



"""simple docstring"""
from dataclasses import dataclass, field
from typing import TYPE_CHECKING, Any, ClassVar, Dict, List, Optional, Union

import pyarrow as pa


if TYPE_CHECKING:
			from .features import FeatureType


@dataclass
class 							lowerCamelCase_:





					'''simple docstring'''



					lowercase__   :       List[str]
					lowercase__   :       Optional[str]										= None
					# Automatically constructed
					lowercase__   :       ClassVar[str]										= "dict"
					lowercase__   :       ClassVar[Any]										= None
					lowercase__   :       str										= field(default='Translation',				init=A__,				repr=A__    )

					def __call__(    self   ):
									return pa.struct({lang: pa.string() for lang in sorted(self.languages   )}   )





					def 			snake_case__      (    self   ):
									from .features import Value

									return {k: Value('''string'''   ) for k in sorted(self.languages   )}


@dataclass
class 							lowerCamelCase_:





					'''simple docstring'''



					lowercase__   :       Optional[List]										= None
					lowercase__   :       Optional[int]										= None
					lowercase__   :       Optional[str]										= None
					# Automatically constructed
					lowercase__   :       ClassVar[str]										= "dict"
					lowercase__   :       ClassVar[Any]										= None
					lowercase__   :       str										= field(default='TranslationVariableLanguages',				init=A__,				repr=A__    )

					def 			snake_case__      (    self   ):
									_lowerCamelCase        =				sorted(set(self.languages   )   ) if self.languages else None
									_lowerCamelCase        =				len(self.languages   ) if self.languages else None

					def __call__(    self   ):
									return pa.struct({'''language''': pa.list_(pa.string()   ), '''translation''': pa.list_(pa.string()   )}   )

					def 			snake_case__      (    self				,       lowerCamelCase__   ):
									_lowerCamelCase        =				set(self.languages   )
									if self.languages and set(lowerCamelCase__   ) - lang_set:
													raise ValueError(
													    F"""Some languages in example ({", ".join(sorted(set(lowerCamelCase__   ) - lang_set   )   )}) are not in valid set ({", ".join(lowerCamelCase__   )})."""   )

									# Convert dictionary into tuples, splitting out cases where there are
									# multiple translations for a single language.
									_lowerCamelCase        =				[]
									for lang, text in translation_dict.items():
													if isinstance(lowerCamelCase__				,       lowerCamelCase__   ):
																	translation_tuples.append((lang, text)   )
													else:
																	translation_tuples.extend([(lang, el) for el in text]   )

        # Ensure translations are in ascending order by language code.
									_lowerCamelCase  ,     _lowerCamelCase        =				zip(*sorted(lowerCamelCase__   )   )

									return {"language": languages, "translation": translations}





					def 			snake_case__      (    self   ):
									from .features import Sequence, Value

									return {
									    "language": Sequence(Value('''string'''   )   ),
									    "translation": Sequence(Value('''string'''   )   ),
									}





"""simple docstring"""
import warnings

from ..trainer import Trainer
from ..utils import logging


__SCREAMING_SNAKE_CASE  :						Dict    							=      logging.get_logger(__name__)


class 							lowerCamelCase_(   A__    ):





					'''simple docstring'''



					def __init__(    self				,       lowerCamelCase__=None				,       **lowerCamelCase__   ):
									warnings.warn(
									    '''`SageMakerTrainer` is deprecated and will be removed in v5 of Transformers. You can use `Trainer` '''
									    '''instead.'''				,       lowerCamelCase__				,       )
									super().__init__(args=lowerCamelCase__				,       **lowerCamelCase__   )
