


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


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


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






def 						_A						(						_lowercase				)			->				int:


     """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 						_A						(						_lowercase			,       _lowercase				)			->				Tuple:


     """simple docstring"""


     if PIPELINE_TEST_MAPPING[task].get(lowercase_			,       lowercase_				) is not None:
          return PIPELINE_TEST_MAPPING[task][framework]

     __UpperCamelCase				=	pipeline_test_mapping[task]['test']
     __UpperCamelCase				=	None

     if framework == "pt":
          __UpperCamelCase				=	getattr(lowercase_			,       'model_mapping'			,       lowercase_				)
     elif framework == "tf":
          __UpperCamelCase				=	getattr(lowercase_			,       'tf_model_mapping'			,       lowercase_				)

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

     # cache the results
     __UpperCamelCase				=	mapping
     return mapping






def 						_A						(						_lowercase			,       _lowercase				)			->				Optional[Any]:


     """simple docstring"""


     __UpperCamelCase				=	get_framework(lowercase_				)
     if framework is None:
          return None
     __UpperCamelCase				=	get_mapping_for_task(lowercase_			,       lowercase_				)
     if mapping is None:
          return None

     __UpperCamelCase				=	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.
     __UpperCamelCase				=	mapping.get(config_classes[0]			,       lowercase_				)
     if isinstance(lowercase_			,       (tuple, list)				):
          __UpperCamelCase				=	sorted(lowercase_			,       key=lambda _lowercase				: x.__name__				)

     return model_class






def 						_A						(						_lowercase				)			->				Any:


     """simple docstring"""


     __UpperCamelCase				=	[(task, get_model_for_pipeline_test(lowercase_			,       lowercase_				)) for task in pipeline_test_mapping]
     __UpperCamelCase				=	sorted([(task, model) for task, model in mapping if model is not None]			,       key=lambda _lowercase				: x[0]				)

     return dict(lowercase_				)






def 						_A						(						_lowercase				)			->				Optional[Any]:


     """simple docstring"""


     __UpperCamelCase				=	get_framework(lowercase_				)
     if framework == "pt":
          __UpperCamelCase				=	'torch'
     __UpperCamelCase				=	'{}'

     __UpperCamelCase				=	get_pipeline_model_mapping(lowercase_				)
     if len(lowercase_				) == 0:
          return ""

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

     return text






def 						_A						(						_lowercase				)			->				int:


     """simple docstring"""


     __UpperCamelCase				=	{'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 						_A						(						_lowercase				)			->				Optional[Any]:


     """simple docstring"""


     __UpperCamelCase				=	[x for x in get_test_classes(lowercase_				) if is_valid_test_class(lowercase_				)]

     __UpperCamelCase				=	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:
               __UpperCamelCase				=	test_class
               break
                # Take the test class with the shortest name (just a heuristic)
     if target_test_class is None and len(lowercase_				) > 0:
          __UpperCamelCase				=	sorted(lowercase_			,       key=lambda _lowercase				: (len(x.__name__				), x.__name__)				)[0]

     return target_test_class






def 						_A						(						_lowercase			,       _lowercase			,       _lowercase				)			->				Union[str, Any]:


     """simple docstring"""


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

     return end_idx






def 						_A						(						_lowercase			,       _lowercase=False				)			->				Optional[int]:


     """simple docstring"""


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

     __UpperCamelCase				=	get_pipeline_model_mapping_string(lowercase_				)
     if len(lowercase_				) == 0:
          return "", -1
     __UpperCamelCase				=	line_to_add + '\n'

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

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

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

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

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

     return line_to_add






def 						_A						(						_lowercase			,       _lowercase=False				)			->				List[Any]:


     """simple docstring"""


     __UpperCamelCase				=	find_test_class(lowercase_				)
     if test_class:
          add_pipeline_model_mapping(lowercase_			,       overwrite=lowercase_				)


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

    __snake_case     =		[]
    if args.test_file:
        __snake_case     =		[args.test_file]
    else:
        __snake_case     =		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)






# Copyright 2023 The HuggingFace Team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
#     http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
from typing import TYPE_CHECKING

# rely on isort to merge the imports
from ...utils import (
    OptionalDependencyNotAvailable,
    _LazyModule,
    is_torch_available,
)


__snake_case     =		{
    '''configuration_convnextv2''': [
        '''CONVNEXTV2_PRETRAINED_CONFIG_ARCHIVE_MAP''',
        '''ConvNextV2Config''',
    ]
}

try:
    if not is_torch_available():
        raise OptionalDependencyNotAvailable()
except OptionalDependencyNotAvailable:
    pass
else:
    __snake_case     =		[
        '''CONVNEXTV2_PRETRAINED_MODEL_ARCHIVE_LIST''',
        '''ConvNextV2ForImageClassification''',
        '''ConvNextV2Model''',
        '''ConvNextV2PreTrainedModel''',
        '''ConvNextV2Backbone''',
    ]


if TYPE_CHECKING:
    from .configuration_convnextva import (
        CONVNEXTV2_PRETRAINED_CONFIG_ARCHIVE_MAP,
        ConvNextVaConfig,
    )

    try:
        if not is_torch_available():
            raise OptionalDependencyNotAvailable()
    except OptionalDependencyNotAvailable:
        pass
    else:
        from .modeling_convnextva import (
            CONVNEXTV2_PRETRAINED_MODEL_ARCHIVE_LIST,
            ConvNextVaBackbone,
            ConvNextVaForImageClassification,
            ConvNextVaModel,
            ConvNextVaPreTrainedModel,
        )

else:
    import sys

    __snake_case     =		_LazyModule(__name__, globals()['''__file__'''], _import_structure)


