
'''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   (						_SCREAMING_SNAKE_CASE   ):

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

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

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

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

							# cache the results
							_snake_case     =						mapping
							return mapping






def       __SCREAMING_SNAKE_CASE   (						_SCREAMING_SNAKE_CASE							,      _SCREAMING_SNAKE_CASE   ):
							_snake_case     =						get_framework(_SCREAMING_SNAKE_CASE   )
							if framework is None:
														return None
							_snake_case     =						get_mapping_for_task(_SCREAMING_SNAKE_CASE							,      _SCREAMING_SNAKE_CASE   )
							if mapping is None:
														return None

							_snake_case     =						list({model_class.config_class for model_class in test_class.all_model_classes}   )
							if len(_SCREAMING_SNAKE_CASE   ) != 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.
							_snake_case     =						mapping.get(config_classes[0]							,      _SCREAMING_SNAKE_CASE   )
							if isinstance(_SCREAMING_SNAKE_CASE							,      (tuple, list)   ):
														_snake_case     =						sorted(_SCREAMING_SNAKE_CASE							,      key=lambda _SCREAMING_SNAKE_CASE   : x.__name__   )

							return model_class






def       __SCREAMING_SNAKE_CASE   (						_SCREAMING_SNAKE_CASE   ):
							_snake_case     =						[(task, get_model_for_pipeline_test(_SCREAMING_SNAKE_CASE							,      _SCREAMING_SNAKE_CASE   )) for task in pipeline_test_mapping]
							_snake_case     =						sorted([(task, model) for task, model in mapping if model is not None]							,      key=lambda _SCREAMING_SNAKE_CASE   : x[0]   )

							return dict(_SCREAMING_SNAKE_CASE   )






def       __SCREAMING_SNAKE_CASE   (						_SCREAMING_SNAKE_CASE   ):
							_snake_case     =						get_framework(_SCREAMING_SNAKE_CASE   )
							if framework == "pt":
														_snake_case     =						"""torch"""
							_snake_case     =						"""{}"""

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

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

							return text






def       __SCREAMING_SNAKE_CASE   (						_SCREAMING_SNAKE_CASE   ):
							_snake_case     =						{"""ModelTesterMixin""", """TFModelTesterMixin""", """FlaxModelTesterMixin"""}
							if not issubclass(_SCREAMING_SNAKE_CASE							,      unittest.TestCase   ):
														return False
							return len(base_class_names.intersection([x.__name__ for x in test_class.__bases__]   )   ) > 0






def       __SCREAMING_SNAKE_CASE   (						_SCREAMING_SNAKE_CASE   ):
							_snake_case     =						[x for x in get_test_classes(_SCREAMING_SNAKE_CASE   ) if is_valid_test_class(_SCREAMING_SNAKE_CASE   )]

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

							return target_test_class






def       __SCREAMING_SNAKE_CASE   (						_SCREAMING_SNAKE_CASE							,      _SCREAMING_SNAKE_CASE							,      _SCREAMING_SNAKE_CASE   ):
							_snake_case     =						start_idx
							for idx, line in enumerate(lines[start_idx:]   ):
														_snake_case     =						len(_SCREAMING_SNAKE_CASE   ) - len(line.lstrip()   )
														if idx == 0 or indent > indent_level or (indent == indent_level and line.strip() == ")"):
																					_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   (						_SCREAMING_SNAKE_CASE							,      _SCREAMING_SNAKE_CASE=False   ):
							if getattr(_SCREAMING_SNAKE_CASE							,      """pipeline_model_mapping"""							,      _SCREAMING_SNAKE_CASE   ) is not None:
														if not overwrite:
																					return "", -1

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

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

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

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

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

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

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

							return line_to_add






def       __SCREAMING_SNAKE_CASE   (						_SCREAMING_SNAKE_CASE							,      _SCREAMING_SNAKE_CASE=False   ):
							_snake_case     =						find_test_class(_SCREAMING_SNAKE_CASE   )
							if test_class:
														add_pipeline_model_mapping(_SCREAMING_SNAKE_CASE							,      overwrite=_SCREAMING_SNAKE_CASE   )


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'''
from typing import List

import datasets
from datasets.tasks import ImageClassification

from ..folder_based_builder import folder_based_builder


__lowerCAmelCase  							= datasets.utils.logging.get_logger(__name__)


class     _lowerCAmelCase					(					folder_based_builder.FolderBasedBuilderConfig   ):







							'''simple docstring'''

							lowerCAmelCase_      		=		None
							lowerCAmelCase_      		=		None


class     _lowerCAmelCase					(					folder_based_builder.FolderBasedBuilder   ):







							'''simple docstring'''

							lowerCAmelCase_      		=		datasets.Image()
							lowerCAmelCase_      		=		"image"
							lowerCAmelCase_      		=		ImageFolderConfig
							lowerCAmelCase_      		=		42  # definition at the bottom of the script
							lowerCAmelCase_      		=		ImageClassification(image_column="image"  ,							label_column="label"   )
__lowerCAmelCase  							= [
    '.blp',
    '.bmp',
    '.dib',
    '.bufr',
    '.cur',
    '.pcx',
    '.dcx',
    '.dds',
    '.ps',
    '.eps',
    '.fit',
    '.fits',
    '.fli',
    '.flc',
    '.ftc',
    '.ftu',
    '.gbr',
    '.gif',
    '.grib',
    '.h5',
    '.hdf',
    '.png',
    '.apng',
    '.jp2',
    '.j2k',
    '.jpc',
    '.jpf',
    '.jpx',
    '.j2c',
    '.icns',
    '.ico',
    '.im',
    '.iim',
    '.tif',
    '.tiff',
    '.jfif',
    '.jpe',
    '.jpg',
    '.jpeg',
    '.mpg',
    '.mpeg',
    '.msp',
    '.pcd',
    '.pxr',
    '.pbm',
    '.pgm',
    '.ppm',
    '.pnm',
    '.psd',
    '.bw',
    '.rgb',
    '.rgba',
    '.sgi',
    '.ras',
    '.tga',
    '.icb',
    '.vda',
    '.vst',
    '.webp',
    '.wmf',
    '.emf',
    '.xbm',
    '.xpm',
]
__lowerCAmelCase  							= IMAGE_EXTENSIONS