



import copy
from dataclasses import dataclass, field
from typing import ClassVar, Dict

from ..features import Audio, Features, Value
from .base import TaskTemplate



@dataclass(frozen=A__     )
class     _UpperCAmelCase			(       A__     ):
     UpperCamelCase__		    =				field(default='''automatic-speech-recognition'''			,      metadata={'''include_in_asdict_even_if_is_default''': True}     )
     UpperCamelCase__		    =				Features({'''audio''': Audio()}     )
     UpperCamelCase__		    =				Features({'''transcription''': Value('''string'''     )}     )
     UpperCamelCase__		    =				"audio"
     UpperCamelCase__		    =				"transcription"




     def 		snake_case_		(				self ,						a__):
         if self.audio_column not in features:
             raise ValueError(F"Column {self.audio_column} is not present in features.")
         if not isinstance(features[self.audio_column] ,						a__):
             raise ValueError(F"Column {self.audio_column} is not an Audio type.")
         A__		 =					copy.deepcopy(self)
         A__		 =					self.input_schema.copy()
         A__		 =					features[self.audio_column]
         A__		 =					input_schema
         return task_template




     @property
     def 		snake_case_		(				self):
         return {self.audio_column: "audio", self.transcription_column: "transcription"}





import jax.numpy as jnp

from ...utils import logging
from ..ta.modeling_flax_ta import FlaxTaEncoderModel, FlaxTaForConditionalGeneration, FlaxTaModel
from .configuration_mta import MTaConfig


_lowercase						  =		logging.get_logger(__name__)

_lowercase						  =		"T5Config"



def 		lowerCAmelCase__    (					UpperCamelCase_				:       jnp.array ,       UpperCamelCase_				:       int ,       UpperCamelCase_				:       int	)->  jnp.ndarray:
    A__		 =					jnp.zeros_like(UpperCamelCase_	)
    A__		 =					shifted_input_ids.at[:, 1:].set(input_ids[:, :-1]	)
    A__		 =					shifted_input_ids.at[:, 0].set(UpperCamelCase_	)

    A__		 =					jnp.where(shifted_input_ids == -1_0_0 ,       UpperCamelCase_ ,       UpperCamelCase_	)
    return shifted_input_ids



class     _UpperCAmelCase			(       A__     ):
     UpperCamelCase__		    =				'''mt5'''
     UpperCamelCase__		    =				MTaConfig







class     _UpperCAmelCase			(       A__     ):
     UpperCamelCase__		    =				'''mt5'''
     UpperCamelCase__		    =				MTaConfig







class     _UpperCAmelCase			(       A__     ):
     UpperCamelCase__		    =				'''mt5'''
     UpperCamelCase__		    =				MTaConfig
