
"""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		:						str =					{}
for task, _ in pipeline_test_mapping.items():
			lowercase		:						Tuple =					{'pt': None, 'tf': None}


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


def     lowerCamelCase_    (	lowerCamelCase_ )     ->			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     lowerCamelCase_    (	lowerCamelCase_	,				lowerCamelCase_ )     ->			List[str]:


					'''simple docstring'''
					# Use the cached results
					if PIPELINE_TEST_MAPPING[task].get(lowerCamelCase_	,				lowerCamelCase_ ) is not None:
										return PIPELINE_TEST_MAPPING[task][framework]

					__a:						List[str]		    =					pipeline_test_mapping[task]["""test"""]
					__a:						Tuple		    =					None

					if framework == "pt":
										__a:						Optional[Any]		    =					getattr(lowerCamelCase_	,				"""model_mapping"""	,				lowerCamelCase_ )
					elif framework == "tf":
										__a:						Union[str, Any]		    =					getattr(lowerCamelCase_	,				"""tf_model_mapping"""	,				lowerCamelCase_ )

					if mapping is not None:
										__a:						List[Any]		    =					dict(mapping.items() )

					# cache the results
					__a:						List[Any]		    =					mapping
					return mapping


def     lowerCamelCase_    (	lowerCamelCase_	,				lowerCamelCase_ )     ->			List[str]:


					'''simple docstring'''
					__a:						Tuple		    =					get_framework(lowerCamelCase_ )
					if framework is None:
										return None
					__a:						List[str]		    =					get_mapping_for_task(lowerCamelCase_	,				lowerCamelCase_ )
					if mapping is None:
										return None

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

					return model_class


def     lowerCamelCase_    (	lowerCamelCase_ )     ->			List[str]:


					'''simple docstring'''
					__a:						List[Any]		    =					[(task, get_model_for_pipeline_test(lowerCamelCase_	,				lowerCamelCase_ )) for task in pipeline_test_mapping]
					__a:						Any		    =					sorted([(task, model) for task, model in mapping if model is not None]	,				key=lambda lowerCamelCase_ : x[0] )

					return dict(lowerCamelCase_ )


def     lowerCamelCase_    (	lowerCamelCase_ )     ->			List[str]:


					'''simple docstring'''
					__a:						Tuple		    =					get_framework(lowerCamelCase_ )
					if framework == "pt":
										__a:						Tuple		    =					"""torch"""
					__a:						Union[str, Any]		    =					"""{}"""

					__a:						str		    =					get_pipeline_model_mapping(lowerCamelCase_ )
					if len(lowerCamelCase_ ) == 0:
										return ""

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

					return text


def     lowerCamelCase_    (	lowerCamelCase_ )     ->			Tuple:


					'''simple docstring'''
					__a:						Dict		    =					{"""ModelTesterMixin""", """TFModelTesterMixin""", """FlaxModelTesterMixin"""}
					if not issubclass(lowerCamelCase_	,				unittest.TestCase ):
										return False
					return len(base_class_names.intersection([x.__name__ for x in test_class.__bases__] ) ) > 0


def     lowerCamelCase_    (	lowerCamelCase_ )     ->			str:


					'''simple docstring'''
					__a:						Tuple		    =					[x for x in get_test_classes(lowerCamelCase_ ) if is_valid_test_class(lowerCamelCase_ )]

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

					return target_test_class


def     lowerCamelCase_    (	lowerCamelCase_	,				lowerCamelCase_	,				lowerCamelCase_ )     ->			List[str]:


					'''simple docstring'''
					__a:						Tuple		    =					start_idx
					for idx, line in enumerate(lines[start_idx:] ):
										__a:						Tuple		    =					len(lowerCamelCase_ ) - len(line.lstrip() )
										if idx == 0 or indent > indent_level or (indent == indent_level and line.strip() == ")"):
															__a:						List[str]		    =					start_idx + idx
										elif idx > 0 and indent <= indent_level:
															# Outside the definition block of `pipeline_model_mapping`
															break

					return end_idx


def     lowerCamelCase_    (	lowerCamelCase_	,				lowerCamelCase_=False )     ->			Optional[Any]:


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

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

					# The code defined the class `test_class`
					__a    ,				__a:						int		    =					inspect.getsourcelines(lowerCamelCase_ )
					# `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(lowerCamelCase_ ):
										if line.lstrip().startswith("""class """ ):
															__a:						int		    =					class_lines[idx:]
															class_start_line_no += idx
															break
					__a:						int		    =					class_start_line_no + len(lowerCamelCase_ ) - 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:						Optional[int]		    =					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:						int		    =					None
					for idx, line in enumerate(lowerCamelCase_ ):
										if line.strip().startswith("""all_model_classes = """ ):
															__a:						Optional[int]		    =					len(lowerCamelCase_ ) - len(line.lstrip() )
															__a:						int		    =					idx
										elif line.strip().startswith("""all_generative_model_classes = """ ):
															__a:						Dict		    =					len(lowerCamelCase_ ) - len(line.lstrip() )
															__a:						Dict		    =					idx
										elif line.strip().startswith("""pipeline_model_mapping = """ ):
															__a:						Any		    =					len(lowerCamelCase_ ) - len(line.lstrip() )
															__a:						List[Any]		    =					idx
															__a:						Any		    =					line
															break

					if start_idx is None:
										return "", -1
					# Find the ending index (inclusive) of the above found block.
					__a:						Union[str, Any]		    =					find_block_ending(lowerCamelCase_	,				lowerCamelCase_	,				lowerCamelCase_ )

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

    # Make sure the test class is a subclass of `PipelineTesterMixin`.
					__a:						Optional[int]		    =					[x.__name__ for x in test_class.__bases__]
					if "PipelineTesterMixin" not in parent_classes:
										# Put `PipelineTesterMixin` just before `unittest.TestCase`
										__a:						Optional[int]		    =					[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:						Any		    =					""", """.join(_parent_classes )
										for idx, line in enumerate(lowerCamelCase_ ):
															# 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:						List[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:						Dict		    =					""" """ * 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(lowerCamelCase_ ) )[0]
					# Be careful with the 1-off between line numbers and array indices
					__a:						Any		    =					module_lines[: class_start_line_no - 1] + class_lines + module_lines[class_end_line_no:]
					__a:						List[str]		    =					"""""".join(lowerCamelCase_ )

					__a:						Union[str, Any]		    =					inspect.getsourcefile(lowerCamelCase_ )
					with open(lowerCamelCase_	,				"""w"""	,				encoding="""UTF-8"""	,				newline="""\n""" ) as fp:
										fp.write(lowerCamelCase_ )

					return line_to_add


def     lowerCamelCase_    (	lowerCamelCase_	,				lowerCamelCase_=False )     ->			Optional[Any]:


					'''simple docstring'''
					__a:						Tuple		    =					find_test_class(lowerCamelCase_ )
					if test_class:
										add_pipeline_model_mapping(lowerCamelCase_	,				overwrite=lowerCamelCase_ )


if __name__ == "__main__":
			lowercase		:						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`.',
			)
			lowercase		:						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.')

			lowercase		:						Tuple =					[]
			if args.test_file:
						lowercase		:						List[Any] =					[args.test_file]
			else:
						lowercase		:						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"""
from ...configuration_utils import PretrainedConfig
from ...utils import logging


lowercase		:						int =					logging.get_logger(__name__)

lowercase		:						Any =					{
    'facebook/regnet-y-040': 'https://huggingface.co/facebook/regnet-y-040/blob/main/config.json',
}




class    _snake_case  (						_lowercase       ):
							SCREAMING_SNAKE_CASE		     =						'''regnet'''
							SCREAMING_SNAKE_CASE		     =						['''x''', '''y''']






							def __init__(					self						:			Union[str, Any]						, snake_case__						:			Any=3						, snake_case__						:			str=3_2						, snake_case__						:			Tuple=[1_2_8, 1_9_2, 5_1_2, 1_0_8_8]						, snake_case__						:			Union[str, Any]=[2, 6, 1_2, 2]						, snake_case__						:			str=6_4						, snake_case__						:			Optional[int]="y"						, snake_case__						:			Tuple="relu"						, **snake_case__						:			str						, ):






												"""simple docstring"""



												super().__init__(**snake_case__    )
												if layer_type not in self.layer_types:
																	raise ValueError(f"""layer_type={layer_type} is not one of {','.join(self.layer_types    )}"""    )
												__a:						Any		    =					num_channels
												__a:						List[Any]		    =					embedding_size
												__a:						Optional[int]		    =					hidden_sizes
												__a:						Optional[int]		    =					depths
												__a:						Optional[Any]		    =					groups_width
												__a:						Tuple		    =					layer_type
												__a:						str		    =					hidden_act
												# always downsample in the first stage
												__a:						List[str]		    =					True
