






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      a_ (      _A  )			->			Any:







				"""simple docstring"""
				snake_case__									=     int(__snake_case  )
				snake_case__							,						snake_case__							,						snake_case__									=     t // 3600, (t // 60) % 60, t % 60
				return f'''{h}:{m:02d}:{s:02d}''' if h != 0 else f'''{m:02d}:{s:02d}'''
def      a_ (      _A      ,   _A      ,   _A      ,   _A      ,   _A=300  )			->			Tuple:







				"""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      a_ (      _A  )			->			Optional[int]:







				"""simple docstring"""
				snake_case__									=     '<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:
												snake_case__									=     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   __SCREAMING_SNAKE_CASE:
							_UpperCAmelCase     =       5
							_UpperCAmelCase     =       0.2
							def __init__(     self:      Any       ,	UpperCamelCase:      int       ,	UpperCamelCase:      Any = None       ,	UpperCamelCase:      List[Any] = True       ,	UpperCamelCase:      Tuple = None       ,	UpperCamelCase:      Tuple = 3_00       ,	)		->		str:
											snake_case__									=     total
											snake_case__									=     '' if prefix is None else prefix
											snake_case__									=     leave
											snake_case__									=     parent
											snake_case__									=     width
											snake_case__									=     None
											snake_case__									=     None
											snake_case__									=     None
							def lowerCAmelCase_ (     self:      List[str]       ,	UpperCamelCase:      Any       ,	UpperCamelCase:      Optional[int] = False       ,	UpperCamelCase:      Any = None						)		->		List[str]:
											snake_case__									=     value
											if comment is not None:
															snake_case__									=     comment
											if self.last_value is None:
															snake_case__									=     snake_case__									=     time.time()
															snake_case__									=     snake_case__									=     value
															snake_case__									=     snake_case__									=     None
															snake_case__									=     self.warmup
															snake_case__									=     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
															snake_case__									=     time.time()
															snake_case__									=     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:
																			snake_case__									=     self.elapsed_time / (value - self.start_value)
															else:
																			snake_case__									=     None
															if value >= self.total:
																			snake_case__									=     self.total
																			snake_case__									=     None
																			if not self.leave:
																							self.close()
															elif self.average_time_per_item is not None:
																			snake_case__									=     self.average_time_per_item * (self.total - value)
															self.update_bar(__lowerCAmelCase						)
															snake_case__									=     value
															snake_case__									=     current_time
															if self.average_time_per_item is None:
																			snake_case__									=     1
															else:
																			snake_case__									=     max(int(self.update_every / self.average_time_per_item						)       ,	1						)
							def lowerCAmelCase_ (     self:      int       ,	UpperCamelCase:      str       ,	UpperCamelCase:      str=None						)		->		int:
											snake_case__									=     ' ' * (len(str(self.total						)						) - len(str(__lowerCAmelCase						)						)) + str(__lowerCAmelCase						)
											if self.elapsed_time is None:
															snake_case__									=     F'''[{spaced_value}/{self.total} : < :'''
											elif self.predicted_remaining is None:
															snake_case__									=     F'''[{spaced_value}/{self.total} {format_time(self.elapsed_time						)}'''
											else:
															snake_case__									=     (
															    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 lowerCAmelCase_ (     self:      List[str]						)		->		Dict:
											snake_case__									=     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:
															snake_case__									=     disp.display(disp.HTML(self.html_code						)       ,	display_id=__lowerCAmelCase						)
											else:
															self.output.update(disp.HTML(self.html_code						)						)


							def lowerCAmelCase_ (     self:      int						)		->		Any:







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


class   __SCREAMING_SNAKE_CASE(	a_	):
							def __init__(     self:      Optional[Any]       ,	UpperCamelCase:      Optional[int]       ,	UpperCamelCase:      str=None						)		->		int:
											super().__init__(__lowerCAmelCase						)
											snake_case__									=     None if column_names is None else [column_names]
											snake_case__									=     None
							def lowerCAmelCase_ (     self:      Any						)		->		int:
											snake_case__									=     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:
															snake_case__									=     disp.display(disp.HTML(self.html_code						)       ,	display_id=__lowerCAmelCase						)
											else:
															self.output.update(disp.HTML(self.html_code						)						)
							def lowerCAmelCase_ (     self:      Union[str, Any]       ,	UpperCamelCase:      Dict						)		->		int:







											if self.inner_table is None:
															snake_case__									=     [list(values.keys()						), list(values.values()						)]
											else:
															snake_case__									=     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						)
																			snake_case__									=     columns
															self.inner_table.append([values[c] for c in columns]						)
							def lowerCAmelCase_ (     self:      List[str]       ,	UpperCamelCase:      Union[str, Any]       ,	UpperCamelCase:      Union[str, Any]=None       ,	UpperCamelCase:      Optional[int]=3_00						)		->		str:
											snake_case__									=     NotebookProgressBar(__lowerCAmelCase       ,	prefix=__lowerCAmelCase       ,	parent=self       ,	width=__lowerCAmelCase						)
											return self.child_bar


							def lowerCAmelCase_ (     self:      Tuple						)		->		Optional[Any]:
											snake_case__									=     None
											self.display()


class   __SCREAMING_SNAKE_CASE(	a_	):
							def __init__(     self:      List[str]						)		->		Optional[int]:
											snake_case__									=     None
											snake_case__									=     None
											snake_case__									=     False
							def lowerCAmelCase_ (     self:      List[str]       ,	UpperCamelCase:      str       ,	UpperCamelCase:      str       ,	UpperCamelCase:      Optional[int]       ,	**UpperCamelCase:      int						)		->		int:
											snake_case__									=     'Epoch' if args.evaluation_strategy == IntervalStrategy.EPOCH else 'Step'
											snake_case__									=     0
											snake_case__									=     0
											snake_case__									=     [self.first_column] + ['Training Loss']
											if args.evaluation_strategy != IntervalStrategy.NO:
															column_names.append('Validation Loss'						)
											snake_case__									=     NotebookTrainingTracker(state.max_steps       ,	__lowerCAmelCase						)
							def lowerCAmelCase_ (     self:      Any       ,	UpperCamelCase:      Any       ,	UpperCamelCase:      List[str]       ,	UpperCamelCase:      Tuple       ,	**UpperCamelCase:      Optional[Any]						)		->		Any:
											snake_case__									=     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       ,	)
											snake_case__									=     False
							def lowerCAmelCase_ (     self:      List[Any]       ,	UpperCamelCase:      Optional[Any]       ,	UpperCamelCase:      Optional[int]       ,	UpperCamelCase:      int       ,	UpperCamelCase:      str=None       ,	**UpperCamelCase:      Any						)		->		int:







											if not has_length(__lowerCAmelCase						):
															return
											if self.prediction_bar is None:
															if self.training_tracker is not None:
																			snake_case__									=     self.training_tracker.add_child(len(__lowerCAmelCase						)						)
															else:
																			snake_case__									=     NotebookProgressBar(len(__lowerCAmelCase						)						)
															self.prediction_bar.update(1						)
											else:
															self.prediction_bar.update(self.prediction_bar.value + 1						)
							def lowerCAmelCase_ (     self:      int       ,	UpperCamelCase:      str       ,	UpperCamelCase:      List[str]       ,	UpperCamelCase:      List[Any]       ,	**UpperCamelCase:      Dict						)		->		List[Any]:







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







											if args.evaluation_strategy == IntervalStrategy.NO and "loss" in logs:
															snake_case__									=     {'Training Loss': logs['loss']}
															# First column is necessarily Step sine we're not in epoch eval strategy
															snake_case__									=     state.global_step
															self.training_tracker.write_line(__lowerCAmelCase						)
							def lowerCAmelCase_ (     self:      Union[str, Any]       ,	UpperCamelCase:      Any       ,	UpperCamelCase:      Dict       ,	UpperCamelCase:      List[Any]       ,	UpperCamelCase:      Tuple=None       ,	**UpperCamelCase:      Any						)		->		Union[str, Any]:







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

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


							def lowerCAmelCase_ (     self:      Optional[int]       ,	UpperCamelCase:      Union[str, Any]       ,	UpperCamelCase:      Optional[int]       ,	UpperCamelCase:      List[Any]       ,	**UpperCamelCase:      Dict						)		->		Tuple:
											self.training_tracker.update(
											    state.global_step       ,	comment=F'''Epoch {int(state.epoch						)}/{state.num_train_epochs}'''       ,	force_update=__lowerCAmelCase						)
											snake_case__									=     None












from typing import TYPE_CHECKING

from ...utils import (
    OptionalDependencyNotAvailable,
    _LazyModule,
    is_sentencepiece_available,
    is_tokenizers_available,
    is_torch_available,
    is_vision_available,
)


__UpperCamelCase					:		str	  =						{"""processing_layoutxlm""": ["""LayoutXLMProcessor"""]}

try:
							if not is_sentencepiece_available():
														raise OptionalDependencyNotAvailable()
except OptionalDependencyNotAvailable:
							pass
else:
							__UpperCamelCase					:		Dict	  =						["""LayoutXLMTokenizer"""]

try:
							if not is_tokenizers_available():
														raise OptionalDependencyNotAvailable()
except OptionalDependencyNotAvailable:
							pass
else:
							__UpperCamelCase					:		str	  =						["""LayoutXLMTokenizerFast"""]

if TYPE_CHECKING:
							from .processing_layoutxlm import LayoutXLMProcessor

							try:
														if not is_sentencepiece_available():
																					raise OptionalDependencyNotAvailable()
							except OptionalDependencyNotAvailable:
														pass
							else:
														from .tokenization_layoutxlm import LayoutXLMTokenizer

							try:
														if not is_tokenizers_available():
																					raise OptionalDependencyNotAvailable()
							except OptionalDependencyNotAvailable:
														pass
							else:
														from .tokenization_layoutxlm_fast import LayoutXLMTokenizerFast

else:
							import sys

							__UpperCamelCase					:		Union[str, Any]	  =						_LazyModule(__name__, globals()["""__file__"""], _import_structure, module_spec=__spec__)




