



'''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_  )      ->				Optional[Any]:
		_a					:				Optional[Any]				=							int(__snake_case  )
		_a	, _a	, _a					:				Union[str, Any]				=							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  )      ->				Optional[int]:
		return f"""
    <div>
      {prefix}
      <progress value=\'{value}\' max=\'{total}\' style=\'width:{width}px; height:20px; vertical-align: middle;\'></progress>
      {label}
    </div>
    """



def 					__lowerCamelCase					(				lowerCAmelCase_  )      ->				List[str]:
		_a					:				str				=							'<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:
						_a					:				Optional[int]				=							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      __magic_name__						:
							lowerCAmelCase	:   Tuple           = 5
							lowerCAmelCase	:   str           = 0.2







							def __init__(							self :	Any     ,_UpperCAmelCase :	Dict     ,_UpperCAmelCase :	str = None     ,_UpperCAmelCase :	Tuple = True     ,_UpperCAmelCase :	Tuple = None     ,_UpperCAmelCase :	Optional[int] = 300     ,):
									_a					:				Dict				=							total
									_a					:				Dict				=							'' if prefix is None else prefix
									_a					:				Any				=							leave
									_a					:				Tuple				=							parent
									_a					:				str				=							width
									_a					:				Optional[Any]				=							None
									_a					:				Dict				=							None
									_a					:				List[str]				=							None







							def 							__lowercase      (							self :	Optional[Any]     ,_UpperCAmelCase :	List[Any]     ,_UpperCAmelCase :	Dict = False     ,_UpperCAmelCase :	Dict = None		):
									_a					:				List[str]				=							value
									if comment is not None:
											_a					:				Dict				=							comment
									if self.last_value is None:
											_a					:				List[str]				=							time.time()
											_a					:				List[Any]				=							value
											_a					:				int				=							None
											_a					:				Optional[int]				=							self.warmup
											_a					:				str				=							1
											self.update_bar(_UpperCAmelCase		)
									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
											_a					:				Dict				=							time.time()
											_a					:				Optional[int]				=							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:
													_a					:				Any				=							self.elapsed_time / (value - self.start_value)
											else:
													_a					:				Tuple				=							None
											if value >= self.total:
													_a					:				Union[str, Any]				=							self.total
													_a					:				Union[str, Any]				=							None
													if not self.leave:
															self.close()
											elif self.average_time_per_item is not None:
													_a					:				Optional[Any]				=							self.average_time_per_item * (self.total - value)
											self.update_bar(_UpperCAmelCase		)
											_a					:				Union[str, Any]				=							value
											_a					:				Tuple				=							current_time
											if self.average_time_per_item is None:
													_a					:				List[str]				=							1
											else:
													_a					:				List[Any]				=							max(int(self.update_every / self.average_time_per_item		)     ,1		)







							def 							__lowercase      (							self :	Optional[int]     ,_UpperCAmelCase :	int     ,_UpperCAmelCase :	int=None		):
									_a					:				List[Any]				=							' ' * (len(str(self.total		)		) - len(str(_UpperCAmelCase		)		)) + str(_UpperCAmelCase		)
									if self.elapsed_time is None:
											_a					:				Union[str, Any]				=							F"""[{spaced_value}/{self.total} : < :"""
									elif self.predicted_remaining is None:
											_a					:				Dict				=							F"""[{spaced_value}/{self.total} {format_time(self.elapsed_time		)}"""
									else:
											_a					:				Optional[int]				=							(
											    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 							__lowercase      (							self :	Optional[int]		):
									_a					:				Dict				=							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:
											_a					:				int				=							disp.display(disp.HTML(self.html_code		)     ,display_id=_UpperCAmelCase		)
									else:
											self.output.update(disp.HTML(self.html_code		)		)







							def 							__lowercase      (							self :	Union[str, Any]		):







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

class      __magic_name__						(   lowerCamelCase__       ):







							def __init__(							self :	Dict     ,_UpperCAmelCase :	Dict     ,_UpperCAmelCase :	Union[str, Any]=None		):
									super().__init__(_UpperCAmelCase		)
									_a					:				Tuple				=							None if column_names is None else [column_names]
									_a					:				Any				=							None







							def 							__lowercase      (							self :	int		):
									_a					:				List[str]				=							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:
											_a					:				Tuple				=							disp.display(disp.HTML(self.html_code		)     ,display_id=_UpperCAmelCase		)
									else:
											self.output.update(disp.HTML(self.html_code		)		)







							def 							__lowercase      (							self :	Tuple     ,_UpperCAmelCase :	List[str]		):







									if self.inner_table is None:
											_a					:				List[str]				=							[list(values.keys()		), list(values.values()		)]
									else:
											_a					:				Optional[int]				=							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(_UpperCAmelCase		)
													_a					:				Optional[Any]				=							columns
											self.inner_table.append([values[c] for c in columns]		)







							def 							__lowercase      (							self :	str     ,_UpperCAmelCase :	Union[str, Any]     ,_UpperCAmelCase :	Union[str, Any]=None     ,_UpperCAmelCase :	List[Any]=300		):
									_a					:				int				=							NotebookProgressBar(_UpperCAmelCase     ,prefix=_UpperCAmelCase     ,parent=self     ,width=_UpperCAmelCase		)
									return self.child_bar







							def 							__lowercase      (							self :	int		):
									_a					:				Dict				=							None
									self.display()

class      __magic_name__						(   lowerCamelCase__       ):







							def __init__(							self :	Tuple		):
									_a					:				Any				=							None
									_a					:				int				=							None
									_a					:				Union[str, Any]				=							False







							def 							__lowercase      (							self :	List[Any]     ,_UpperCAmelCase :	List[str]     ,_UpperCAmelCase :	Dict     ,_UpperCAmelCase :	int     ,**_UpperCAmelCase :	str		):
									_a					:				str				=							'Epoch' if args.evaluation_strategy == IntervalStrategy.EPOCH else 'Step'
									_a					:				Optional[Any]				=							0
									_a					:				List[Any]				=							0
									_a					:				Optional[Any]				=							[self.first_column] + ['Training Loss']
									if args.evaluation_strategy != IntervalStrategy.NO:
											column_names.append('Validation Loss'		)
									_a					:				Optional[Any]				=							NotebookTrainingTracker(state.max_steps     ,_UpperCAmelCase		)







							def 							__lowercase      (							self :	str     ,_UpperCAmelCase :	Any     ,_UpperCAmelCase :	int     ,_UpperCAmelCase :	int     ,**_UpperCAmelCase :	str		):
									_a					:				List[str]				=							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     ,)
									_a					:				int				=							False







							def 							__lowercase      (							self :	Optional[Any]     ,_UpperCAmelCase :	Tuple     ,_UpperCAmelCase :	List[Any]     ,_UpperCAmelCase :	int     ,_UpperCAmelCase :	Optional[int]=None     ,**_UpperCAmelCase :	str		):







									if not has_length(_UpperCAmelCase		):
											return
									if self.prediction_bar is None:
											if self.training_tracker is not None:
													_a					:				Union[str, Any]				=							self.training_tracker.add_child(len(_UpperCAmelCase		)		)
											else:
													_a					:				Tuple				=							NotebookProgressBar(len(_UpperCAmelCase		)		)
											self.prediction_bar.update(1		)
									else:
											self.prediction_bar.update(self.prediction_bar.value + 1		)







							def 							__lowercase      (							self :	int     ,_UpperCAmelCase :	Tuple     ,_UpperCAmelCase :	Any     ,_UpperCAmelCase :	str     ,**_UpperCAmelCase :	Any		):







									if self.prediction_bar is not None:
											self.prediction_bar.close()
									_a					:				Optional[int]				=							None







							def 							__lowercase      (							self :	Optional[Any]     ,_UpperCAmelCase :	int     ,_UpperCAmelCase :	int     ,_UpperCAmelCase :	Optional[int]     ,_UpperCAmelCase :	Union[str, Any]=None     ,**_UpperCAmelCase :	Tuple		):







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







							def 							__lowercase      (							self :	str     ,_UpperCAmelCase :	Dict     ,_UpperCAmelCase :	Union[str, Any]     ,_UpperCAmelCase :	Optional[Any]     ,_UpperCAmelCase :	int=None     ,**_UpperCAmelCase :	Dict		):







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

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







							def 							__lowercase      (							self :	Union[str, Any]     ,_UpperCAmelCase :	Any     ,_UpperCAmelCase :	Optional[int]     ,_UpperCAmelCase :	Optional[Any]     ,**_UpperCAmelCase :	List[Any]		):
									self.training_tracker.update(
									    state.global_step     ,comment=F"""Epoch {int(state.epoch		)}/{state.num_train_epochs}"""     ,force_update=_UpperCAmelCase		)
									_a					:				Any				=							None









'''simple docstring'''

def 					__lowerCamelCase					(				lowerCAmelCase_  )      ->				list:
		if any(not isinstance(lowerCAmelCase_						,      lowerCAmelCase_  ) or x < 0 for x in sequence  ):
				raise TypeError('Sequence must be list of non-negative integers'  )
		for _ in range(len(lowerCAmelCase_  )  ):
				for i, (rod_upper, rod_lower) in enumerate(zip(lowerCAmelCase_						,      sequence[1:]  )  ):
						if rod_upper > rod_lower:
								sequence[i] -= rod_upper - rod_lower
								sequence[i + 1] += rod_upper - rod_lower
		return sequence


if __name__ == "__main__":
							assert bead_sort([5, 4, 3, 2, 1]) == [1, 2, 3, 4, 5]
							assert bead_sort([7, 9, 4, 3, 5]) == [3, 4, 5, 7, 9]




