

"""simple docstring"""



import os
import unittest

import pytest
from parameterized import parameterized

from transformers.testing_utils import require_torch, require_torch_gpu, slow, torch_device


# skipping in unittest tests

SCREAMING_SNAKE_CASE_       :						Any					=    [(1,)]





def 			_snake_case  (     ):
     A__				      =	bool(os.getenv("""RUN_SLOW"""       , 0      )      )
     if run_slow:
          assert True
     else:
          assert False, "should have been skipped"





def 			_snake_case  (     ):
     A__				      =	bool(os.getenv("""RUN_SLOW"""       , 0      )      )
     if run_slow and torch_device == "cuda":
          assert True
     else:
          assert False, "should have been skipped"



@require_torch
class        a    (							unittest.TestCase					):



    """simple docstring"""



    @slow
    @require_torch_gpu
    def 					UpperCamelCase						(  self:			int							):






         """simple docstring"""


         check_slow_torch_cuda()

    @require_torch_gpu
    @slow
    def 					UpperCamelCase						(  self:			Optional[int]							):






         """simple docstring"""


         check_slow_torch_cuda()





    @parameterized.expand(UpperCamelCase							)
    @slow
    def 					UpperCamelCase						(  self:			Any     ,    UpperCamelCase:			Any=None							):






         """simple docstring"""


         check_slow()





@slow
@require_torch_gpu
def 			_snake_case  (     ):
     check_slow_torch_cuda()





@require_torch_gpu
@slow
def 			_snake_case  (     ):
     check_slow_torch_cuda()





@slow
@pytest.mark.parametrize("""param"""       , [1]      )
def 			_snake_case  (     UpperCAmelCase_	:       str      ):
     check_slow()





@pytest.mark.parametrize("""param"""       , [1]      )
@slow
def 			_snake_case  (     UpperCAmelCase_	:       List[str]      ):
     check_slow()









"""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_       :						Union[str, Any]					=    logging.get_logger(__name__)

SCREAMING_SNAKE_CASE_       :						Union[str, Any]					=    {
    'MBZUAI/swiftformer-xs': 'https://huggingface.co/MBZUAI/swiftformer-xs/resolve/main/config.json',
}



class        a    (							_lowerCamelCase					):



    """simple docstring"""



    UpperCAmelCase    			=       "swiftformer"

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






         """simple docstring"""


         super().__init__(**UpperCamelCase							)
         A__				      =	num_channels
         A__				      =	depths
         A__				      =	embed_dims
         A__				      =	mlp_ratio
         A__				      =	downsamples
         A__				      =	hidden_act
         A__				      =	down_patch_size
         A__				      =	down_stride
         A__				      =	down_pad
         A__				      =	drop_path_rate
         A__				      =	use_layer_scale
         A__				      =	layer_scale_init_value
         A__				      =	batch_norm_eps



class        a    (							_lowerCamelCase					):



    """simple docstring"""



    UpperCAmelCase    			=       version.parse("1.11"					)

    @property
    def 					UpperCamelCase						(  self:			int							):






         """simple docstring"""


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





    @property
    def 					UpperCamelCase						(  self:			Any							):






         """simple docstring"""


         return 1e-4






