




"""simple docstring"""

import copy
import tempfile
import unittest

from huggingface_hub import HfFolder, delete_repo
from parameterized import parameterized
from requests.exceptions import HTTPError

from transformers import AutoConfig, GenerationConfig
from transformers.testing_utils import TOKEN, USER, is_staging_test
class 	lowerCamelCase__			(     unittest.TestCase	):


			@parameterized.expand([(None,), ("foo.json",)]							)
			def 							lowerCamelCase_ (   self ,       SCREAMING_SNAKE_CASE							):



					"""simple docstring"""







					snake_case						:  int    	= GenerationConfig(
					    do_sample=UpperCAmelCase__ ,       temperature=0.7 ,       length_penalty=1.0 ,       bad_words_ids=[[1, 2, 3], [4, 5]] ,       )
					with tempfile.TemporaryDirectory() as tmp_dir:
							config.save_pretrained(UpperCAmelCase__ ,       config_name=UpperCAmelCase__							)
							snake_case						:  Any    	= GenerationConfig.from_pretrained(UpperCAmelCase__ ,       config_name=UpperCAmelCase__							)

					# Checks parameters that were specified
					self.assertEqual(loaded_config.do_sample ,       UpperCAmelCase__							)
					self.assertEqual(loaded_config.temperature ,       0.7							)
					self.assertEqual(loaded_config.length_penalty ,       1.0							)
					self.assertEqual(loaded_config.bad_words_ids ,       [[1, 2, 3], [4, 5]]							)

					# Checks parameters that were not specified (defaults)
					self.assertEqual(loaded_config.top_k ,       50							)
					self.assertEqual(loaded_config.max_length ,       20							)
					self.assertEqual(loaded_config.max_time ,       UpperCAmelCase__							)


			def 							lowerCamelCase_ (   self							):



					"""simple docstring"""







					snake_case						:  Optional[int]    	= AutoConfig.from_pretrained("gpt2"							)
					snake_case						:  List[str]    	= GenerationConfig.from_model_config(UpperCAmelCase__							)
					snake_case						:  Optional[Any]    	= GenerationConfig()

					# The generation config has loaded a few non-default parameters from the model config
					self.assertNotEqual(UpperCAmelCase__ ,       UpperCAmelCase__							)

					# One of those parameters is eos_token_id -- check if it matches
					self.assertNotEqual(generation_config_from_model.eos_token_id ,       default_generation_config.eos_token_id							)
					self.assertEqual(generation_config_from_model.eos_token_id ,       model_config.eos_token_id							)


			def 							lowerCamelCase_ (   self							):



					"""simple docstring"""







					snake_case						:  Any    	= GenerationConfig()
					snake_case						:  List[str]    	= {
					    "max_new_tokens": 1_024,
					    "foo": "bar",
					}
					snake_case						:  int    	= copy.deepcopy(UpperCAmelCase__							)
					snake_case						:  str    	= generation_config.update(**UpperCAmelCase__							)

					# update_kwargs was not modified (no side effects)
					self.assertEqual(UpperCAmelCase__ ,       UpperCAmelCase__							)

					# update_kwargs was used to update the config on valid attributes
					self.assertEqual(generation_config.max_new_tokens ,       1_024							)

					# `.update()` returns a dictionary of unused kwargs
					self.assertEqual(UpperCAmelCase__ ,       {"foo": "bar"}							)


			def 							lowerCamelCase_ (   self							):



					"""simple docstring"""







					snake_case						:  List[str]    	= GenerationConfig()
					snake_case						:  Union[str, Any]    	= "bar"

					with tempfile.TemporaryDirectory("test-generation-config"							) as tmp_dir:
							generation_config.save_pretrained(UpperCAmelCase__							)

							snake_case						:  Optional[Any]    	= GenerationConfig.from_pretrained(UpperCAmelCase__							)
					# update_kwargs was used to update the config on valid attributes
					self.assertEqual(new_config.foo ,       "bar"							)

					snake_case						:  Optional[Any]    	= GenerationConfig.from_model_config(UpperCAmelCase__							)
					assert not hasattr(UpperCAmelCase__ ,       "foo"							)  # no new kwargs should be initialized if from config



			def 							lowerCamelCase_ (   self							):



					"""simple docstring"""







					snake_case						:  Optional[Any]    	= GenerationConfig()
					self.assertEqual(default_config.temperature ,       1.0							)
					self.assertEqual(default_config.do_sample ,       UpperCAmelCase__							)
					self.assertEqual(default_config.num_beams ,       1							)

					snake_case						:  Optional[Any]    	= GenerationConfig(
					    do_sample=UpperCAmelCase__ ,       temperature=0.7 ,       length_penalty=1.0 ,       bad_words_ids=[[1, 2, 3], [4, 5]] ,       )
					self.assertEqual(config.temperature ,       0.7							)
					self.assertEqual(config.do_sample ,       UpperCAmelCase__							)
					self.assertEqual(config.num_beams ,       1							)

					with tempfile.TemporaryDirectory() as tmp_dir:
							config.save_pretrained(UpperCAmelCase__							)
							snake_case						:  Dict    	= GenerationConfig.from_pretrained(UpperCAmelCase__ ,       temperature=1.0							)

					self.assertEqual(loaded_config.temperature ,       1.0							)
					self.assertEqual(loaded_config.do_sample ,       UpperCAmelCase__							)
					self.assertEqual(loaded_config.num_beams ,       1							)  # default value







@is_staging_test
class 	lowerCamelCase__			(     unittest.TestCase	):


			@classmethod
			def 							lowerCamelCase_ (   cls							):



					"""simple docstring"""







					snake_case						:  List[Any]    	= TOKEN
					HfFolder.save_token(UpperCAmelCase__							)


			@classmethod
			def 							lowerCamelCase_ (   cls							):



					"""simple docstring"""







					try:
							delete_repo(token=cls._token ,       repo_id="test-generation-config"							)
					except HTTPError:
							pass

					try:
							delete_repo(token=cls._token ,       repo_id="valid_org/test-generation-config-org"							)
					except HTTPError:
							pass


			def 							lowerCamelCase_ (   self							):



					"""simple docstring"""







					snake_case						:  List[Any]    	= GenerationConfig(
					    do_sample=UpperCAmelCase__ ,       temperature=0.7 ,       length_penalty=1.0 ,       )
					config.push_to_hub("test-generation-config" ,       use_auth_token=self._token							)

					snake_case						:  Optional[int]    	= GenerationConfig.from_pretrained(F'''{USER}/test-generation-config'''							)
					for k, v in config.to_dict().items():
							if k != "transformers_version":
									self.assertEqual(UpperCAmelCase__ ,       getattr(UpperCAmelCase__ ,       UpperCAmelCase__							)							)

        # Reset repo
					delete_repo(token=self._token ,       repo_id="test-generation-config"							)

					# Push to hub via save_pretrained
					with tempfile.TemporaryDirectory() as tmp_dir:
							config.save_pretrained(
							    UpperCAmelCase__ ,       repo_id="test-generation-config" ,       push_to_hub=UpperCAmelCase__ ,       use_auth_token=self._token							)

					snake_case						:  str    	= GenerationConfig.from_pretrained(F'''{USER}/test-generation-config'''							)
					for k, v in config.to_dict().items():
							if k != "transformers_version":
									self.assertEqual(UpperCAmelCase__ ,       getattr(UpperCAmelCase__ ,       UpperCAmelCase__							)							)



			def 							lowerCamelCase_ (   self							):



					"""simple docstring"""







					snake_case						:  Union[str, Any]    	= GenerationConfig(
					    do_sample=UpperCAmelCase__ ,       temperature=0.7 ,       length_penalty=1.0 ,       )
					config.push_to_hub("valid_org/test-generation-config-org" ,       use_auth_token=self._token							)

					snake_case						:  Optional[Any]    	= GenerationConfig.from_pretrained("valid_org/test-generation-config-org"							)
					for k, v in config.to_dict().items():
							if k != "transformers_version":
									self.assertEqual(UpperCAmelCase__ ,       getattr(UpperCAmelCase__ ,       UpperCAmelCase__							)							)

        # Reset repo
					delete_repo(token=self._token ,       repo_id="valid_org/test-generation-config-org"							)

					# Push to hub via save_pretrained
					with tempfile.TemporaryDirectory() as tmp_dir:
							config.save_pretrained(
							    UpperCAmelCase__ ,       repo_id="valid_org/test-generation-config-org" ,       push_to_hub=UpperCAmelCase__ ,       use_auth_token=self._token							)

					snake_case						:  Dict    	= GenerationConfig.from_pretrained("valid_org/test-generation-config-org"							)
					for k, v in config.to_dict().items():
							if k != "transformers_version":
									self.assertEqual(UpperCAmelCase__ ,       getattr(UpperCAmelCase__ ,       UpperCAmelCase__							)							)





'''simple docstring'''




from __future__ import annotations

from statistics import mean





def 	a_					( lowerCamelCase	:     list[int]	, lowerCamelCase	:     list[int]	, lowerCamelCase	:     int				):
   lowerCAmelCase     =			[0] * no_of_processes
   lowerCAmelCase     =			[0] * no_of_processes

   # Initialize remaining_time to waiting_time.

   for i in range(lowerCamelCase				):
      lowerCAmelCase     =			burst_time[i]
   lowerCAmelCase     =			[]

   lowerCAmelCase     =			0
   lowerCAmelCase     =			0

   # When processes are not completed,
   # A process whose arrival time has passed \
   # and has remaining execution time is put into the ready_process.
   # The shortest process in the ready_process, target_process is executed.

   while completed != no_of_processes:
      lowerCAmelCase     =			[]
      lowerCAmelCase     =			-1

      for i in range(lowerCamelCase				):
         if (arrival_time[i] <= total_time) and (remaining_time[i] > 0):
            ready_process.append(lowerCamelCase				)

      if len(lowerCamelCase				) > 0:
         lowerCAmelCase     =			ready_process[0]
         for i in ready_process:
            if remaining_time[i] < remaining_time[target_process]:
               lowerCAmelCase     =			i
         total_time += burst_time[target_process]
         completed += 1
         lowerCAmelCase     =			0
         lowerCAmelCase     =			(
             total_time - arrival_time[target_process] - burst_time[target_process]
         )
      else:
         total_time += 1

   return waiting_time





def 	a_					( lowerCamelCase	:     list[int]	, lowerCamelCase	:     int	, lowerCamelCase	:     list[int]				):
   lowerCAmelCase     =			[0] * no_of_processes
   for i in range(lowerCamelCase				):
      lowerCAmelCase     =			burst_time[i] + waiting_time[i]
   return turn_around_time


if __name__ == "__main__":
       print("""[TEST CASE 01]""")

       __snake_case    						=4
       __snake_case    						=[2, 5, 3, 7]
       __snake_case    						=[0, 0, 0, 0]
       __snake_case    						=calculate_waitingtime(arrival_time, burst_time, no_of_processes)
       __snake_case    						=calculate_turnaroundtime(
           burst_time, no_of_processes, waiting_time
       )

       # Printing the Result
       print("""PID\tBurst Time\tArrival Time\tWaiting Time\tTurnaround Time""")
       for i, process_id in enumerate(list(range(1, 5))):
              print(
                  F'''{process_id}\t{burst_time[i]}\t\t\t{arrival_time[i]}\t\t\t\t'''
                  F'''{waiting_time[i]}\t\t\t\t{turn_around_time[i]}'''
              )
       print(F'''\nAverage waiting time = {mean(waiting_time):.5f}''')
       print(F'''Average turnaround time = {mean(turn_around_time):.5f}''')





