






'''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      :     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      :     Optional[int]       	={
    '''tests/models/esm/test_modeling_esmfold.py''',  # The pipeline test mapping is added to `test_modeling_esm.py`
}





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

							lowerCamelCase__   :      Dict			    =			pipeline_test_mapping[task]["""test"""]
							lowerCamelCase__   :      int			    =			None

							if framework == "pt":
														lowerCamelCase__   :      Optional[Any]			    =			getattr(UpperCamelCase							,     """model_mapping"""							,     UpperCamelCase )
							elif framework == "tf":
														lowerCamelCase__   :      Dict			    =			getattr(UpperCamelCase							,     """tf_model_mapping"""							,     UpperCamelCase )

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

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





def 					SCREAMING_SNAKE_CASE_			(UpperCamelCase							,     UpperCamelCase ) ->			Union[str, Any]:
							lowerCamelCase__   :      Optional[int]			    =			get_framework(UpperCamelCase )
							if framework is None:
														return None
							lowerCamelCase__   :      List[str]			    =			get_mapping_for_task(UpperCamelCase							,     UpperCamelCase )
							if mapping is None:
														return None

							lowerCamelCase__   :      List[Any]			    =			list({model_class.config_class for model_class in test_class.all_model_classes} )
							if len(UpperCamelCase ) != 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__   :      Optional[Any]			    =			mapping.get(config_classes[0]							,     UpperCamelCase )
							if isinstance(UpperCamelCase							,     (tuple, list) ):
														lowerCamelCase__   :      Tuple			    =			sorted(UpperCamelCase							,     key=lambda UpperCamelCase : x.__name__ )

							return model_class





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

							return dict(UpperCamelCase )





def 					SCREAMING_SNAKE_CASE_			(UpperCamelCase ) ->			Optional[Any]:
							lowerCamelCase__   :      Optional[int]			    =			get_framework(UpperCamelCase )
							if framework == "pt":
														lowerCamelCase__   :      int			    =			"""torch"""
							lowerCamelCase__   :      Any			    =			"""{}"""

							lowerCamelCase__   :      Tuple			    =			get_pipeline_model_mapping(UpperCamelCase )
							if len(UpperCamelCase ) == 0:
														return ""

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

							return text





def 					SCREAMING_SNAKE_CASE_			(UpperCamelCase ) ->			int:
							lowerCamelCase__   :      Optional[Any]			    =			{"""ModelTesterMixin""", """TFModelTesterMixin""", """FlaxModelTesterMixin"""}
							if not issubclass(UpperCamelCase							,     unittest.TestCase ):
														return False
							return len(base_class_names.intersection([x.__name__ for x in test_class.__bases__] ) ) > 0





def 					SCREAMING_SNAKE_CASE_			(UpperCamelCase ) ->			int:
							lowerCamelCase__   :      int			    =			[x for x in get_test_classes(UpperCamelCase ) if is_valid_test_class(UpperCamelCase )]

							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(UpperCamelCase							,     """pipeline_model_mapping"""							,     UpperCamelCase ) is not None:
																					lowerCamelCase__   :      List[Any]			    =			test_class
																					break
    # Take the test class with the shortest name (just a heuristic)
							if target_test_class is None and len(UpperCamelCase ) > 0:
														lowerCamelCase__   :      int			    =			sorted(UpperCamelCase							,     key=lambda UpperCamelCase : (len(x.__name__ ), x.__name__) )[0]

							return target_test_class





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

							lowerCamelCase__   :      List[str]			    =			get_pipeline_model_mapping_string(UpperCamelCase )
							if len(UpperCamelCase ) == 0:
														return "", -1
							lowerCamelCase__   :      Any			    =			line_to_add + """\n"""

							# The code defined the class `test_class`
							lowerCamelCase__    ,						lowerCamelCase__   :      Tuple			    =			inspect.getsourcelines(UpperCamelCase )
							# `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(UpperCamelCase ):
														if line.lstrip().startswith("""class """ ):
																					lowerCamelCase__   :      Optional[Any]			    =			class_lines[idx:]
																					class_start_line_no += idx
																					break
							lowerCamelCase__   :      Optional[Any]			    =			class_start_line_no + len(UpperCamelCase ) - 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__   :      Dict			    =			0
							# To record if `pipeline_model_mapping` is found in `test_class`.
							lowerCamelCase__   :      List[str]			    =			None
							for idx, line in enumerate(UpperCamelCase ):
														if line.strip().startswith("""all_model_classes = """ ):
																					lowerCamelCase__   :      Optional[Any]			    =			len(UpperCamelCase ) - len(line.lstrip() )
																					lowerCamelCase__   :      List[Any]			    =			idx
														elif line.strip().startswith("""all_generative_model_classes = """ ):
																					lowerCamelCase__   :      List[Any]			    =			len(UpperCamelCase ) - len(line.lstrip() )
																					lowerCamelCase__   :      Tuple			    =			idx
														elif line.strip().startswith("""pipeline_model_mapping = """ ):
																					lowerCamelCase__   :      List[Any]			    =			len(UpperCamelCase ) - len(line.lstrip() )
																					lowerCamelCase__   :      Optional[Any]			    =			idx
																					lowerCamelCase__   :      List[Any]			    =			line
																					break

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

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

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

							# Add indentation
							lowerCamelCase__   :      Tuple			    =			""" """ * indent_level + line_to_add
							# Insert `pipeline_model_mapping` to `class_lines`.
							# (The line at `target_idx` should be kept by definition!)
							lowerCamelCase__   :      List[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(UpperCamelCase ) )[0]
							# Be careful with the 1-off between line numbers and array indices
							lowerCamelCase__   :      List[Any]			    =			module_lines[: class_start_line_no - 1] + class_lines + module_lines[class_end_line_no:]
							lowerCamelCase__   :      int			    =			"""""".join(UpperCamelCase )

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

							return line_to_add





def 					SCREAMING_SNAKE_CASE_			(UpperCamelCase							,     UpperCamelCase=False ) ->			Union[str, Any]:
							lowerCamelCase__   :      Optional[Any]			    =			find_test_class(UpperCamelCase )
							if test_class:
														add_pipeline_model_mapping(UpperCamelCase							,     overwrite=UpperCamelCase )


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      :     Optional[int]       	=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      :     Optional[int]       	=[]
			if args.test_file:
						_A      :     str       	=[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





def 					SCREAMING_SNAKE_CASE_			(UpperCamelCase							,     UpperCamelCase ) ->			Dict:
							lowerCamelCase__   :      List[str]			    =			0
							lowerCamelCase__   :      Tuple			    =			len(UpperCamelCase ) - 1
							while left <= right:
														lowerCamelCase__   :      List[str]			    =			(left + right) // 2
														if left == right:
																					if sorted_list[middle] < item:
																												lowerCamelCase__   :      Any			    =			middle + 1
																					break
														elif sorted_list[middle] < item:
																					lowerCamelCase__   :      Optional[Any]			    =			middle + 1
														else:
																					lowerCamelCase__   :      Dict			    =			middle - 1
							sorted_list.insert(UpperCamelCase							,     UpperCamelCase )
							return sorted_list





def 					SCREAMING_SNAKE_CASE_			(UpperCamelCase							,     UpperCamelCase ) ->			Tuple:
							lowerCamelCase__   :      Any			    =			[]
							while left and right:
														if left[0][0] < right[0][0]:
																					result.append(left.pop(0 ) )
														else:
																					result.append(right.pop(0 ) )
							return result + left + right





def 					SCREAMING_SNAKE_CASE_			(UpperCamelCase ) ->			Any:
							lowerCamelCase__   :      Optional[Any]			    =			len(UpperCamelCase )
							if length <= 1:
														return list_ad
							lowerCamelCase__   :      Tuple			    =			length // 2
							return merge(sortlist_ad(list_ad[:middle] )							,     sortlist_ad(list_ad[middle:] ) )





def 					SCREAMING_SNAKE_CASE_			(UpperCamelCase ) ->			list[int]:

							if len(UpperCamelCase ) <= 1:
														return collection
							lowerCamelCase__   :      int			    =			[]
							lowerCamelCase__   :      int			    =			False
							for i in range(0							,     len(UpperCamelCase )							,     2 ):
														if i == len(UpperCamelCase ) - 1:
																					lowerCamelCase__   :      List[Any]			    =			True
														else:
																					if collection[i] < collection[i + 1]:
																												two_paired_list.append([collection[i], collection[i + 1]] )
																					else:
																												two_paired_list.append([collection[i + 1], collection[i]] )
							lowerCamelCase__   :      List[Any]			    =			sortlist_ad(UpperCamelCase )
							lowerCamelCase__   :      List[Any]			    =			[i[0] for i in sorted_list_ad]
							result.append(sorted_list_ad[-1][1] )
							if has_last_odd_item:
														lowerCamelCase__   :      int			    =			collection[-1]
														lowerCamelCase__   :      str			    =			binary_search_insertion(UpperCamelCase							,     UpperCamelCase )
							lowerCamelCase__   :      Any			    =			False
							for i in range(len(UpperCamelCase ) - 1 ):
														if result[i] == collection[-1] and has_last_odd_item:
																					lowerCamelCase__   :      Any			    =			True
														lowerCamelCase__   :      Dict			    =			sorted_list_ad[i][1]
														# If last_odd_item is inserted before the item's index,
														# you should forward index one more.
														if is_last_odd_item_inserted_before_this_index:
																					lowerCamelCase__   :      List[str]			    =			result[: i + 2] + binary_search_insertion(result[i + 2 :]							,     UpperCamelCase )
														else:
																					lowerCamelCase__   :      Dict			    =			result[: i + 1] + binary_search_insertion(result[i + 1 :]							,     UpperCamelCase )

							return result


if __name__ == "__main__":
			_A      :     Tuple       	=input('''Enter numbers separated by a comma:\n''').strip()
			_A      :     List[Any]       	=[int(item) for item in user_input.split(''',''')]
			print(merge_insertion_sort(unsorted))

