
'''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 			_a		(	_SCREAMING_SNAKE_CASE		:   List[Any]  ):
						_SCREAMING_SNAKE_CASE				= int(_SCREAMING_SNAKE_CASE  )
						_SCREAMING_SNAKE_CASE,							_SCREAMING_SNAKE_CASE,							_SCREAMING_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		(	_SCREAMING_SNAKE_CASE		:   Any	,			_SCREAMING_SNAKE_CASE		:   List[Any]	,			_SCREAMING_SNAKE_CASE		:   Any	,			_SCREAMING_SNAKE_CASE		:   str	,			_SCREAMING_SNAKE_CASE		:   List[Any]=300  ):
						# docstyle-ignore
						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		(	_SCREAMING_SNAKE_CASE		:   str  ):
						_SCREAMING_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:
																		_SCREAMING_SNAKE_CASE				= F'{elt:.6f}' if isinstance(_SCREAMING_SNAKE_CASE	,			_SCREAMING_SNAKE_CASE  ) else str(_SCREAMING_SNAKE_CASE  )
																		html_code += F'      <td>{elt}</td>\n'
												html_code += "    </tr>\n"
						html_code += "  </tbody>\n</table><p>"
						return html_code


class 			lowerCAmelCase :
		a							:					List[Any]       =					5
		a							:					Any       =					0.2




		def __init__(				self					,						UpperCamelCase					,						UpperCamelCase = None					,						UpperCamelCase = True					,						UpperCamelCase = None					,						UpperCamelCase = 300					,						):
								_SCREAMING_SNAKE_CASE				= total
								_SCREAMING_SNAKE_CASE				= "" if prefix is None else prefix
								_SCREAMING_SNAKE_CASE				= leave
								_SCREAMING_SNAKE_CASE				= parent
								_SCREAMING_SNAKE_CASE				= width
								_SCREAMING_SNAKE_CASE				= None
								_SCREAMING_SNAKE_CASE				= None
								_SCREAMING_SNAKE_CASE				= None




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




		def     lowercase       (				self					,						UpperCamelCase					,						UpperCamelCase=None      ):
								_SCREAMING_SNAKE_CASE				= " " * (len(str(self.total      )      ) - len(str(UpperCamelCase      )      )) + str(UpperCamelCase      )
								if self.elapsed_time is None:
														_SCREAMING_SNAKE_CASE				= F'[{spaced_value}/{self.total} : < :'
								elif self.predicted_remaining is None:
														_SCREAMING_SNAKE_CASE				= F'[{spaced_value}/{self.total} {format_time(self.elapsed_time      )}'
								else:
														_SCREAMING_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     lowercase       (				self      ):
								_SCREAMING_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:
														_SCREAMING_SNAKE_CASE				= disp.display(disp.HTML(self.html_code      )					,						display_id=UpperCamelCase      )
								else:
														self.output.update(disp.HTML(self.html_code      )      )




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


class 			lowerCAmelCase (				__UpperCAmelCase			):




		def __init__(				self					,						UpperCamelCase					,						UpperCamelCase=None      ):
								super().__init__(UpperCamelCase      )
								_SCREAMING_SNAKE_CASE				= None if column_names is None else [column_names]
								_SCREAMING_SNAKE_CASE				= None




		def     lowercase       (				self      ):
								_SCREAMING_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:
														_SCREAMING_SNAKE_CASE				= disp.display(disp.HTML(self.html_code      )					,						display_id=UpperCamelCase      )
								else:
														self.output.update(disp.HTML(self.html_code      )      )




		def     lowercase       (				self					,						UpperCamelCase      ):
								if self.inner_table is None:
														_SCREAMING_SNAKE_CASE				= [list(values.keys()      ), list(values.values()      )]
								else:
														_SCREAMING_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(UpperCamelCase      )
																				_SCREAMING_SNAKE_CASE				= columns
														self.inner_table.append([values[c] for c in columns]      )




		def     lowercase       (				self					,						UpperCamelCase					,						UpperCamelCase=None					,						UpperCamelCase=300      ):
								_SCREAMING_SNAKE_CASE				= NotebookProgressBar(UpperCamelCase					,						prefix=UpperCamelCase					,						parent=self					,						width=UpperCamelCase      )
								return self.child_bar




		def     lowercase       (				self      ):
								_SCREAMING_SNAKE_CASE				= None
								self.display()


class 			lowerCAmelCase (				__UpperCAmelCase			):




		def __init__(				self      ):
								_SCREAMING_SNAKE_CASE				= None
								_SCREAMING_SNAKE_CASE				= None
								_SCREAMING_SNAKE_CASE				= False




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




		def     lowercase       (				self					,						UpperCamelCase					,						UpperCamelCase					,						UpperCamelCase					,						**UpperCamelCase      ):
								_SCREAMING_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					,						)
								_SCREAMING_SNAKE_CASE				= False




		def     lowercase       (				self					,						UpperCamelCase					,						UpperCamelCase					,						UpperCamelCase					,						UpperCamelCase=None					,						**UpperCamelCase      ):
								if not has_length(UpperCamelCase      ):
														return
								if self.prediction_bar is None:
														if self.training_tracker is not None:
																				_SCREAMING_SNAKE_CASE				= self.training_tracker.add_child(len(UpperCamelCase      )      )
														else:
																				_SCREAMING_SNAKE_CASE				= NotebookProgressBar(len(UpperCamelCase      )      )
														self.prediction_bar.update(1      )
								else:
														self.prediction_bar.update(self.prediction_bar.value + 1      )




		def     lowercase       (				self					,						UpperCamelCase					,						UpperCamelCase					,						UpperCamelCase					,						**UpperCamelCase      ):
								if self.prediction_bar is not None:
														self.prediction_bar.close()
								_SCREAMING_SNAKE_CASE				= None




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




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

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




		def     lowercase       (				self					,						UpperCamelCase					,						UpperCamelCase					,						UpperCamelCase					,						**UpperCamelCase      ):
								self.training_tracker.update(
								    state.global_step					,						comment=F'Epoch {int(state.epoch      )}/{state.num_train_epochs}'					,						force_update=UpperCamelCase      )
								_SCREAMING_SNAKE_CASE				= None

'''simple docstring'''







import os
import unittest

from transformers import LayoutLMTokenizer, LayoutLMTokenizerFast
from transformers.models.layoutlm.tokenization_layoutlm import VOCAB_FILES_NAMES
from transformers.testing_utils import require_tokenizers

from ...test_tokenization_common import TokenizerTesterMixin


@require_tokenizers
class 			lowerCAmelCase (				__UpperCAmelCase		,     unittest.TestCase			):
		a							:					int       =					LayoutLMTokenizer
		a							:					Optional[int]       =					LayoutLMTokenizerFast
		a							:					Optional[int]       =					True
		a							:					Any       =					True




		def     lowercase       (				self      ):
								super().setUp()

								_SCREAMING_SNAKE_CASE				= [
								    "[UNK]",
								    "[CLS]",
								    "[SEP]",
								    "want",
								    "##want",
								    "##ed",
								    "wa",
								    "un",
								    "runn",
								    "##ing",
								    ",",
								    "low",
								    "lowest",
								]
								_SCREAMING_SNAKE_CASE				= os.path.join(self.tmpdirname					,						VOCAB_FILES_NAMES["vocab_file"]      )
								with open(self.vocab_file					,						"w"					,						encoding="utf-8"      ) as vocab_writer:
														vocab_writer.write("".join([x + "\n" for x in vocab_tokens]      )      )




		def     lowercase       (				self					,						**UpperCamelCase      ):
								return LayoutLMTokenizer.from_pretrained(self.tmpdirname					,						**UpperCamelCase      )




		def     lowercase       (				self					,						UpperCamelCase      ):
								_SCREAMING_SNAKE_CASE				= "UNwant\u00E9d,running"
								_SCREAMING_SNAKE_CASE				= "unwanted, running"
								return input_text, output_text




		def     lowercase       (				self      ):
								_SCREAMING_SNAKE_CASE				= self.tokenizer_class(self.vocab_file      )

								_SCREAMING_SNAKE_CASE				= tokenizer.tokenize("UNwant\u00E9d,running"      )
								self.assertListEqual(UpperCamelCase					,						["un", "##want", "##ed", ",", "runn", "##ing"]      )
								self.assertListEqual(tokenizer.convert_tokens_to_ids(UpperCamelCase      )					,						[7, 4, 5, 10, 8, 9]      )




		def     lowercase       (				self      ):
								pass