





from __future__ import annotations

import time

import numpy as np

UpperCamelCase__   : Optional[int]					  = [8, 5, 9, 7]
UpperCamelCase__   : List[Any]					  = [
    [2, 0, 1, 1],
    [0, 1, 2, 1],
    [4, 0, 0, 3],
    [0, 2, 1, 0],
    [1, 0, 3, 0],
]
UpperCamelCase__   : Tuple					  = [
    [3, 2, 1, 4],
    [0, 2, 5, 2],
    [5, 1, 0, 5],
    [1, 5, 3, 0],
    [3, 0, 3, 3],
]







class   _UpperCamelCase  :







					'''simple docstring'''

					def __init__(						self    :  Tuple ,					__lowercase    :  list[int] ,					__lowercase    :  list[list[int]] ,					__lowercase    :  list[list[int]] ,					):






						'''simple docstring'''







						UpperCAmelCase_								=     claim_vector
						UpperCAmelCase_								=     allocated_resources_table
						UpperCAmelCase_								=     maximum_claim_table





					def        SCREAMING_SNAKE_CASE							(						self    :  Dict		):






						'''simple docstring'''







						return [
						    sum(p_item[i] for p_item in self.__allocated_resources_table		)
						    for i in range(len(self.__allocated_resources_table[0]		)		)
						]





					def        SCREAMING_SNAKE_CASE							(						self    :  List[Any]		):






						'''simple docstring'''







						return np.array(self.__claim_vector		) - np.array(
						    self.__processes_resource_summation()		)





					def        SCREAMING_SNAKE_CASE							(						self    :  Optional[int]		):






						'''simple docstring'''







						return [
						    list(np.array(self.__maximum_claim_table[i]		) - np.array(__lowercase		)		)
						    for i, allocated_resource in enumerate(self.__allocated_resources_table		)
						]





					def        SCREAMING_SNAKE_CASE							(						self    :  str		):






						'''simple docstring'''







						return {self.__need().index(__lowercase		): i for i in self.__need()}





					def        SCREAMING_SNAKE_CASE							(						self    :  List[Any] ,					**__lowercase    :  Any		):






						'''simple docstring'''







						UpperCAmelCase_								=     self.__need()
						UpperCAmelCase_								=     self.__allocated_resources_table
						UpperCAmelCase_								=     self.__available_resources()
						UpperCAmelCase_								=     self.__need_index_manager()
						for kw, val in kwargs.items():
							if kw and val is True:
								self.__pretty_data()
						print("""_""" * 50 + """\n"""		)
						while need_list:
							UpperCAmelCase_								=     False
							for each_need in need_list:
								UpperCAmelCase_								=     True
								for index, need in enumerate(__lowercase		):
									if need > available_resources[index]:
										UpperCAmelCase_								=     False
										break
								if execution:
									UpperCAmelCase_								=     True
									# get the original index of the process from ind_ctrl db
									for original_need_index, need_clone in need_index_manager.items():
										if each_need == need_clone:
											UpperCAmelCase_								=     original_need_index
									print(F"""Process {process_number + 1} is executing."""		)
									# remove the process run from stack
									need_list.remove(__lowercase		)
									# update available/freed resources stack
									UpperCAmelCase_								=     np.array(__lowercase		) + np.array(
									    alloc_resources_table[process_number]		)
									print(
									    """Updated available resource stack for processes: """
									    + """ """.join([str(__lowercase		) for x in available_resources]		)		)
									break
							if safe:
								print("""The process is in a safe state.\n"""		)
							else:
								print("""System in unsafe state. Aborting...\n"""		)
								break





					def        SCREAMING_SNAKE_CASE							(						self    :  Any		):






						'''simple docstring'''







						print(""" """ * 9 + """Allocated Resource Table"""		)
						for item in self.__allocated_resources_table:
							print(
							    F"""P{self.__allocated_resources_table.index(__lowercase		) + 1}"""
							    + """ """.join(F"""{it:>8}""" for it in item		)
							    + """\n"""		)
						print(""" """ * 9 + """System Resource Table"""		)
						for item in self.__maximum_claim_table:
							print(
							    F"""P{self.__maximum_claim_table.index(__lowercase		) + 1}"""
							    + """ """.join(F"""{it:>8}""" for it in item		)
							    + """\n"""		)
						print(
						    """Current Usage by Active Processes: """
						    + """ """.join(str(__lowercase		) for x in self.__claim_vector		)		)
						print(
						    """Initial Available Resources:       """
						    + """ """.join(str(__lowercase		) for x in self.__available_resources()		)		)
						time.sleep(1		)


if __name__ == "__main__":
				import doctest

				doctest.testmod()









from torch import nn







class   _UpperCamelCase  (       nn.Module  ):







					'''simple docstring'''

					def __init__(						self    :  Dict ,					__lowercase    :  List[str] ,					__lowercase    :  Dict		):






						'''simple docstring'''







						super().__init__()
						UpperCAmelCase_								=     class_size
						UpperCAmelCase_								=     embed_size
						# self.mlp1 = nn.Linear(embed_size, embed_size)
						# self.mlp2 = (nn.Linear(embed_size, class_size))
						UpperCAmelCase_								=     nn.Linear(__lowercase ,					__lowercase		)





					def        SCREAMING_SNAKE_CASE							(						self    :  Any ,					__lowercase    :  Optional[Any]		):






						'''simple docstring'''







						UpperCAmelCase_								=     self.mlp(__lowercase		)
						return logits


