





"""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 			UpperCAmelCase__							(  SCREAMING_SNAKE_CASE     :						Any			):







      '''simple docstring'''




      lowerCAmelCase  						=       int(SCREAMING_SNAKE_CASE			)
      lowerCAmelCase						,		lowerCAmelCase						,		lowerCAmelCase  						=       t // 36_00, (t // 60) % 60, t % 60
      return F'{h}:{m:02d}:{s:02d}' if h != 0 else F'{m:02d}:{s:02d}'


def 			UpperCAmelCase__							(  SCREAMING_SNAKE_CASE     :						List[Any]							,						SCREAMING_SNAKE_CASE     :						str							,						SCREAMING_SNAKE_CASE     :						Any							,						SCREAMING_SNAKE_CASE     :						Optional[Any]							,						SCREAMING_SNAKE_CASE     :						Union[str, Any]=3_00			):







      '''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 			UpperCAmelCase__							(  SCREAMING_SNAKE_CASE     :						Tuple			):







      '''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(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 		lowercase					:
      _SCREAMING_SNAKE_CASE					=      5
      _SCREAMING_SNAKE_CASE					=      0.2





      def __init__(       self      ,						lowercase      ,						lowercase = None      ,						lowercase = True      ,						lowercase = None      ,						lowercase = 300      ,						)		->     List[Any]:
            lowerCAmelCase  						=       total
            lowerCAmelCase  						=       """""" if prefix is None else prefix
            lowerCAmelCase  						=       leave
            lowerCAmelCase  						=       parent
            lowerCAmelCase  						=       width
            lowerCAmelCase  						=       None
            lowerCAmelCase  						=       None
            lowerCAmelCase  						=       None





      def     _snake_case			(       self      ,						lowercase      ,						lowercase = False      ,						lowercase = None )		->     Optional[int]:
            lowerCAmelCase  						=       value
            if comment is not None:
                  lowerCAmelCase  						=       comment
            if self.last_value is None:
                  lowerCAmelCase  						=       lowerCAmelCase  						=       time.time()
                  lowerCAmelCase  						=       lowerCAmelCase  						=       value
                  lowerCAmelCase  						=       lowerCAmelCase  						=       None
                  lowerCAmelCase  						=       self.warmup
                  lowerCAmelCase  						=       1
                  self.update_bar(lowercase )
            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(lowercase )
                  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     _snake_case			(       self      ,						lowercase      ,						lowercase=None )		->     Dict:
            lowerCAmelCase  						=       """ """ * (len(str(self.total ) ) - len(str(lowercase ) )) + str(lowercase )
            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     _snake_case			(       self )		->     Optional[Any]:
            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=lowercase )
            else:
                  self.output.update(disp.HTML(self.html_code ) )





      def     _snake_case			(       self )		->     Dict:
            if self.parent is None and self.output is not None:
                  self.output.update(disp.HTML("""""" ) )







class 		lowercase					(					_UpperCAmelCase					):





      def __init__(       self      ,						lowercase      ,						lowercase=None )		->     List[str]:
            super().__init__(lowercase )
            lowerCAmelCase  						=       None if column_names is None else [column_names]
            lowerCAmelCase  						=       None





      def     _snake_case			(       self )		->     Any:
            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=lowercase )
            else:
                  self.output.update(disp.HTML(self.html_code ) )





      def     _snake_case			(       self      ,						lowercase )		->     int:
            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(lowercase )
                        lowerCAmelCase  						=       columns
                  self.inner_table.append([values[c] for c in columns] )





      def     _snake_case			(       self      ,						lowercase      ,						lowercase=None      ,						lowercase=300 )		->     List[Any]:
            lowerCAmelCase  						=       NotebookProgressBar(lowercase      ,						prefix=lowercase      ,						parent=self      ,						width=lowercase )
            return self.child_bar





      def     _snake_case			(       self )		->     int:
            lowerCAmelCase  						=       None
            self.display()







class 		lowercase					(					_UpperCAmelCase					):





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





      def     _snake_case			(       self      ,						lowercase      ,						lowercase      ,						lowercase      ,						**lowercase )		->     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      ,						lowercase )





      def     _snake_case			(       self      ,						lowercase      ,						lowercase      ,						lowercase      ,						**lowercase )		->     Dict:
            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     _snake_case			(       self      ,						lowercase      ,						lowercase      ,						lowercase      ,						lowercase=None      ,						**lowercase )		->     Dict:
            if not has_length(lowercase ):
                  return
            if self.prediction_bar is None:
                  if self.training_tracker is not None:
                        lowerCAmelCase  						=       self.training_tracker.add_child(len(lowercase ) )
                  else:
                        lowerCAmelCase  						=       NotebookProgressBar(len(lowercase ) )
                  self.prediction_bar.update(1 )
            else:
                  self.prediction_bar.update(self.prediction_bar.value + 1 )





      def     _snake_case			(       self      ,						lowercase      ,						lowercase      ,						lowercase      ,						**lowercase )		->     Dict:
            if self.prediction_bar is not None:
                  self.prediction_bar.close()
            lowerCAmelCase  						=       None





      def     _snake_case			(       self      ,						lowercase      ,						lowercase      ,						lowercase      ,						lowercase=None      ,						**lowercase )		->     List[Any]:
            # 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(lowercase )





      def     _snake_case			(       self      ,						lowercase      ,						lowercase      ,						lowercase      ,						lowercase=None      ,						**lowercase )		->     List[str]:
            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$"""      ,						""""""      ,						lowercase )
                  lowerCAmelCase  						=       metrics.pop("""total_flos"""      ,						lowercase )
                  lowerCAmelCase  						=       metrics.pop("""epoch"""      ,						lowercase )
                  lowerCAmelCase  						=       metrics.pop(f'{metric_key_prefix}_runtime'      ,						lowercase )
                  lowerCAmelCase  						=       metrics.pop(f'{metric_key_prefix}_samples_per_second'      ,						lowercase )
                  lowerCAmelCase  						=       metrics.pop(f'{metric_key_prefix}_steps_per_second'      ,						lowercase )
                  lowerCAmelCase  						=       metrics.pop(f'{metric_key_prefix}_jit_compilation_time'      ,						lowercase )
                  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(lowercase )
                  self.training_tracker.remove_child()
                  lowerCAmelCase  						=       None
                  # Evaluation takes a long time so we should force the next update.
                  lowerCAmelCase  						=       True





      def     _snake_case			(       self      ,						lowercase      ,						lowercase      ,						lowercase      ,						**lowercase )		->     List[Any]:
            self.training_tracker.update(
                state.global_step      ,						comment=f'Epoch {int(state.epoch )}/{state.num_train_epochs}'      ,						force_update=lowercase )
            lowerCAmelCase  						=       None








import dataclasses
import json
import sys
import types
from argparse import ArgumentDefaultsHelpFormatter, ArgumentParser, ArgumentTypeError
from copy import copy
from enum import Enum
from inspect import isclass
from pathlib import Path
from typing import Any, Callable, Dict, Iterable, List, Literal, NewType, Optional, Tuple, Union, get_type_hints

import yaml


__snake_case								=  NewType("""DataClass""", Any)
__snake_case								=  NewType("""DataClassType""", Any)






def 							_lowercase							(     UpperCamelCase_		)		->		int:
					'''simple docstring'''


					if isinstance(UpperCamelCase_	,	UpperCamelCase_		):
										return v
					if v.lower() in ("yes", "true", "t", "y", "1"):
										return True
					elif v.lower() in ("no", "false", "f", "n", "0"):
										return False
					else:
										raise ArgumentTypeError(
										    F'Truthy value expected: got {v} but expected one of yes/no, true/false, t/f, y/n, 1/0 (case insensitive).'		)






def 							_lowercase							(     UpperCamelCase_		)		->		Callable[[str], Any]:
					'''simple docstring'''


					SCREAMING_SNAKE_CASE__													= {str(UpperCamelCase_		): choice for choice in choices}
					return lambda UpperCamelCase_		: str_to_choice.get(UpperCamelCase_	,	UpperCamelCase_		)






def 							_lowercase							(     *,
    UpperCamelCase_ = None	,	UpperCamelCase_ = None	,	UpperCamelCase_ = dataclasses.MISSING	,	UpperCamelCase_ = dataclasses.MISSING	,	UpperCamelCase_ = None	,	**UpperCamelCase_	,	)		->		dataclasses.Field:
					'''simple docstring'''


					if metadata is None:
										# Important, don't use as default param in function signature because dict is mutable and shared across function calls
										SCREAMING_SNAKE_CASE__													= {}
					if aliases is not None:
										SCREAMING_SNAKE_CASE__													= aliases
					if help is not None:
										SCREAMING_SNAKE_CASE__													= help

					return dataclasses.field(metadata=UpperCamelCase_	,	default=UpperCamelCase_	,	default_factory=UpperCamelCase_	,	**UpperCamelCase_		)




class 						lowercase__  (						_UpperCAmelCase  ):
	A__    :   Iterable[DataClassType]
	def __init__(			self							:   Union[str, Any]       ,   UpperCAmelCase_							:   Union[DataClassType, Iterable[DataClassType]]       ,   **UpperCAmelCase_							:   Optional[Any]							):
						# To make the default appear when using --help
						if "formatter_class" not in kwargs:
											SCREAMING_SNAKE_CASE__													= ArgumentDefaultsHelpFormatter
						super().__init__(**UpperCAmelCase_							)
						if dataclasses.is_dataclass(UpperCAmelCase_							):
											SCREAMING_SNAKE_CASE__													= [dataclass_types]
						SCREAMING_SNAKE_CASE__													= list(UpperCAmelCase_							)
						for dtype in self.dataclass_types:
											self._add_dataclass_arguments(UpperCAmelCase_							)
	@staticmethod
	def      A_				(			UpperCAmelCase_							:   ArgumentParser       ,   UpperCAmelCase_							:   dataclasses.Field							):
						SCREAMING_SNAKE_CASE__													= F'--{field.name}'
						SCREAMING_SNAKE_CASE__													= field.metadata.copy()
						# field.metadata is not used at all by Data Classes,
						# it is provided as a third-party extension mechanism.
						if isinstance(field.type       ,   UpperCAmelCase_							):
											raise RuntimeError(
											    'Unresolved type detected, which should have been done with the help of '
											    '`typing.get_type_hints` method by default'							)

						SCREAMING_SNAKE_CASE__													= kwargs.pop('aliases'       ,   []							)
						if isinstance(UpperCAmelCase_       ,   UpperCAmelCase_							):
											SCREAMING_SNAKE_CASE__													= [aliases]

						SCREAMING_SNAKE_CASE__													= getattr(field.type       ,   '__origin__'       ,   field.type							)
						if origin_type is Union or (hasattr(UpperCAmelCase_       ,   'UnionType'							) and isinstance(UpperCAmelCase_       ,   types.UnionType							)):
											if str not in field.type.__args__ and (
											    len(field.type.__args__							) != 2 or type(UpperCAmelCase_							) not in field.type.__args__
											):
																raise ValueError(
																    'Only `Union[X, NoneType]` (i.e., `Optional[X]`) is allowed for `Union` because'
																    ' the argument parser only supports one type per argument.'
																    F' Problem encountered in field \'{field.name}\'.'							)
											if type(UpperCAmelCase_							) not in field.type.__args__:
																# filter `str` in Union
																SCREAMING_SNAKE_CASE__													= field.type.__args__[0] if field.type.__args__[1] == str else field.type.__args__[1]
																SCREAMING_SNAKE_CASE__													= getattr(field.type       ,   '__origin__'       ,   field.type							)
											elif bool not in field.type.__args__:
																# filter `NoneType` in Union (except for `Union[bool, NoneType]`)
																SCREAMING_SNAKE_CASE__													= (
																    field.type.__args__[0] if isinstance(UpperCAmelCase_       ,   field.type.__args__[1]							) else field.type.__args__[1]
																)
																SCREAMING_SNAKE_CASE__													= getattr(field.type       ,   '__origin__'       ,   field.type							)

        # A variable to store kwargs for a boolean field, if needed
        # so that we can init a `no_*` complement argument (see below)
						SCREAMING_SNAKE_CASE__													= {}
						if origin_type is Literal or (isinstance(field.type       ,   UpperCAmelCase_							) and issubclass(field.type       ,   UpperCAmelCase_							)):
											if origin_type is Literal:
																SCREAMING_SNAKE_CASE__													= field.type.__args__
											else:
																SCREAMING_SNAKE_CASE__													= [x.value for x in field.type]

											SCREAMING_SNAKE_CASE__													= make_choice_type_function(kwargs['choices']							)

											if field.default is not dataclasses.MISSING:
																SCREAMING_SNAKE_CASE__													= field.default
											else:
																SCREAMING_SNAKE_CASE__													= True
						elif field.type is bool or field.type == Optional[bool]:
											# Copy the currect kwargs to use to instantiate a `no_*` complement argument below.
											# We do not initialize it here because the `no_*` alternative must be instantiated after the real argument
											SCREAMING_SNAKE_CASE__													= copy(UpperCAmelCase_							)

											# Hack because type=bool in argparse does not behave as we want.
											SCREAMING_SNAKE_CASE__													= string_to_bool
											if field.type is bool or (field.default is not None and field.default is not dataclasses.MISSING):
																# Default value is False if we have no default when of type bool.
																SCREAMING_SNAKE_CASE__													= False if field.default is dataclasses.MISSING else field.default
																# This is the value that will get picked if we don't include --field_name in any way
																SCREAMING_SNAKE_CASE__													= default
																# This tells argparse we accept 0 or 1 value after --field_name
																SCREAMING_SNAKE_CASE__													= '?'
																# This is the value that will get picked if we do --field_name (without value)
																SCREAMING_SNAKE_CASE__													= True
						elif isclass(UpperCAmelCase_							) and issubclass(UpperCAmelCase_       ,   UpperCAmelCase_							):
											SCREAMING_SNAKE_CASE__													= field.type.__args__[0]
											SCREAMING_SNAKE_CASE__													= '+'
											if field.default_factory is not dataclasses.MISSING:
																SCREAMING_SNAKE_CASE__													= field.default_factory()
											elif field.default is dataclasses.MISSING:
																SCREAMING_SNAKE_CASE__													= True
						else:
											SCREAMING_SNAKE_CASE__													= field.type
											if field.default is not dataclasses.MISSING:
																SCREAMING_SNAKE_CASE__													= field.default
											elif field.default_factory is not dataclasses.MISSING:
																SCREAMING_SNAKE_CASE__													= field.default_factory()
											else:
																SCREAMING_SNAKE_CASE__													= True
						parser.add_argument(UpperCAmelCase_       ,   *UpperCAmelCase_       ,   **UpperCAmelCase_							)

						# Add a complement `no_*` argument for a boolean field AFTER the initial field has already been added.
						# Order is important for arguments with the same destination!
						# We use a copy of earlier kwargs because the original kwargs have changed a lot before reaching down
						# here and we do not need those changes/additional keys.
						if field.default is True and (field.type is bool or field.type == Optional[bool]):
											SCREAMING_SNAKE_CASE__													= False
											parser.add_argument(F'--no_{field.name}'       ,   action='store_false'       ,   dest=field.name       ,   **UpperCAmelCase_							)
	def      A_				(			self							:   List[Any]       ,   UpperCAmelCase_							:   DataClassType							):
						if hasattr(UpperCAmelCase_       ,   '_argument_group_name'							):
											SCREAMING_SNAKE_CASE__													= self.add_argument_group(dtype._argument_group_name							)
						else:
											SCREAMING_SNAKE_CASE__													= self

						try:
											SCREAMING_SNAKE_CASE__													= get_type_hints(UpperCAmelCase_							)
						except NameError:
											raise RuntimeError(
											    F'Type resolution failed for {dtype}. Try declaring the class in global scope or '
											    'removing line of `from __future__ import annotations` which opts in Postponed '
											    'Evaluation of Annotations (PEP 563)'							)
						except TypeError as ex:
											# Remove this block when we drop Python 3.9 support
											if sys.version_info[:2] < (3, 10) and "unsupported operand type(s) for |" in str(UpperCAmelCase_							):
																SCREAMING_SNAKE_CASE__													= '.'.join(map(UpperCAmelCase_       ,   sys.version_info[:3]							)							)
																raise RuntimeError(
																    F'Type resolution failed for {dtype} on Python {python_version}. Try removing '
																    'line of `from __future__ import annotations` which opts in union types as '
																    '`X | Y` (PEP 604) via Postponed Evaluation of Annotations (PEP 563). To '
																    'support Python versions that lower than 3.10, you need to use '
																    '`typing.Union[X, Y]` instead of `X | Y` and `typing.Optional[X]` instead of '
																    '`X | None`.'							) from ex
											raise

						for field in dataclasses.fields(UpperCAmelCase_							):
											if not field.init:
																continue
											SCREAMING_SNAKE_CASE__													= type_hints[field.name]
											self._parse_dataclass_field(UpperCAmelCase_       ,   UpperCAmelCase_							)
	def      A_				(			self							:   Dict       ,   UpperCAmelCase_							:   Any=None       ,   UpperCAmelCase_							:   List[Any]=False       ,   UpperCAmelCase_							:   Dict=True       ,   UpperCAmelCase_							:   str=None       ,   UpperCAmelCase_							:   str=None       ,   ):

						if args_file_flag or args_filename or (look_for_args_file and len(sys.argv							)):
											SCREAMING_SNAKE_CASE__													= []

											if args_filename:
																args_files.append(Path(UpperCAmelCase_							)							)
											elif look_for_args_file and len(sys.argv							):
																args_files.append(Path(sys.argv[0]							).with_suffix('.args'							)							)

											# args files specified via command line flag should overwrite default args files so we add them last
											if args_file_flag:
																# Create special parser just to extract the args_file_flag values
																SCREAMING_SNAKE_CASE__													= ArgumentParser()
																args_file_parser.add_argument(UpperCAmelCase_       ,   type=UpperCAmelCase_       ,   action='append'							)

																# Use only remaining args for further parsing (remove the args_file_flag)
																SCREAMING_SNAKE_CASE__						, SCREAMING_SNAKE_CASE__													= args_file_parser.parse_known_args(args=UpperCAmelCase_							)
																SCREAMING_SNAKE_CASE__													= vars(UpperCAmelCase_							).get(args_file_flag.lstrip('-'							)       ,   UpperCAmelCase_							)

																if cmd_args_file_paths:
																					args_files.extend([Path(UpperCAmelCase_							) for p in cmd_args_file_paths]							)

											SCREAMING_SNAKE_CASE__													= []
											for args_file in args_files:
																if args_file.exists():
																					file_args += args_file.read_text().split()

            # in case of duplicate arguments the last one has precedence
            # args specified via the command line should overwrite args from files, so we add them last
											SCREAMING_SNAKE_CASE__													= file_args + args if args is not None else file_args + sys.argv[1:]
						SCREAMING_SNAKE_CASE__						, SCREAMING_SNAKE_CASE__													= self.parse_known_args(args=UpperCAmelCase_							)
						SCREAMING_SNAKE_CASE__													= []
						for dtype in self.dataclass_types:
											SCREAMING_SNAKE_CASE__													= {f.name for f in dataclasses.fields(UpperCAmelCase_							) if f.init}
											SCREAMING_SNAKE_CASE__													= {k: v for k, v in vars(UpperCAmelCase_							).items() if k in keys}
											for k in keys:
																delattr(UpperCAmelCase_       ,   UpperCAmelCase_							)
											SCREAMING_SNAKE_CASE__													= dtype(**UpperCAmelCase_							)
											outputs.append(UpperCAmelCase_							)
						if len(namespace.__dict__							) > 0:
											# additional namespace.
											outputs.append(UpperCAmelCase_							)
						if return_remaining_strings:
											return (*outputs, remaining_args)
						else:
											if remaining_args:
																raise ValueError(F'Some specified arguments are not used by the HfArgumentParser: {remaining_args}'							)

											return (*outputs,)
	def      A_				(			self							:   str       ,   UpperCAmelCase_							:   Dict[str, Any]       ,   UpperCAmelCase_							:   bool = False							):
						SCREAMING_SNAKE_CASE__													= set(args.keys()							)
						SCREAMING_SNAKE_CASE__													= []
						for dtype in self.dataclass_types:
											SCREAMING_SNAKE_CASE__													= {f.name for f in dataclasses.fields(UpperCAmelCase_							) if f.init}
											SCREAMING_SNAKE_CASE__													= {k: v for k, v in args.items() if k in keys}
											unused_keys.difference_update(inputs.keys()							)
											SCREAMING_SNAKE_CASE__													= dtype(**UpperCAmelCase_							)
											outputs.append(UpperCAmelCase_							)
						if not allow_extra_keys and unused_keys:
											raise ValueError(F'Some keys are not used by the HfArgumentParser: {sorted(UpperCAmelCase_							)}'							)
						return tuple(UpperCAmelCase_							)
	def      A_				(			self							:   Tuple       ,   UpperCAmelCase_							:   str       ,   UpperCAmelCase_							:   bool = False							):
						with open(Path(UpperCAmelCase_							)       ,   encoding='utf-8'							) as open_json_file:
											SCREAMING_SNAKE_CASE__													= json.loads(open_json_file.read()							)
						SCREAMING_SNAKE_CASE__													= self.parse_dict(UpperCAmelCase_       ,   allow_extra_keys=UpperCAmelCase_							)
						return tuple(UpperCAmelCase_							)





	def      A_				(			self							:   Tuple       ,   UpperCAmelCase_							:   str       ,   UpperCAmelCase_							:   bool = False							):
						SCREAMING_SNAKE_CASE__													= self.parse_dict(yaml.safe_load(Path(UpperCAmelCase_							).read_text()							)       ,   allow_extra_keys=UpperCAmelCase_							)
						return tuple(UpperCAmelCase_							)





