
'''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


SCREAMING_SNAKE_CASE    =					logging.get_logger(__name__)

SCREAMING_SNAKE_CASE    =					{
    """MBZUAI/swiftformer-xs""": """https://huggingface.co/MBZUAI/swiftformer-xs/resolve/main/config.json""",
}






class        UpperCAmelCase_       (						A							):

 '''simple docstring'''
 lowercase_				:						Union[str, Any]				=       "swiftformer"







 def __init__(				self		:     int ,							snake_case__		:     str=3 ,							snake_case__		:     Union[str, Any]=[3, 3, 6, 4] ,							snake_case__		:     List[str]=[48, 56, 1_12, 2_20] ,							snake_case__		:     str=4 ,							snake_case__		:     Optional[Any]=[True, True, True, True] ,							snake_case__		:     str="gelu" ,							snake_case__		:     List[Any]=3 ,							snake_case__		:     List[Any]=2 ,							snake_case__		:     List[str]=1 ,							snake_case__		:     Tuple=0.0 ,							snake_case__		:     Any=True ,							snake_case__		:     Tuple=1e-5 ,							snake_case__		:     Any=1e-5 ,							**snake_case__		:     Tuple ,							):



   '''simple docstring'''




   super().__init__(**snake_case__   )
   UpperCAmelCase__			:				Union[str, Any]												=       num_channels
   UpperCAmelCase__			:				Dict												=       depths
   UpperCAmelCase__			:				Any												=       embed_dims
   UpperCAmelCase__			:				List[Any]												=       mlp_ratio
   UpperCAmelCase__			:				Union[str, Any]												=       downsamples
   UpperCAmelCase__			:				str												=       hidden_act
   UpperCAmelCase__			:				Union[str, Any]												=       down_patch_size
   UpperCAmelCase__			:				Union[str, Any]												=       down_stride
   UpperCAmelCase__			:				str												=       down_pad
   UpperCAmelCase__			:				Dict												=       drop_path_rate
   UpperCAmelCase__			:				str												=       use_layer_scale
   UpperCAmelCase__			:				Union[str, Any]												=       layer_scale_init_value
   UpperCAmelCase__			:				Optional[int]												=       batch_norm_eps






class        UpperCAmelCase_       (						A							):

 '''simple docstring'''
 lowercase_				:						Optional[int]				=       version.parse("1.11"							)







 @property
 def        UpperCamelCase     (				self		:     List[Any]   ):



   '''simple docstring'''




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







 @property
 def        UpperCamelCase     (				self		:     Tuple   ):



   '''simple docstring'''




   return 1e-4





'''simple docstring'''





from math import cos, sin







def snake_case_    (				lowercase__		):
  UpperCAmelCase__			:				List[Any]												=       float(lowercase__		)
  return [[scaling_factor * int(x == y		) for x in range(2		)] for y in range(2		)]







def snake_case_    (				lowercase__		):
  UpperCAmelCase__					, UpperCAmelCase__			:				List[Any]												=       cos(lowercase__		), sin(lowercase__		)
  return [[c, -s], [s, c]]







def snake_case_    (				lowercase__		):
  UpperCAmelCase__					, UpperCAmelCase__			:				Dict												=       cos(lowercase__		), sin(lowercase__		)
  UpperCAmelCase__			:				Tuple												=       c * s
  return [[c * c, cs], [cs, s * s]]







def snake_case_    (				lowercase__		):
  UpperCAmelCase__					, UpperCAmelCase__			:				Dict												=       cos(lowercase__		), sin(lowercase__		)
  UpperCAmelCase__			:				Any												=       c * s
  return [[2 * c - 1, 2 * cs], [2 * cs, 2 * s - 1]]


print(F'    {scaling(5) = }')
print(F'  {rotation(4_5) = }')
print(F'{projection(4_5) = }')






print(F'{reflection(4_5) = }')



