






"""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    (    UpperCamelCase	):
					lowercase_						:							Optional[int]			=     """swiftformer"""
					def __init__(       self       :  List[str]    ,   UpperCAmelCase       :  Tuple=3    ,   UpperCAmelCase       :  Any=[3, 3, 6, 4]    ,   UpperCAmelCase       :  List[Any]=[48, 56, 112, 220]    ,   UpperCAmelCase       :  Any=4    ,   UpperCAmelCase       :  Any=[True, True, True, True]    ,   UpperCAmelCase       :  List[Any]="gelu"    ,   UpperCAmelCase       :  Any=3    ,   UpperCAmelCase       :  int=2    ,   UpperCAmelCase       :  str=1    ,   UpperCAmelCase       :  Union[str, Any]=0.0    ,   UpperCAmelCase       :  List[str]=True    ,   UpperCAmelCase       :  Any=1e-5    ,   UpperCAmelCase       :  Union[str, Any]=1e-5    ,   **UpperCAmelCase       :  Dict    ,   )  ->					Optional[int]:
											super().__init__(**UpperCAmelCase      )
											lowerCAmelCase      :Optional[int]				  = num_channels
											lowerCAmelCase      :Tuple				  = depths
											lowerCAmelCase      :List[str]				  = embed_dims
											lowerCAmelCase      :Dict				  = mlp_ratio
											lowerCAmelCase      :int				  = downsamples
											lowerCAmelCase      :Tuple				  = hidden_act
											lowerCAmelCase      :Optional[int]				  = down_patch_size
											lowerCAmelCase      :Dict				  = down_stride
											lowerCAmelCase      :Union[str, Any]				  = down_pad
											lowerCAmelCase      :Optional[Any]				  = drop_path_rate
											lowerCAmelCase      :List[str]				  = use_layer_scale
											lowerCAmelCase      :Optional[int]				  = layer_scale_init_value
											lowerCAmelCase      :Tuple				  = batch_norm_eps




class 	__UpperCamelCase    (    UpperCamelCase	):
					lowercase_						:							Optional[Any]			=     version.parse("""1.11"""	)
					@property
					def 					UpperCAmelCase__   (       self       :  List[Any]      )  ->					Mapping[str, Mapping[int, str]]:
											return OrderedDict(
											    [
											        ('pixel_values', {0: 'batch', 1: 'num_channels', 2: 'height', 3: 'width'}),
											    ]      )
					@property
					def 					UpperCAmelCase__   (       self       :  Any      )  ->					float:
											return 1e-4







"""simple docstring"""


from __future__ import annotations


def 					UpperCAmelCase			(				a__   ):





						'''simple docstring'''






						lowerCAmelCase      :Union[str, Any]				  = [0] * len(a__   )
						for i in range(1    ,			len(a__   )   ):
												lowerCAmelCase      :Optional[int]				  = duration_times[i - 1] + waiting_times[i - 1]
						return waiting_times


def 					UpperCAmelCase			(				a__    ,			a__   ):





						'''simple docstring'''






						return [
						    duration_time + waiting_times[i]
						    for i, duration_time in enumerate(a__   )
						]


def 					UpperCAmelCase			(				a__   ):





						'''simple docstring'''






						return sum(a__   ) / len(a__   )


def 					UpperCAmelCase			(				a__   ):





						'''simple docstring'''






						return sum(a__   ) / len(a__   )


if __name__ == "__main__":
		# process id's
		__SCREAMING_SNAKE_CASE      =      [1, 2, 3]

		# ensure that we actually have processes
		if len(processes) == 0:
				print('Zero amount of processes')
				raise SystemExit(0)

		# duration time of all processes
		__SCREAMING_SNAKE_CASE      =      [19, 8, 9]

		# ensure we can match each id to a duration time
		if len(duration_times) != len(processes):
				print('Unable to match all id\'s with their duration time')
				raise SystemExit(0)

		# get the waiting times and the turnaround times
		__SCREAMING_SNAKE_CASE      =      calculate_waiting_times(duration_times)
		__SCREAMING_SNAKE_CASE      =      calculate_turnaround_times(duration_times, waiting_times)

		# get the average times
		__SCREAMING_SNAKE_CASE      =      calculate_average_waiting_time(waiting_times)
		__SCREAMING_SNAKE_CASE      =      calculate_average_turnaround_time(turnaround_times)

		# print all the results
		print('Process ID\tDuration Time\tWaiting Time\tTurnaround Time')
		for i, process in enumerate(processes):
				print(
				    F"""{process}\t\t{duration_times[i]}\t\t{waiting_times[i]}\t\t"""
				    F"""{turnaround_times[i]}"""
				)
		print(F"""Average waiting time = {average_waiting_time}""")
		print(F"""Average turn around time = {average_turnaround_time}""")