
"""simple docstring"""







from __future__ import annotations

import time

import numpy as np

_SCREAMING_SNAKE_CASE	       =      [8, 5, 9, 7]
_SCREAMING_SNAKE_CASE	       =      [
    [2, 0, 1, 1],
    [0, 1, 2, 1],
    [4, 0, 0, 3],
    [0, 2, 1, 0],
    [1, 0, 3, 0],
]
_SCREAMING_SNAKE_CASE	       =      [
    [3, 2, 1, 4],
    [0, 2, 5, 2],
    [5, 1, 0, 5],
    [1, 5, 3, 0],
    [3, 0, 3, 3],
]







class 							__magic_name__     :





					def __init__(				self   :							Optional[Any]							,						snake_case_   :							list[int]							,						snake_case_   :							list[list[int]]							,						snake_case_   :							list[list[int]]							,						):
												__snake_case     			=       claim_vector
												__snake_case     			=       allocated_resources_table
												__snake_case     			=       maximum_claim_table





					def 							lowerCAmelCase      (				self   :							Optional[int]    ):
												return [
												    sum(p_item[i] for p_item in self.__allocated_resources_table    )
												    for i in range(len(self.__allocated_resources_table[0]    )    )
												]





					def 							lowerCAmelCase      (				self   :							Dict    ):
												return np.array(self.__claim_vector    ) - np.array(
												    self.__processes_resource_summation()    )





					def 							lowerCAmelCase      (				self   :							Dict    ):
												return [
												    list(np.array(self.__maximum_claim_table[i]    ) - np.array(snake_case_    )    )
												    for i, allocated_resource in enumerate(self.__allocated_resources_table    )
												]





					def 							lowerCAmelCase      (				self   :							List[str]    ):
												return {self.__need().index(snake_case_    ): i for i in self.__need()}





					def 							lowerCAmelCase      (				self   :							List[Any]							,						**snake_case_   :							str    ):
												__snake_case     			=       self.__need()
												__snake_case     			=       self.__allocated_resources_table
												__snake_case     			=       self.__available_resources()
												__snake_case     			=       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:
																			__snake_case     			=       False
																			for each_need in need_list:
																										__snake_case     			=       True
																										for index, need in enumerate(snake_case_    ):
																																	if need > available_resources[index]:
																																								__snake_case     			=       False
																																								break
																										if execution:
																																	__snake_case     			=       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:
																																															__snake_case     			=       original_need_index
																																	print(F'''Process {process_number + 1} is executing.'''    )
																																	# remove the process run from stack
																																	need_list.remove(snake_case_    )
																																	# update available/freed resources stack
																																	__snake_case     			=       np.array(snake_case_    ) + np.array(
																																	    alloc_resources_table[process_number]    )
																																	print(
																																	    "Updated available resource stack for processes: "
																																	    + " ".join([str(snake_case_    ) 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 							lowerCAmelCase      (				self   :							Any    ):
												print(" " * 9 + "Allocated Resource Table"    )
												for item in self.__allocated_resources_table:
																			print(
																			    F'''P{self.__allocated_resources_table.index(snake_case_    ) + 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(snake_case_    ) + 1}'''
																			    + " ".join(F'''{it:>8}''' for it in item    )
																			    + "\n"    )
												print(
												    "Current Usage by Active Processes: "
												    + " ".join(str(snake_case_    ) for x in self.__claim_vector    )    )
												print(
												    "Initial Available Resources:       "
												    + " ".join(str(snake_case_    ) for x in self.__available_resources()    )    )
												time.sleep(1    )


if __name__ == "__main__":
		import doctest

		doctest.testmod()


"""simple docstring"""







from pathlib import Path
from typing import List

from transformers import is_torch_available, is_vision_available
from transformers.testing_utils import get_tests_dir, is_tool_test
from transformers.tools.agent_types import AGENT_TYPE_MAPPING, AgentAudio, AgentImage, AgentText


if is_torch_available():
		import torch

if is_vision_available():
		from PIL import Image


_SCREAMING_SNAKE_CASE	       =      ["""text""", """image""", """audio"""]
def   __UpperCamelCase   (					SCREAMING_SNAKE_CASE )  ->     List[Any]:







							"""simple docstring"""


							__snake_case     			=       []

							for input_type in input_types:
														if input_type == "text":
																					inputs.append("Text input" )
														elif input_type == "image":
																					inputs.append(
																					    Image.open(Path(get_tests_dir("fixtures/tests_samples/COCO" ) ) / "000000039769.png" ).resize((5_12, 5_12) ) )
														elif input_type == "audio":
																					inputs.append(torch.ones(30_00 ) )
														elif isinstance(SCREAMING_SNAKE_CASE							,    SCREAMING_SNAKE_CASE ):
																					inputs.append(create_inputs(SCREAMING_SNAKE_CASE ) )
														else:
																					raise ValueError(F'''Invalid type requested: {input_type}''' )

							return inputs
def   __UpperCamelCase   (					SCREAMING_SNAKE_CASE )  ->     Optional[Any]:







							"""simple docstring"""


							__snake_case     			=       []

							for output in outputs:
														if isinstance(SCREAMING_SNAKE_CASE							,    (str, AgentText) ):
																					output_types.append("text" )
														elif isinstance(SCREAMING_SNAKE_CASE							,    (Image.Image, AgentImage) ):
																					output_types.append("image" )
														elif isinstance(SCREAMING_SNAKE_CASE							,    (torch.Tensor, AgentAudio) ):
																					output_types.append("audio" )
														else:
																					raise ValueError(F'''Invalid output: {output}''' )

							return output_types







@is_tool_test
class 							__magic_name__     :





					def 							lowerCAmelCase      (				self   :							Optional[int]    ):
												self.assertTrue(hasattr(self.tool							,						"inputs"    )    )
												self.assertTrue(hasattr(self.tool							,						"outputs"    )    )

												__snake_case     			=       self.tool.inputs
												for _input in inputs:
																			if isinstance(_input							,						snake_case_    ):
																										for __input in _input:
																																	self.assertTrue(__input in authorized_types    )
																			else:
																										self.assertTrue(_input in authorized_types    )

												__snake_case     			=       self.tool.outputs
												for _output in outputs:
																			self.assertTrue(_output in authorized_types    )





					def 							lowerCAmelCase      (				self   :							int    ):
												__snake_case     			=       create_inputs(self.tool.inputs    )
												__snake_case     			=       self.tool(*snake_case_    )

												# There is a single output
												if len(self.tool.outputs    ) == 1:
																			__snake_case     			=       [outputs]

												self.assertListEqual(output_types(snake_case_    )							,						self.tool.outputs    )





					def 							lowerCAmelCase      (				self   :							Union[str, Any]    ):
												self.assertTrue(hasattr(self.tool							,						"description"    )    )
												self.assertTrue(hasattr(self.tool							,						"default_checkpoint"    )    )
												self.assertTrue(self.tool.description.startswith("This is a tool that"    )    )





					def 							lowerCAmelCase      (				self   :							Any    ):
												__snake_case     			=       create_inputs(self.tool.inputs    )
												__snake_case     			=       self.tool(*snake_case_    )

												if not isinstance(snake_case_							,						snake_case_    ):
																			__snake_case     			=       [outputs]

												self.assertEqual(len(snake_case_    )							,						len(self.tool.outputs    )    )

												for output, output_type in zip(snake_case_							,						self.tool.outputs    ):
																			__snake_case     			=       AGENT_TYPE_MAPPING[output_type]
																			self.assertTrue(isinstance(snake_case_							,						snake_case_    )    )





					def 							lowerCAmelCase      (				self   :							Tuple    ):
												__snake_case     			=       create_inputs(self.tool.inputs    )

												__snake_case     			=       []

												for _input, input_type in zip(snake_case_							,						self.tool.inputs    ):
																			if isinstance(snake_case_							,						snake_case_    ):
																										_inputs.append([AGENT_TYPE_MAPPING[_input_type](_input    ) for _input_type in input_type]    )
																			else:
																										_inputs.append(AGENT_TYPE_MAPPING[input_type](_input    )    )

        # Should not raise an error
												__snake_case     			=       self.tool(*snake_case_    )

												if not isinstance(snake_case_							,						snake_case_    ):
																			__snake_case     			=       [outputs]

												self.assertEqual(len(snake_case_    )							,						len(self.tool.outputs    )    )
