






"""simple docstring"""







import re
import time
from typing import Optional

import IPython.display as disp

from ..trainer_callback import TrainerCallback
from ..trainer_utils import IntervalStrategy, has_length






def       _lowerCAmelCase       (      lowerCAmelCase		):







       '''simple docstring'''
       UpperCAmelCase	    =			int(__snake_case		)
       UpperCAmelCase    ,       UpperCAmelCase    ,       UpperCAmelCase	    =			t // 3600, (t // 60) % 60, t % 60
       return F'''{h}:{m:02d}:{s:02d}''' if h != 0 else F'''{m:02d}:{s:02d}'''






def       _lowerCAmelCase       (      lowerCAmelCase	,      lowerCAmelCase	,      lowerCAmelCase	,      lowerCAmelCase	,      lowerCAmelCase=300		):







       '''simple docstring'''
       return F'''\n    <div>\n      {prefix}\n      <progress value=\'{value}\' max=\'{total}\' style=\'width:{width}px; height:20px; vertical-align: middle;\'></progress>\n      {label}\n    </div>\n    '''






def       _lowerCAmelCase       (      lowerCAmelCase		):







       '''simple docstring'''
       UpperCAmelCase	    =			"""<table border=\"1\" class=\"dataframe\">\n"""
       html_code += """  <thead>\n <tr style="text-align: left;">\n"""
       for i in items[0]:
              html_code += F'''      <th>{i}</th>\n'''
       html_code += "    </tr>\n  </thead>\n  <tbody>\n"
       for line in items[1:]:
              html_code += "    <tr>\n"
              for elt in line:
                     UpperCAmelCase	    =			F'''{elt:.6f}''' if isinstance(__snake_case	,      __snake_case		) else str(__snake_case		)
                     html_code += F'''      <td>{elt}</td>\n'''
              html_code += "    </tr>\n"
       html_code += "  </tbody>\n</table><p>"
       return html_code





class   UpperCamelCase_ :
  _A       :					Union[str, Any]				=	5
  _A       :					Optional[int]				=	0.2



  def __init__(      self ,		snake_case__ ,		snake_case__ = None ,		snake_case__ = True ,		snake_case__ = None ,		snake_case__ = 3_00 ,		)			->			Any:



         """simple docstring"""





         UpperCAmelCase	    =			total
         UpperCAmelCase	    =			"""""" if prefix is None else prefix
         UpperCAmelCase	    =			leave
         UpperCAmelCase	    =			parent
         UpperCAmelCase	    =			width
         UpperCAmelCase	    =			None
         UpperCAmelCase	    =			None
         UpperCAmelCase	    =			None



  def 		UpperCamelCase_				(      self ,		snake_case__ ,		snake_case__ = False ,		snake_case__ = None				)			->			Optional[int]:



         """simple docstring"""





         UpperCAmelCase	    =			value
         if comment is not None:
                UpperCAmelCase	    =			comment
         if self.last_value is None:
                UpperCAmelCase	    =			UpperCAmelCase	    =			time.time()
                UpperCAmelCase	    =			UpperCAmelCase	    =			value
                UpperCAmelCase	    =			UpperCAmelCase	    =			None
                UpperCAmelCase	    =			self.warmup
                UpperCAmelCase	    =			1
                self.update_bar(__lowerCAmelCase				)
         elif value <= self.last_value and not force_update:
                return
         elif force_update or self.first_calls > 0 or value >= min(self.last_value + self.wait_for ,		self.total				):
                if self.first_calls > 0:
                       self.first_calls -= 1
                UpperCAmelCase	    =			time.time()
                UpperCAmelCase	    =			current_time - self.start_time
                # We could have value = self.start_value if the update is called twixe with the same start value.
                if value > self.start_value:
                       UpperCAmelCase	    =			self.elapsed_time / (value - self.start_value)
                else:
                       UpperCAmelCase	    =			None
                if value >= self.total:
                       UpperCAmelCase	    =			self.total
                       UpperCAmelCase	    =			None
                       if not self.leave:
                              self.close()
                elif self.average_time_per_item is not None:
                       UpperCAmelCase	    =			self.average_time_per_item * (self.total - value)
                self.update_bar(__lowerCAmelCase				)
                UpperCAmelCase	    =			value
                UpperCAmelCase	    =			current_time
                if self.average_time_per_item is None:
                       UpperCAmelCase	    =			1
                else:
                       UpperCAmelCase	    =			max(int(self.update_every / self.average_time_per_item				) ,		1				)



  def 		UpperCamelCase_				(      self ,		snake_case__ ,		snake_case__=None				)			->			Tuple:



         """simple docstring"""





         UpperCAmelCase	    =			""" """ * (len(str(self.total				)				) - len(str(__lowerCAmelCase				)				)) + str(__lowerCAmelCase				)
         if self.elapsed_time is None:
                UpperCAmelCase	    =			f'''[{spaced_value}/{self.total} : < :'''
         elif self.predicted_remaining is None:
                UpperCAmelCase	    =			f'''[{spaced_value}/{self.total} {format_time(self.elapsed_time				)}'''
         else:
                UpperCAmelCase	    =			(
                    f'''[{spaced_value}/{self.total} {format_time(self.elapsed_time				)} <'''
                    f''' {format_time(self.predicted_remaining				)}'''
                )
                self.label += f''', {1/self.average_time_per_item:.2f} it/s'''
         self.label += "]" if self.comment is None or len(self.comment				) == 0 else f''', {self.comment}]'''
         self.display()



  def 		UpperCamelCase_				(      self				)			->			str:



         """simple docstring"""





         UpperCAmelCase	    =			html_progress_bar(self.value ,		self.total ,		self.prefix ,		self.label ,		self.width				)
         if self.parent is not None:
                # If this is a child bar, the parent will take care of the display.
                self.parent.display()
                return
         if self.output is None:
                UpperCAmelCase	    =			disp.display(disp.HTML(self.html_code				) ,		display_id=__lowerCAmelCase				)
         else:
                self.output.update(disp.HTML(self.html_code				)				)



  def 		UpperCamelCase_				(      self				)			->			List[Any]:



         """simple docstring"""





         if self.parent is None and self.output is not None:
                self.output.update(disp.HTML(""""""				)				)





class   UpperCamelCase_ (       a_  ):



  def __init__(      self ,		snake_case__ ,		snake_case__=None				)			->			Union[str, Any]:



         """simple docstring"""





         super().__init__(__lowerCAmelCase				)
         UpperCAmelCase	    =			None if column_names is None else [column_names]
         UpperCAmelCase	    =			None



  def 		UpperCamelCase_				(      self				)			->			Any:



         """simple docstring"""





         UpperCAmelCase	    =			html_progress_bar(self.value ,		self.total ,		self.prefix ,		self.label ,		self.width				)
         if self.inner_table is not None:
                self.html_code += text_to_html_table(self.inner_table				)
         if self.child_bar is not None:
                self.html_code += self.child_bar.html_code
         if self.output is None:
                UpperCAmelCase	    =			disp.display(disp.HTML(self.html_code				) ,		display_id=__lowerCAmelCase				)
         else:
                self.output.update(disp.HTML(self.html_code				)				)



  def 		UpperCamelCase_				(      self ,		snake_case__				)			->			Union[str, Any]:



         """simple docstring"""





         if self.inner_table is None:
                UpperCAmelCase	    =			[list(values.keys()				), list(values.values()				)]
         else:
                UpperCAmelCase	    =			self.inner_table[0]
                if len(self.inner_table				) == 1:
                       # We give a chance to update the column names at the first iteration
                       for key in values.keys():
                              if key not in columns:
                                     columns.append(__lowerCAmelCase				)
                       UpperCAmelCase	    =			columns
                self.inner_table.append([values[c] for c in columns]				)



  def 		UpperCamelCase_				(      self ,		snake_case__ ,		snake_case__=None ,		snake_case__=3_00				)			->			str:



         """simple docstring"""





         UpperCAmelCase	    =			NotebookProgressBar(__lowerCAmelCase ,		prefix=__lowerCAmelCase ,		parent=self ,		width=__lowerCAmelCase				)
         return self.child_bar



  def 		UpperCamelCase_				(      self				)			->			Optional[int]:



         """simple docstring"""





         UpperCAmelCase	    =			None
         self.display()





class   UpperCamelCase_ (       a_  ):



  def __init__(      self				)			->			str:



         """simple docstring"""





         UpperCAmelCase	    =			None
         UpperCAmelCase	    =			None
         UpperCAmelCase	    =			False



  def 		UpperCamelCase_				(      self ,		snake_case__ ,		snake_case__ ,		snake_case__ ,		**snake_case__				)			->			Union[str, Any]:



         """simple docstring"""





         UpperCAmelCase	    =			"""Epoch""" if args.evaluation_strategy == IntervalStrategy.EPOCH else """Step"""
         UpperCAmelCase	    =			0
         UpperCAmelCase	    =			0
         UpperCAmelCase	    =			[self.first_column] + ["""Training Loss"""]
         if args.evaluation_strategy != IntervalStrategy.NO:
                column_names.append("""Validation Loss"""				)
         UpperCAmelCase	    =			NotebookTrainingTracker(state.max_steps ,		__lowerCAmelCase				)



  def 		UpperCamelCase_				(      self ,		snake_case__ ,		snake_case__ ,		snake_case__ ,		**snake_case__				)			->			List[Any]:



         """simple docstring"""





         UpperCAmelCase	    =			int(state.epoch				) if int(state.epoch				) == state.epoch else f'''{state.epoch:.2f}'''
         self.training_tracker.update(
             state.global_step + 1 ,		comment=f'''Epoch {epoch}/{state.num_train_epochs}''' ,		force_update=self._force_next_update ,		)
         UpperCAmelCase	    =			False



  def 		UpperCamelCase_				(      self ,		snake_case__ ,		snake_case__ ,		snake_case__ ,		snake_case__=None ,		**snake_case__				)			->			Any:



         """simple docstring"""





         if not has_length(__lowerCAmelCase				):
                return
         if self.prediction_bar is None:
                if self.training_tracker is not None:
                       UpperCAmelCase	    =			self.training_tracker.add_child(len(__lowerCAmelCase				)				)
                else:
                       UpperCAmelCase	    =			NotebookProgressBar(len(__lowerCAmelCase				)				)
                self.prediction_bar.update(1				)
         else:
                self.prediction_bar.update(self.prediction_bar.value + 1				)



  def 		UpperCamelCase_				(      self ,		snake_case__ ,		snake_case__ ,		snake_case__ ,		**snake_case__				)			->			Optional[int]:



         """simple docstring"""





         if self.prediction_bar is not None:
                self.prediction_bar.close()
         UpperCAmelCase	    =			None



  def 		UpperCamelCase_				(      self ,		snake_case__ ,		snake_case__ ,		snake_case__ ,		snake_case__=None ,		**snake_case__				)			->			str:



         """simple docstring"""





         if args.evaluation_strategy == IntervalStrategy.NO and "loss" in logs:
                UpperCAmelCase	    =			{"""Training Loss""": logs["""loss"""]}
                # First column is necessarily Step sine we're not in epoch eval strategy
                UpperCAmelCase	    =			state.global_step
                self.training_tracker.write_line(__lowerCAmelCase				)



  def 		UpperCamelCase_				(      self ,		snake_case__ ,		snake_case__ ,		snake_case__ ,		snake_case__=None ,		**snake_case__				)			->			int:



         """simple docstring"""





         if self.training_tracker is not None:
                UpperCAmelCase	    =			{"""Training Loss""": """No log""", """Validation Loss""": """No log"""}
                for log in reversed(state.log_history				):
                       if "loss" in log:
                              UpperCAmelCase	    =			log["""loss"""]
                              break

                if self.first_column == "Epoch":
                       UpperCAmelCase	    =			int(state.epoch				)
                else:
                       UpperCAmelCase	    =			state.global_step
                UpperCAmelCase	    =			"""eval"""
                for k in metrics:
                       if k.endswith("""_loss"""				):
                              UpperCAmelCase	    =			re.sub(R"""\_loss$""" ,		"""""" ,		__lowerCAmelCase				)
                UpperCAmelCase	    =			metrics.pop("""total_flos""" ,		__lowerCAmelCase				)
                UpperCAmelCase	    =			metrics.pop("""epoch""" ,		__lowerCAmelCase				)
                UpperCAmelCase	    =			metrics.pop(f'''{metric_key_prefix}_runtime''' ,		__lowerCAmelCase				)
                UpperCAmelCase	    =			metrics.pop(f'''{metric_key_prefix}_samples_per_second''' ,		__lowerCAmelCase				)
                UpperCAmelCase	    =			metrics.pop(f'''{metric_key_prefix}_steps_per_second''' ,		__lowerCAmelCase				)
                UpperCAmelCase	    =			metrics.pop(f'''{metric_key_prefix}_jit_compilation_time''' ,		__lowerCAmelCase				)
                for k, v in metrics.items():
                       if k == f'''{metric_key_prefix}_loss''':
                              UpperCAmelCase	    =			v
                       else:
                              UpperCAmelCase	    =			k.split("""_"""				)
                              UpperCAmelCase	    =			""" """.join([part.capitalize() for part in splits[1:]]				)
                              UpperCAmelCase	    =			v
                self.training_tracker.write_line(__lowerCAmelCase				)
                self.training_tracker.remove_child()
                UpperCAmelCase	    =			None
                # Evaluation takes a long time so we should force the next update.
                UpperCAmelCase	    =			True



  def 		UpperCamelCase_				(      self ,		snake_case__ ,		snake_case__ ,		snake_case__ ,		**snake_case__				)			->			Union[str, Any]:



         """simple docstring"""





         self.training_tracker.update(
             state.global_step ,		comment=f'''Epoch {int(state.epoch				)}/{state.num_train_epochs}''' ,		force_update=__lowerCAmelCase				)
         UpperCAmelCase	    =			None








"""simple docstring"""







from __future__ import annotations

import pandas as pd






def       _lowerCAmelCase       (      lowerCAmelCase	,      lowerCAmelCase	,      lowerCAmelCase		):







       '''simple docstring'''
       UpperCAmelCase	    =			[0] * no_of_processes
       UpperCAmelCase	    =			[0] * no_of_processes
       # Copy the burst time into remaining_time[]
       for i in range(lowerCAmelCase		):
              UpperCAmelCase	    =			burst_time[i]

       UpperCAmelCase	    =			0
       UpperCAmelCase	    =			0
       UpperCAmelCase	    =			999999999
       UpperCAmelCase	    =			0
       UpperCAmelCase	    =			False

       # Process until all processes are completed
       while complete != no_of_processes:
              for j in range(lowerCAmelCase		):
                     if arrival_time[j] <= increment_time and remaining_time[j] > 0:
                            if remaining_time[j] < minm:
                                   UpperCAmelCase	    =			remaining_time[j]
                                   UpperCAmelCase	    =			j
                                   UpperCAmelCase	    =			True

              if not check:
                     increment_time += 1
                     continue
              remaining_time[short] -= 1

              UpperCAmelCase	    =			remaining_time[short]
              if minm == 0:
                     UpperCAmelCase	    =			999999999

              if remaining_time[short] == 0:
                     complete += 1
                     UpperCAmelCase	    =			False

                     # Find finish time of current process
                     UpperCAmelCase	    =			increment_time + 1

                     # Calculate waiting time
                     UpperCAmelCase	    =			finish_time - arrival_time[short]
                     UpperCAmelCase	    =			finar - burst_time[short]

                     if waiting_time[short] < 0:
                            UpperCAmelCase	    =			0

        # Increment time
              increment_time += 1
       return waiting_time






def       _lowerCAmelCase       (      lowerCAmelCase	,      lowerCAmelCase	,      lowerCAmelCase		):







       '''simple docstring'''
       UpperCAmelCase	    =			[0] * no_of_processes
       for i in range(lowerCAmelCase		):
              UpperCAmelCase	    =			burst_time[i] + waiting_time[i]
       return turn_around_time






def       _lowerCAmelCase       (      lowerCAmelCase	,      lowerCAmelCase	,      lowerCAmelCase		):







       '''simple docstring'''
       UpperCAmelCase	    =			0
       UpperCAmelCase	    =			0
       for i in range(lowerCAmelCase		):
              UpperCAmelCase	    =			total_waiting_time + waiting_time[i]
              UpperCAmelCase	    =			total_turn_around_time + turn_around_time[i]
       print(F'''Average waiting time = {total_waiting_time / no_of_processes:.5f}'''		)
       print("""Average turn around time ="""	,      total_turn_around_time / no_of_processes		)


if __name__ == "__main__":
 print('''Enter how many process you want to analyze''')
 lowerCAmelCase_	:    Optional[Any]            =      int(input())
 lowerCAmelCase_	:    List[Any]            =      [0] * no_of_processes
 lowerCAmelCase_	:    Optional[Any]            =      [0] * no_of_processes
 lowerCAmelCase_	:    int            =      list(range(1, no_of_processes + 1))

 for i in range(no_of_processes):
  print('''Enter the arrival time and burst time for process:--''' + str(i + 1))
  lowerCAmelCase_     ,					lowerCAmelCase_	:    Optional[Any]            =      map(int, input().split())

 lowerCAmelCase_	:    str            =      calculate_waitingtime(arrival_time, burst_time, no_of_processes)

 lowerCAmelCase_	:    str            =      burst_time
 lowerCAmelCase_	:    List[Any]            =      no_of_processes
 lowerCAmelCase_	:    int            =      waiting_time
 lowerCAmelCase_	:    int            =      calculate_turnaroundtime(bt, n, wt)

 calculate_average_times(waiting_time, turn_around_time, no_of_processes)

 lowerCAmelCase_	:    List[Any]            =      pd.DataFrame(
     list(zip(processes, burst_time, arrival_time, waiting_time, turn_around_time)),
     columns=[
         '''Process''',
         '''BurstTime''',
         '''ArrivalTime''',
         '''WaitingTime''',
         '''TurnAroundTime''',
     ],
 )

 # Printing the dataFrame
 pd.set_option('''display.max_rows''', fcfs.shape[0] + 1)
 print(fcfs)
