


'''simple docstring'''





import warnings
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


__lowerCamelCase												=						logging.get_logger(__name__)

__lowerCamelCase												=						{
    '''nvidia/segformer-b0-finetuned-ade-512-512''': (
        '''https://huggingface.co/nvidia/segformer-b0-finetuned-ade-512-512/resolve/main/config.json'''
    ),
    # See all SegFormer models at https://huggingface.co/models?filter=segformer
}




class 				UpperCAmelCase			(			_snake_case						):
 UpperCAmelCase				=					"segformer"


 def __init__(      self							:	Dict			,       __lowerCamelCase							:	Dict=3			,       __lowerCamelCase							:	List[str]=4			,       __lowerCamelCase							:	List[Any]=[2, 2, 2, 2]			,       __lowerCamelCase							:	List[str]=[8, 4, 2, 1]			,       __lowerCamelCase							:	Optional[Any]=[3_2, 6_4, 1_6_0, 2_5_6]			,       __lowerCamelCase							:	Tuple=[7, 3, 3, 3]			,       __lowerCamelCase							:	Tuple=[4, 2, 2, 2]			,       __lowerCamelCase							:	Any=[1, 2, 5, 8]			,       __lowerCamelCase							:	Optional[Any]=[4, 4, 4, 4]			,       __lowerCamelCase							:	Union[str, Any]="gelu"			,       __lowerCamelCase							:	Dict=0.0			,       __lowerCamelCase							:	Union[str, Any]=0.0			,       __lowerCamelCase							:	Tuple=0.1			,       __lowerCamelCase							:	Optional[Any]=0.02			,       __lowerCamelCase							:	Optional[int]=0.1			,       __lowerCamelCase							:	str=1e-6			,       __lowerCamelCase							:	List[Any]=2_5_6			,       __lowerCamelCase							:	int=2_5_5			,       **__lowerCamelCase							:	str			,       ):
    super().__init__(**__lowerCamelCase )

    if "reshape_last_stage" in kwargs and kwargs["reshape_last_stage"] is False:
       warnings.warn(
           '''Reshape_last_stage is set to False in this config. This argument is deprecated and will soon be'''
           ''' removed, as the behaviour will default to that of reshape_last_stage = True.'''			,       __lowerCamelCase			,       )

    UpperCAmelCase__	:Dict      =      num_channels
    UpperCAmelCase__	:List[Any]      =      num_encoder_blocks
    UpperCAmelCase__	:List[str]      =      depths
    UpperCAmelCase__	:str      =      sr_ratios
    UpperCAmelCase__	:Optional[Any]      =      hidden_sizes
    UpperCAmelCase__	:List[str]      =      patch_sizes
    UpperCAmelCase__	:List[str]      =      strides
    UpperCAmelCase__	:List[str]      =      mlp_ratios
    UpperCAmelCase__	:Dict      =      num_attention_heads
    UpperCAmelCase__	:Tuple      =      hidden_act
    UpperCAmelCase__	:List[str]      =      hidden_dropout_prob
    UpperCAmelCase__	:List[Any]      =      attention_probs_dropout_prob
    UpperCAmelCase__	:int      =      classifier_dropout_prob
    UpperCAmelCase__	:str      =      initializer_range
    UpperCAmelCase__	:List[str]      =      drop_path_rate
    UpperCAmelCase__	:Dict      =      layer_norm_eps
    UpperCAmelCase__	:List[str]      =      decoder_hidden_size
    UpperCAmelCase__	:Optional[int]      =      kwargs.get('''reshape_last_stage'''			,       __lowerCamelCase )
    UpperCAmelCase__	:str      =      semantic_loss_ignore_index




class 				UpperCAmelCase			(			_snake_case						):
 UpperCAmelCase				=					version.parse("1.11"						)


 @property
 def        __SCREAMING_SNAKE_CASE					(      self							:	Optional[Any] ):
    return OrderedDict(
        [
            ('''pixel_values''', {0: '''batch''', 1: '''num_channels''', 2: '''height''', 3: '''width'''}),
        ] )


 @property
 def        __SCREAMING_SNAKE_CASE					(      self							:	Optional[int] ):
    return 1e-4





 @property
 def        __SCREAMING_SNAKE_CASE					(      self							:	List[str] ):
    return 1_2







'''simple docstring'''





from multiprocessing import Lock, Pipe, Process

# lock used to ensure that two processes do not access a pipe at the same time
__lowerCamelCase												=						Lock()


def        a__     (					UpperCamelCase_						:      str,   UpperCamelCase_						:      Any,   UpperCamelCase_						:      Any,   UpperCamelCase_						:      int,   UpperCamelCase_						:      Union[str, Any],   UpperCamelCase_						:      List[str],   UpperCamelCase_						:      Optional[int]						):
   global process_lock

   # we perform n swaps since after n swaps we know we are sorted
   # we *could* stop early if we are sorted already, but it takes as long to
   # find out we are sorted as it does to sort the list with this algorithm
   for i in range(0,   10						):
      if (i + position) % 2 == 0 and r_send is not None:
         # send your value to your right neighbor
         process_lock.acquire()
         r_send[1].send(UpperCamelCase_						)
         process_lock.release()

         # receive your right neighbor's value
         process_lock.acquire()
         UpperCAmelCase__	:Union[str, Any]      =      rr_cv[0].recv()
         process_lock.release()

         # take the lower value since you are on the left
         UpperCAmelCase__	:List[Any]      =      min(UpperCamelCase_,   UpperCamelCase_						)
      elif (i + position) % 2 != 0 and l_send is not None:
         # send your value to your left neighbor
         process_lock.acquire()
         l_send[1].send(UpperCamelCase_						)
         process_lock.release()

         # receive your left neighbor's value
         process_lock.acquire()
         UpperCAmelCase__	:List[str]      =      lr_cv[0].recv()
         process_lock.release()

         # take the higher value since you are on the right
         UpperCAmelCase__	:List[Any]      =      max(UpperCamelCase_,   UpperCamelCase_						)
    # after all swaps are performed, send the values back to main
   result_pipe[1].send(UpperCamelCase_						)


def        a__     (					UpperCamelCase_						:      int						):
   UpperCAmelCase__	:List[str]      =      []
   UpperCAmelCase__	:Any      =      []
   # initialize the list of pipes where the values will be retrieved
   for _ in arr:
      result_pipe.append(Pipe()						)
   # creates the processes
   # the first and last process only have one neighbor so they are made outside
   # of the loop
   UpperCAmelCase__	:str      =      Pipe()
   UpperCAmelCase__	:Dict      =      Pipe()
   process_array_.append(
       Process(
           target=UpperCamelCase_,   args=(0, arr[0], None, temp_rs, None, temp_rr, result_pipe[0]),   )						)
   UpperCAmelCase__	:Optional[Any]      =      temp_rs
   UpperCAmelCase__	:Any      =      temp_rr

   for i in range(1,   len(UpperCamelCase_						) - 1						):
      UpperCAmelCase__	:Optional[int]      =      Pipe()
      UpperCAmelCase__	:List[str]      =      Pipe()
      process_array_.append(
          Process(
              target=UpperCamelCase_,   args=(i, arr[i], temp_ls, temp_rs, temp_lr, temp_rr, result_pipe[i]),   )						)
      UpperCAmelCase__	:Optional[Any]      =      temp_rs
      UpperCAmelCase__	:str      =      temp_rr

   process_array_.append(
       Process(
           target=UpperCamelCase_,   args=(
               len(UpperCamelCase_						) - 1,
               arr[len(UpperCamelCase_						) - 1],
               temp_ls,
               None,
               temp_lr,
               None,
               result_pipe[len(UpperCamelCase_						) - 1],
           ),   )						)

   # start the processes
   for p in process_array_:
      p.start()

   # wait for the processes to end and write their values to the list
   for p in range(0,   len(UpperCamelCase_						)						):
      UpperCAmelCase__	:List[str]      =      result_pipe[p][0].recv()
      process_array_[p].join()
   return arr


def        a__     (					):
   UpperCAmelCase__	:Optional[Any]      =      list(range(10,   0,   -1						)						)
   print('''Initial List'''						)
   print(*UpperCamelCase_						)
   UpperCAmelCase__	:str      =      odd_even_transposition(UpperCamelCase_						)
   print('''Sorted List\n'''						)
   print(*UpperCamelCase_						)


if __name__ == "__main__":
    main()



