def     __UpperCAmelCase  (	self					:						str  ,	UpperCamelCase_					:						Node | None  ,	UpperCamelCase_					:						int       )	->							None:



						'''simple docstring'''





						if node is None:
							return

						if path_sum == self.target:
							self.paths += 1

						if node.left:
							self.depth_first_search(node.left  ,	path_sum + node.left.value       )
						if node.right:
							self.depth_first_search(node.right  ,	path_sum + node.right.value       )




					def     __UpperCAmelCase  (	self					:						Optional[int]  ,	UpperCamelCase_					:						Node | None  ,	UpperCamelCase_					:						int | None = None       )	->							int:



						'''simple docstring'''





						if node is None:
							return 0
						if target is not None:
							_lowercase       :							Union[str, Any]  	=		target

						self.depth_first_search(UpperCamelCase_  ,	node.value       )
						self.path_sum(node.left       )
						self.path_sum(node.right       )

						return self.paths


if __name__ == "__main__":
		import doctest

		doctest.testmod()
