
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  :  Dict				):




			"""simple docstring"""


			lowerCAmelCase_						=	int(_lowercase				)
			lowerCAmelCase_						=	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  :  Any    ,							__lowerCAmelCase  :  int    ,							__lowerCAmelCase  :  int    ,							__lowerCAmelCase  :  Any    ,							__lowerCAmelCase  :  str=300				):




			"""simple docstring"""


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






def    lowerCamelCase__				(				__lowerCAmelCase  :  int				):




			"""simple docstring"""


			lowerCAmelCase_						=	"<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:
									lowerCAmelCase_						=	F"""{elt:.6f}""" if isinstance(_lowercase    ,							_lowercase				) else str(_lowercase				)
									html_code += F"""      <td>{elt}</td>\n"""
						html_code += "    </tr>\n"
			html_code += "  </tbody>\n</table><p>"
			return html_code





class 	_lowerCAmelCase					:
				_lowercase					=5
				_lowercase					=0.2




				def __init__(					self				,				_UpperCamelCase				,				_UpperCamelCase = None				,				_UpperCamelCase = True				,				_UpperCamelCase = None				,				_UpperCamelCase = 300				,				)				->      int:
							lowerCAmelCase_						=	total
							lowerCAmelCase_						=	"" if prefix is None else prefix
							lowerCAmelCase_						=	leave
							lowerCAmelCase_						=	parent
							lowerCAmelCase_						=	width
							lowerCAmelCase_						=	None
							lowerCAmelCase_						=	None
							lowerCAmelCase_						=	None




				def      __a						(					self				,				_UpperCamelCase				,				_UpperCamelCase = False				,				_UpperCamelCase = None     )				->      str:
							lowerCAmelCase_						=	value
							if comment is not None:
										lowerCAmelCase_						=	comment
							if self.last_value is None:
										lowerCAmelCase_						=	time.time()
										lowerCAmelCase_						=	value
										lowerCAmelCase_						=	None
										lowerCAmelCase_						=	self.warmup
										lowerCAmelCase_						=	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
										lowerCAmelCase_						=	time.time()
										lowerCAmelCase_						=	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:
													lowerCAmelCase_						=	self.elapsed_time / (value - self.start_value)
										else:
													lowerCAmelCase_						=	None
										if value >= self.total:
													lowerCAmelCase_						=	self.total
													lowerCAmelCase_						=	None
													if not self.leave:
																self.close()
										elif self.average_time_per_item is not None:
													lowerCAmelCase_						=	self.average_time_per_item * (self.total - value)
										self.update_bar(lowerCAmelCase__     )
										lowerCAmelCase_						=	value
										lowerCAmelCase_						=	current_time
										if self.average_time_per_item is None:
													lowerCAmelCase_						=	1
										else:
													lowerCAmelCase_						=	max(int(self.update_every / self.average_time_per_item     )				,				1     )




				def      __a						(					self				,				_UpperCamelCase				,				_UpperCamelCase=None     )				->      List[str]:
							lowerCAmelCase_						=	" " * (len(str(self.total     )     ) - len(str(lowerCAmelCase__     )     )) + str(lowerCAmelCase__     )
							if self.elapsed_time is None:
										lowerCAmelCase_						=	f"""[{spaced_value}/{self.total} : < :"""
							elif self.predicted_remaining is None:
										lowerCAmelCase_						=	f"""[{spaced_value}/{self.total} {format_time(self.elapsed_time     )}"""
							else:
										lowerCAmelCase_						=	(
										    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      __a						(					self     )				->      List[str]:
							lowerCAmelCase_						=	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:
										lowerCAmelCase_						=	disp.display(disp.HTML(self.html_code     )				,				display_id=lowerCAmelCase__     )
							else:
										self.output.update(disp.HTML(self.html_code     )     )




				def      __a						(					self     )				->      Optional[Any]:
							if self.parent is None and self.output is not None:
										self.output.update(disp.HTML(""     )     )





class 	_lowerCAmelCase					(	a__       ):




				def __init__(					self				,				_UpperCamelCase				,				_UpperCamelCase=None     )				->      Dict:
							super().__init__(lowerCAmelCase__     )
							lowerCAmelCase_						=	None if column_names is None else [column_names]
							lowerCAmelCase_						=	None




				def      __a						(					self     )				->      Dict:
							lowerCAmelCase_						=	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:
										lowerCAmelCase_						=	disp.display(disp.HTML(self.html_code     )				,				display_id=lowerCAmelCase__     )
							else:
										self.output.update(disp.HTML(self.html_code     )     )




				def      __a						(					self				,				_UpperCamelCase     )				->      List[Any]:
							if self.inner_table is None:
										lowerCAmelCase_						=	[list(values.keys()     ), list(values.values()     )]
							else:
										lowerCAmelCase_						=	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__     )
													lowerCAmelCase_						=	columns
										self.inner_table.append([values[c] for c in columns]     )




				def      __a						(					self				,				_UpperCamelCase				,				_UpperCamelCase=None				,				_UpperCamelCase=300     )				->      Optional[Any]:
							lowerCAmelCase_						=	NotebookProgressBar(lowerCAmelCase__				,				prefix=lowerCAmelCase__				,				parent=self				,				width=lowerCAmelCase__     )
							return self.child_bar




				def      __a						(					self     )				->      List[str]:
							lowerCAmelCase_						=	None
							self.display()





class 	_lowerCAmelCase					(	a__       ):




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




				def      __a						(					self				,				_UpperCamelCase				,				_UpperCamelCase				,				_UpperCamelCase				,				**_UpperCamelCase     )				->      Optional[Any]:
							lowerCAmelCase_						=	"Epoch" if args.evaluation_strategy == IntervalStrategy.EPOCH else "Step"
							lowerCAmelCase_						=	0
							lowerCAmelCase_						=	0
							lowerCAmelCase_						=	[self.first_column] + ["Training Loss"]
							if args.evaluation_strategy != IntervalStrategy.NO:
										column_names.append("Validation Loss"     )
							lowerCAmelCase_						=	NotebookTrainingTracker(state.max_steps				,				lowerCAmelCase__     )




				def      __a						(					self				,				_UpperCamelCase				,				_UpperCamelCase				,				_UpperCamelCase				,				**_UpperCamelCase     )				->      Optional[int]:
							lowerCAmelCase_						=	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				,				)
							lowerCAmelCase_						=	False




				def      __a						(					self				,				_UpperCamelCase				,				_UpperCamelCase				,				_UpperCamelCase				,				_UpperCamelCase=None				,				**_UpperCamelCase     )				->      Optional[Any]:
							if not has_length(lowerCAmelCase__     ):
										return
							if self.prediction_bar is None:
										if self.training_tracker is not None:
													lowerCAmelCase_						=	self.training_tracker.add_child(len(lowerCAmelCase__     )     )
										else:
													lowerCAmelCase_						=	NotebookProgressBar(len(lowerCAmelCase__     )     )
										self.prediction_bar.update(1     )
							else:
										self.prediction_bar.update(self.prediction_bar.value + 1     )




				def      __a						(					self				,				_UpperCamelCase				,				_UpperCamelCase				,				_UpperCamelCase				,				**_UpperCamelCase     )				->      Union[str, Any]:
							if self.prediction_bar is not None:
										self.prediction_bar.close()
							lowerCAmelCase_						=	None




				def      __a						(					self				,				_UpperCamelCase				,				_UpperCamelCase				,				_UpperCamelCase				,				_UpperCamelCase=None				,				**_UpperCamelCase     )				->      Optional[int]:
							# Only for when there is no evaluation
							if args.evaluation_strategy == IntervalStrategy.NO and "loss" in logs:
										lowerCAmelCase_						=	{"Training Loss": logs["loss"]}
										# First column is necessarily Step sine we're not in epoch eval strategy
										lowerCAmelCase_						=	state.global_step
										self.training_tracker.write_line(lowerCAmelCase__     )




				def      __a						(					self				,				_UpperCamelCase				,				_UpperCamelCase				,				_UpperCamelCase				,				_UpperCamelCase=None				,				**_UpperCamelCase     )				->      Optional[Any]:
							if self.training_tracker is not None:
										lowerCAmelCase_						=	{"Training Loss": "No log", "Validation Loss": "No log"}
										for log in reversed(state.log_history     ):
													if "loss" in log:
																lowerCAmelCase_						=	log["loss"]
																break

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




				def      __a						(					self				,				_UpperCamelCase				,				_UpperCamelCase				,				_UpperCamelCase				,				**_UpperCamelCase     )				->      Any:
							self.training_tracker.update(
							    state.global_step				,				comment=f"""Epoch {int(state.epoch     )}/{state.num_train_epochs}"""				,				force_update=lowerCAmelCase__     )
							lowerCAmelCase_						=	None










"""simple docstring"""




import secrets
from random import shuffle
from string import ascii_letters, ascii_lowercase, ascii_uppercase, digits, punctuation






def       _SCREAMING_SNAKE_CASE		(	_lowercase						:    int = 8					) ->str:






	'''simple docstring'''






	a      :		List[Any]	=				ascii_letters + digits + punctuation
	return "".join(secrets.choice(_lowercase					) for _ in range(_lowercase					)					)






def       _SCREAMING_SNAKE_CASE		(	_lowercase						:    str    ,       _lowercase						:    int					) ->str:






	'''simple docstring'''






	i -= len(_lowercase					)
	a      :		List[str]	=				i // 3
	a      :		Any	=				i % 3
	# chars = chars_incl + random_letters(ascii_letters, i / 3 + remainder) +
	#     random_number(digits, i / 3) + random_characters(punctuation, i / 3)
	a      :		int	=				(
	    chars_incl
	    + random(_lowercase    ,       quotient + remainder					)
	    + random(_lowercase    ,       _lowercase					)
	    + random(_lowercase    ,       _lowercase					)
	)
	a      :		List[str]	=				list(_lowercase					)
	shuffle(_lowercase					)
	return "".join(_lowercase					)

	# random is a generalised function for letters, characters and numbers






def       _SCREAMING_SNAKE_CASE		(	_lowercase						:    str    ,       _lowercase						:    int					) ->str:






	'''simple docstring'''






	return "".join(secrets.choice(_lowercase					) for _ in range(_lowercase					)					)






def       _SCREAMING_SNAKE_CASE		(	_lowercase						:    List[Any]    ,       _lowercase						:    int					) ->List[str]:






	'''simple docstring'''






	pass  # Put your code here...






def       _SCREAMING_SNAKE_CASE		(	_lowercase						:    Optional[Any]    ,       _lowercase						:    Optional[int]					) ->int:






	'''simple docstring'''






	pass  # Put your code here...






def       _SCREAMING_SNAKE_CASE		(	_lowercase						:    int    ,       _lowercase						:    Optional[Any]					) ->Any:






	'''simple docstring'''






	pass  # Put your code here...






def       _SCREAMING_SNAKE_CASE		(	_lowercase						:    str    ,       _lowercase						:    int = 8					) ->bool:






	'''simple docstring'''






	if len(_lowercase					) < min_length:
		# Your Password must be at least 8 characters long
		return False

	a      :		List[str]	=				any(char in ascii_uppercase for char in password					)
	a      :		Optional[int]	=				any(char in ascii_lowercase for char in password					)
	a      :		List[str]	=				any(char in digits for char in password					)
	a      :		int	=				any(char in punctuation for char in password					)

	return upper and lower and num and spec_char
	# Passwords should contain UPPERCASE, lowerase
	# numbers, and special characters






def       _SCREAMING_SNAKE_CASE		(	) ->Union[str, Any]:






	'''simple docstring'''






	a      :		Dict	=				int(input("Please indicate the max length of your password: "					).strip()					)
	a      :		str	=				input(
	    "Please indicate the characters that must be in your password: "					).strip()
	print("Password generated:"    ,       password_generator(_lowercase					)					)
	print(
	    "Alternative Password generated:"    ,       alternative_password_generator(_lowercase    ,       _lowercase					)    ,       )
	print("[If you are thinking of using this passsword, You better save it.]"					)


if __name__ == "__main__":
		main()


