
"""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


SCREAMING_SNAKE_CASE_     				=   logging.get_logger(__name__)

SCREAMING_SNAKE_CASE_     				=   {
    '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			(					lowerCAmelCase_				,	lowerCAmelCase_			):
       _lowerCamelCase							:							str       =			'convnext'







       def __init__(					self							,lowerCamelCase_=3							,lowerCamelCase_=4							,lowerCamelCase_=4							,lowerCamelCase_=None							,lowerCamelCase_=None							,lowerCamelCase_="gelu"							,lowerCamelCase_=0.0_2							,lowerCamelCase_=1e-12							,lowerCamelCase_=1e-6							,lowerCamelCase_=0.0							,lowerCamelCase_=224							,lowerCamelCase_=None							,lowerCamelCase_=None							,**lowerCamelCase_							,):



          '''simple docstring'''

          super().__init__(**lowerCamelCase_		)

          _UpperCAmelCase   	=					num_channels
          _UpperCAmelCase   	=					patch_size
          _UpperCAmelCase   	=					num_stages
          _UpperCAmelCase   	=					[96, 192, 384, 768] if hidden_sizes is None else hidden_sizes
          _UpperCAmelCase   	=					[3, 3, 9, 3] if depths is None else depths
          _UpperCAmelCase   	=					hidden_act
          _UpperCAmelCase   	=					initializer_range
          _UpperCAmelCase   	=					layer_norm_eps
          _UpperCAmelCase   	=					layer_scale_init_value
          _UpperCAmelCase   	=					drop_path_rate
          _UpperCAmelCase   	=					image_size
          _UpperCAmelCase   	=					["stem"] + [f'''stage{idx}''' for idx in range(1							,len(self.depths		) + 1		)]
          _UpperCAmelCase	,							_UpperCAmelCase   	=					get_aligned_output_features_output_indices(
              out_features=lowerCamelCase_							,out_indices=lowerCamelCase_							,stage_names=self.stage_names		)






class     __a			(					lowerCAmelCase_			):
       _lowerCamelCase							:							Tuple       =			version.parse('1.11'			)







       @property
       def    _snake_case			(					self		):



          '''simple docstring'''

          return OrderedDict(
              [
                  ("pixel_values", {0: "batch", 1: "num_channels", 2: "height", 3: "width"}),
              ]		)







       @property
       def    _snake_case			(					self		):



          '''simple docstring'''

          return 1e-5



"""simple docstring"""







import warnings

from .generation import FlaxGenerationMixin






class     __a			(					lowerCAmelCase_			):
       # warning at import time
       warnings.warn(
           'Importing `FlaxGenerationMixin` from `src/transformers/generation_flax_utils.py` is deprecated and will '
           'be removed in Transformers v5. Import as `from transformers import FlaxGenerationMixin` instead.'				,	lowerCAmelCase_				,	)

