

'''simple docstring'''

from collections import OrderedDict
from typing import Mapping

from packaging import version

from ...configuration_utils import PretrainedConfig
from ...onnx import OnnxConfig
from ...utils import logging
from ...utils.backbone_utils import BackboneConfigMixin, get_aligned_output_features_output_indices


lowercase__            =     logging.get_logger(__name__)

lowercase__            =     {
    "facebook/convnext-tiny-224": "https://huggingface.co/facebook/convnext-tiny-224/resolve/main/config.json",
    # See all ConvNeXT models at https://huggingface.co/models?filter=convnext
}




class 			A_					(							lowercase__			,  lowercase__				):






     '''simple docstring'''



     UpperCAmelCase_		:      str    						=    '''convnext'''


     def __init__(						self					:	List[str]	,     lowercase_					:	List[Any]=3	,     lowercase_					:	Any=4	,     lowercase_					:	int=4	,     lowercase_					:	Tuple=None	,     lowercase_					:	List[str]=None	,     lowercase_					:	int="gelu"	,     lowercase_					:	List[str]=0.02	,     lowercase_					:	Optional[int]=1E-12	,     lowercase_					:	List[str]=1E-6	,     lowercase_					:	List[Any]=0.0	,     lowercase_					:	Optional[int]=224	,     lowercase_					:	int=None	,     lowercase_					:	List[Any]=None	,     **lowercase_					:	Union[str, Any]	,     )		->      Union[str, Any]:
      super().__init__(**lowerCAmelCase__			)

      UpperCAmelCase			:      Optional[Any]		   =					num_channels
      UpperCAmelCase			:      Tuple		   =					patch_size
      UpperCAmelCase			:      str		   =					num_stages
      UpperCAmelCase			:      Any		   =					[96, 192, 384, 768] if hidden_sizes is None else hidden_sizes
      UpperCAmelCase			:      Optional[int]		   =					[3, 3, 9, 3] if depths is None else depths
      UpperCAmelCase			:      Optional[int]		   =					hidden_act
      UpperCAmelCase			:      List[Any]		   =					initializer_range
      UpperCAmelCase			:      Tuple		   =					layer_norm_eps
      UpperCAmelCase			:      Any		   =					layer_scale_init_value
      UpperCAmelCase			:      Union[str, Any]		   =					drop_path_rate
      UpperCAmelCase			:      str		   =					image_size
      UpperCAmelCase			:      Any		   =					['stem'] + [f"""stage{idx}""" for idx in range(1	,     len(self.depths			) + 1			)]
      UpperCAmelCase   ,					UpperCAmelCase			:      Union[str, Any]		   =					get_aligned_output_features_output_indices(
          out_features=lowerCAmelCase__	,     out_indices=lowerCAmelCase__	,     stage_names=self.stage_names			)




class 			A_					(							lowercase__				):






     '''simple docstring'''



     UpperCAmelCase_		:      Optional[int]    						=    version.parse("""1.11"""				)


     @property
     def   UpperCAmelCase_			(						self					:	Union[str, Any]			)		->      Mapping[str, Mapping[int, str]]:
      return OrderedDict(
          [
              ('pixel_values', {0: 'batch', 1: 'num_channels', 2: 'height', 3: 'width'}),
          ]			)




     @property
     def   UpperCAmelCase_			(						self					:	Dict			)		->      float:
      return 1E-5












# tests directory-specific settings - this file is run automatically
# by pytest before any tests are run

import sys
import warnings
from os.path import abspath, dirname, join


# allow having multiple repository checkouts and not needing to remember to rerun
# 'pip install -e .[dev]' when switching between checkouts and running tests.
__UpperCAmelCase      =				abspath(join(dirname(dirname(dirname(__file__))), "src"))
sys.path.insert(1, git_repo_path)


# silence FutureWarning warnings in tests since often we can't act on them until
# they become normal warnings - i.e. the tests still need to test the current functionality
warnings.simplefilter(action="ignore", category=FutureWarning)





def 						A_					(						lowercase_			)				->str:







 """simple docstring"""

 from transformers.testing_utils import pytest_addoption_shared

 pytest_addoption_shared(lowercase_			)





def 						A_					(						lowercase_			)				->Tuple:







 """simple docstring"""

 from transformers.testing_utils import pytest_terminal_summary_main

 SCREAMING_SNAKE_CASE				    =		terminalreporter.config.getoption('--make-reports'			)
 if make_reports:
  pytest_terminal_summary_main(lowercase_	,  id=lowercase_			)




