



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 					__snake_case     (      _UpperCAmelCase    ):
    __a							=    int(_UpperCAmelCase    )
    __a	,       __a	,       __a							=    t // 3600, (t // 60) % 60, t % 60
    return f'{h}:{m:02d}:{s:02d}' if h != 0 else f'{m:02d}:{s:02d}'





def 					__snake_case     (      _UpperCAmelCase       ,			_UpperCAmelCase       ,			_UpperCAmelCase       ,			_UpperCAmelCase       ,			_UpperCAmelCase=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 					__snake_case     (      _UpperCAmelCase    ):
    __a							=    '''<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							=    f'{elt:.6f}' if isinstance(_UpperCAmelCase       ,			_UpperCAmelCase    ) else str(_UpperCAmelCase    )
            html_code += f'      <td>{elt}</td>\n'
        html_code += "    </tr>\n"
    html_code += "  </tbody>\n</table><p>"
    return html_code

class    _A	:
       UpperCamelCase__  :   Tuple						 =						5
       UpperCamelCase__  :   List[Any]						 =						0.2



       def __init__(		self							:					Union[str, Any]					,		__SCREAMING_SNAKE_CASE							:					int					,		__SCREAMING_SNAKE_CASE							:					Optional[str] = None					,		__SCREAMING_SNAKE_CASE							:					bool = True					,		__SCREAMING_SNAKE_CASE							:					Optional["NotebookTrainingTracker"] = None					,		__SCREAMING_SNAKE_CASE							:					int = 300					,		):


           '''simple docstring'''

           __a							=    total
           __a							=    '''''' if prefix is None else prefix
           __a							=    leave
           __a							=    parent
           __a							=    width
           __a							=    None
           __a							=    None
           __a							=    None



       def 		_lowerCamelCase      (		self							:					int					,		__SCREAMING_SNAKE_CASE							:					int					,		__SCREAMING_SNAKE_CASE							:					bool = False					,		__SCREAMING_SNAKE_CASE							:					str = None):


           '''simple docstring'''

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



       def 		_lowerCamelCase      (		self							:					Optional[Any]					,		__SCREAMING_SNAKE_CASE							:					List[str]					,		__SCREAMING_SNAKE_CASE							:					List[str]=None):


           '''simple docstring'''

           __a							=    ''' ''' * (len(str(self.total)) - len(str(__SCREAMING_SNAKE_CASE))) + str(__SCREAMING_SNAKE_CASE)
           if self.elapsed_time is None:
               __a							=    F'[{spaced_value}/{self.total} : < :'
           elif self.predicted_remaining is None:
               __a							=    F'[{spaced_value}/{self.total} {format_time(self.elapsed_time)}'
           else:
               __a							=    (
                   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							:					str):


           '''simple docstring'''

           __a							=    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							=    disp.display(disp.HTML(self.html_code)					,		display_id=__SCREAMING_SNAKE_CASE)
           else:
               self.output.update(disp.HTML(self.html_code))





       def 		_lowerCamelCase      (		self							:					Optional[int]):


           '''simple docstring'''

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


class    _A	(     __UpperCAmelCase   ):



       def __init__(		self							:					Any					,		__SCREAMING_SNAKE_CASE							:					Any					,		__SCREAMING_SNAKE_CASE							:					Union[str, Any]=None):


           '''simple docstring'''

           super().__init__(__SCREAMING_SNAKE_CASE)
           __a							=    None if column_names is None else [column_names]
           __a							=    None



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


           '''simple docstring'''

           __a							=    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							=    disp.display(disp.HTML(self.html_code)					,		display_id=__SCREAMING_SNAKE_CASE)
           else:
               self.output.update(disp.HTML(self.html_code))



       def 		_lowerCamelCase      (		self							:					Union[str, Any]					,		__SCREAMING_SNAKE_CASE							:					Optional[Any]):


           '''simple docstring'''

           if self.inner_table is None:
               __a							=    [list(values.keys()), list(values.values())]
           else:
               __a							=    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(__SCREAMING_SNAKE_CASE)
                   __a							=    columns
               self.inner_table.append([values[c] for c in columns])



       def 		_lowerCamelCase      (		self							:					Dict					,		__SCREAMING_SNAKE_CASE							:					List[Any]					,		__SCREAMING_SNAKE_CASE							:					Tuple=None					,		__SCREAMING_SNAKE_CASE							:					Tuple=300):


           '''simple docstring'''

           __a							=    NotebookProgressBar(__SCREAMING_SNAKE_CASE					,		prefix=__SCREAMING_SNAKE_CASE					,		parent=self					,		width=__SCREAMING_SNAKE_CASE)
           return self.child_bar





       def 		_lowerCamelCase      (		self							:					Dict):


           '''simple docstring'''

           __a							=    None
           self.display()


class    _A	(     __UpperCAmelCase   ):



       def __init__(		self							:					Tuple):


           '''simple docstring'''

           __a							=    None
           __a							=    None
           __a							=    False



       def 		_lowerCamelCase      (		self							:					str					,		__SCREAMING_SNAKE_CASE							:					str					,		__SCREAMING_SNAKE_CASE							:					int					,		__SCREAMING_SNAKE_CASE							:					str					,		**__SCREAMING_SNAKE_CASE							:					Optional[int]):


           '''simple docstring'''

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



       def 		_lowerCamelCase      (		self							:					int					,		__SCREAMING_SNAKE_CASE							:					Optional[int]					,		__SCREAMING_SNAKE_CASE							:					int					,		__SCREAMING_SNAKE_CASE							:					List[Any]					,		**__SCREAMING_SNAKE_CASE							:					Tuple):


           '''simple docstring'''

           __a							=    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							=    False



       def 		_lowerCamelCase      (		self							:					Dict					,		__SCREAMING_SNAKE_CASE							:					Dict					,		__SCREAMING_SNAKE_CASE							:					str					,		__SCREAMING_SNAKE_CASE							:					str					,		__SCREAMING_SNAKE_CASE							:					List[str]=None					,		**__SCREAMING_SNAKE_CASE							:					int):


           '''simple docstring'''

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



       def 		_lowerCamelCase      (		self							:					Dict					,		__SCREAMING_SNAKE_CASE							:					str					,		__SCREAMING_SNAKE_CASE							:					Union[str, Any]					,		__SCREAMING_SNAKE_CASE							:					str					,		**__SCREAMING_SNAKE_CASE							:					Optional[int]):


           '''simple docstring'''

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



       def 		_lowerCamelCase      (		self							:					str					,		__SCREAMING_SNAKE_CASE							:					List[Any]					,		__SCREAMING_SNAKE_CASE							:					int					,		__SCREAMING_SNAKE_CASE							:					List[str]					,		__SCREAMING_SNAKE_CASE							:					List[str]=None					,		**__SCREAMING_SNAKE_CASE							:					Optional[Any]):


           '''simple docstring'''

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



       def 		_lowerCamelCase      (		self							:					Optional[int]					,		__SCREAMING_SNAKE_CASE							:					Dict					,		__SCREAMING_SNAKE_CASE							:					Optional[Any]					,		__SCREAMING_SNAKE_CASE							:					Optional[int]					,		__SCREAMING_SNAKE_CASE							:					List[Any]=None					,		**__SCREAMING_SNAKE_CASE							:					str):


           '''simple docstring'''

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

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





       def 		_lowerCamelCase      (		self							:					Union[str, Any]					,		__SCREAMING_SNAKE_CASE							:					str					,		__SCREAMING_SNAKE_CASE							:					List[Any]					,		__SCREAMING_SNAKE_CASE							:					Optional[int]					,		**__SCREAMING_SNAKE_CASE							:					Any):


           '''simple docstring'''

           self.training_tracker.update(
               state.global_step					,		comment=F'Epoch {int(state.epoch)}/{state.num_train_epochs}'					,		force_update=__SCREAMING_SNAKE_CASE)
           __a							=    None










def 					__snake_case     (      _UpperCAmelCase       ,			_UpperCAmelCase    ):

    def get_matched_characters(_UpperCAmelCase       ,			_UpperCAmelCase    ) -> str:
        __a							=    []
        __a							=    min(len(_stra    )       ,			len(_stra    )    ) // 2
        for i, l in enumerate(_stra    ):
            __a							=    int(max(0       ,			i - limit    )    )
            __a							=    int(min(i + limit + 1       ,			len(_stra    )    )    )
            if l in _stra[left:right]:
                matched.append(_UpperCAmelCase    )
                __a							=    f'{_stra[0:_stra.index(_UpperCAmelCase    )]} {_stra[_stra.index(_UpperCAmelCase    ) + 1:]}'

        return "".join(_UpperCAmelCase    )

    # matching characters
    __a							=    get_matched_characters(_UpperCAmelCase       ,			_UpperCAmelCase    )
    __a							=    get_matched_characters(_UpperCAmelCase       ,			_UpperCAmelCase    )
    __a							=    len(_UpperCAmelCase    )

    # transposition
    __a							=    (
        len([(ca, ca) for ca, ca in zip(_UpperCAmelCase       ,			_UpperCAmelCase    ) if ca != ca]    ) // 2
    )

    if not match_count:
        __a							=    0.0
    else:
        __a							=    (
            1
            / 3
            * (
                match_count / len(_UpperCAmelCase    )
                + match_count / len(_UpperCAmelCase    )
                + (match_count - transpositions) / match_count
            )
        )

    # common prefix up to 4 characters
    __a							=    0
    for ca, ca in zip(stra[:4]       ,			stra[:4]    ):
        if ca == ca:
            prefix_len += 1
        else:
            break

    return jaro + 0.1 * prefix_len * (1 - jaro)


if __name__ == "__main__":
 import doctest

 doctest.testmod()
 print(jaro_winkler('''hello''', '''world'''))





