




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 							_UpperCAmelCase    (UpperCamelCase__					:  Optional[int]						):

       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__					:  Optional[int]    ,							UpperCamelCase__					:  Dict						):
       # 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]

       _A				:	int       =			pipeline_test_mapping[task]["test"]
       _A				:	Optional[int]       =			None

       if framework == "pt":
              _A				:	Optional[Any]       =			getattr(SCREAMING_SNAKE_CASE_    ,							"model_mapping"    ,							SCREAMING_SNAKE_CASE_						)
       elif framework == "tf":
              _A				:	str       =			getattr(SCREAMING_SNAKE_CASE_    ,							"tf_model_mapping"    ,							SCREAMING_SNAKE_CASE_						)

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

       # cache the results
       _A				:	int       =			mapping
       return mapping
def 							_UpperCAmelCase    (UpperCamelCase__					:  Tuple    ,							UpperCamelCase__					:  int						):
       _A				:	Optional[Any]       =			get_framework(SCREAMING_SNAKE_CASE_						)
       if framework is None:
              return None
       _A				:	Optional[int]       =			get_mapping_for_task(SCREAMING_SNAKE_CASE_    ,							SCREAMING_SNAKE_CASE_						)
       if mapping is None:
              return None

       _A				:	Any       =			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.
       _A				:	Union[str, Any]       =			mapping.get(config_classes[0]    ,							SCREAMING_SNAKE_CASE_						)
       if isinstance(SCREAMING_SNAKE_CASE_    ,							(tuple, list)						):
              _A				:	List[Any]       =			sorted(SCREAMING_SNAKE_CASE_    ,							key=lambda UpperCamelCase__						: x.__name__						)

       return model_class
def 							_UpperCAmelCase    (UpperCamelCase__					:  Optional[int]						):
       _A				:	Union[str, Any]       =			[(task, get_model_for_pipeline_test(SCREAMING_SNAKE_CASE_    ,							SCREAMING_SNAKE_CASE_						)) for task in pipeline_test_mapping]
       _A				:	str       =			sorted([(task, model) for task, model in mapping if model is not None]    ,							key=lambda UpperCamelCase__						: x[0]						)

       return dict(SCREAMING_SNAKE_CASE_						)
def 							_UpperCAmelCase    (UpperCamelCase__					:  Union[str, Any]						):
       _A				:	Optional[Any]       =			get_framework(SCREAMING_SNAKE_CASE_						)
       if framework == "pt":
              _A				:	Any       =			"torch"
       _A				:	List[str]       =			"{}"

       _A				:	str       =			get_pipeline_model_mapping(SCREAMING_SNAKE_CASE_						)
       if len(SCREAMING_SNAKE_CASE_						) == 0:
              return ""

       _A				:	Dict       =			[]
       for task, model_classes in mapping.items():
              if isinstance(SCREAMING_SNAKE_CASE_    ,							(tuple, list)						):
                     # A list/tuple of model classes
                     _A				:	str       =			"(" + ", ".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				:	Union[str, Any]       =			"{" + ", ".join(SCREAMING_SNAKE_CASE_						) + "}"
       _A				:	Any       =			f"pipeline_model_mapping = {text} if is_{framework}_available() else {default_value}"

       return text
def 							_UpperCAmelCase    (UpperCamelCase__					:  int						):
       _A				:	List[Any]       =			{"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 							_UpperCAmelCase    (UpperCamelCase__					:  Union[str, Any]						):
       _A				:	Optional[Any]       =			[x for x in get_test_classes(SCREAMING_SNAKE_CASE_						) if is_valid_test_class(SCREAMING_SNAKE_CASE_						)]

       _A				:	List[str]       =			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:
                     _A				:	Dict       =			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:
              _A				:	Union[str, Any]       =			sorted(SCREAMING_SNAKE_CASE_    ,							key=lambda UpperCamelCase__						: (len(x.__name__						), x.__name__)						)[0]

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

       _A				:	Dict       =			get_pipeline_model_mapping_string(SCREAMING_SNAKE_CASE_						)
       if len(SCREAMING_SNAKE_CASE_						) == 0:
              return "", -1
       _A				:	Optional[int]       =			line_to_add + "\n"

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

       if start_idx is None:
              return "", -1
       # Find the ending index (inclusive) of the above found block.
       _A				:	str       =			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
       _A				:	Optional[Any]       =			re.compile(r"\s(is_\S+?_available\(\))\s"						)
       for line in class_lines[start_idx : end_idx + 1]:
              _A				:	Any       =			r.search(SCREAMING_SNAKE_CASE_						)
              if backend_condition is not None:
                     # replace the leading and trailing whitespaces to the space character " ".
                     _A				:	List[Any]       =			" " + backend_condition[0][1:-1] + " "
                     _A				:	Any       =			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`.
              _A				:	Optional[int]       =			end_idx
       else:
              # `pipeline_model_mapping` is defined. The target index is set to be one **BEFORE** its start index.
              _A				:	List[Any]       =			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.
                     _A				:	Optional[Any]       =			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				:	Union[str, 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"						)
              _A				:	int       =			", ".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						):
                                   _A				:	Any       =			None  # noqa
                            break
        # Add the new, one-line, class declaration for `test_class`
              _A				:	Tuple       =			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				:	Optional[Any]       =			class_lines[: target_idx + 1] + [line_to_add] + class_lines[target_idx + 1 :]
       # Remove the lines that are marked to be removed
       _A				:	Optional[int]       =			[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				:	Union[str, Any]       =			inspect.getsourcelines(inspect.getmodule(SCREAMING_SNAKE_CASE_						)						)[0]
       # Be careful with the 1-off between line numbers and array indices
       _A				:	str       =			module_lines[: class_start_line_no - 1] + class_lines + module_lines[class_end_line_no:]
       _A				:	Any       =			"".join(SCREAMING_SNAKE_CASE_						)

       _A				:	Optional[int]       =			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 							_UpperCAmelCase    (UpperCamelCase__					:  Union[str, Any]    ,							UpperCamelCase__					:  Tuple=False						):
       _A				:	int       =			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)




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'''
     __SCREAMING_SNAKE_CASE        =			None
     __SCREAMING_SNAKE_CASE        =			None







class 					lowerCAmelCase__	(    folder_based_builder.FolderBasedBuilder):




     '''simple docstring'''
     __SCREAMING_SNAKE_CASE        =			datasets.Image()
     __SCREAMING_SNAKE_CASE        =			"image"
     __SCREAMING_SNAKE_CASE        =			ImageFolderConfig
     __SCREAMING_SNAKE_CASE        =			42  # definition at the bottom of the script
     __SCREAMING_SNAKE_CASE        =			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
