






"""simple docstring"""





import jax.numpy as jnp

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


_SCREAMING_SNAKE_CASE					:				Optional[int]					    =						logging.get_logger(__name__)

_SCREAMING_SNAKE_CASE					:				List[Any]					    =						'''T5Config'''







def      lowerCamelCase__       (							_lowerCamelCase       :		jnp.array		,				_lowerCamelCase       :		int		,				_lowerCamelCase       :		int )      ->				jnp.ndarray:
  lowerCamelCase_         =						jnp.zeros_like(_lowerCamelCase )
  lowerCamelCase_         =						shifted_input_ids.at[:, 1:].set(input_ids[:, :-1] )
  lowerCamelCase_         =						shifted_input_ids.at[:, 0].set(_lowerCamelCase )

  lowerCamelCase_         =						jnp.where(shifted_input_ids == -100		,				_lowerCamelCase		,				_lowerCamelCase )
  return shifted_input_ids






class      a						(					__snake_case		):
    SCREAMING_SNAKE_CASE						:     List[str]						= """mt5"""
    SCREAMING_SNAKE_CASE						:     str						= MTaConfig






class      a						(					__snake_case		):
    SCREAMING_SNAKE_CASE						:     Union[str, Any]						= """mt5"""
    SCREAMING_SNAKE_CASE						:     Optional[int]						= MTaConfig






class      a						(					__snake_case		):
    SCREAMING_SNAKE_CASE						:     Tuple						= """mt5"""
    SCREAMING_SNAKE_CASE						:     Any						= MTaConfig












"""simple docstring"""





from math import pow, sqrt







def      lowerCamelCase__       (							*_lowerCamelCase       :		float )      ->				bool:
  lowerCamelCase_         =						len(_lowerCamelCase ) > 0 and all(value > 0.0 for value in values )
  return result







def      lowerCamelCase__       (							_lowerCamelCase       :		float		,				_lowerCamelCase       :		float )      ->				float | ValueError:
  return (
      round(sqrt(molar_mass_a / molar_mass_a )		,				6 )
      if validate(_lowerCamelCase		,				_lowerCamelCase )
      else ValueError('Input Error: Molar mass values must greater than 0.' )
  )







def      lowerCamelCase__       (							_lowerCamelCase       :		float		,				_lowerCamelCase       :		float		,				_lowerCamelCase       :		float )      ->				float | ValueError:
  return (
      round(effusion_rate * sqrt(molar_mass_a / molar_mass_a )		,				6 )
      if validate(_lowerCamelCase		,				_lowerCamelCase		,				_lowerCamelCase )
      else ValueError(
          'Input Error: Molar mass and effusion rate values must greater than 0.' )
  )







def      lowerCamelCase__       (							_lowerCamelCase       :		float		,				_lowerCamelCase       :		float		,				_lowerCamelCase       :		float )      ->				float | ValueError:
  return (
      round(effusion_rate / sqrt(molar_mass_a / molar_mass_a )		,				6 )
      if validate(_lowerCamelCase		,				_lowerCamelCase		,				_lowerCamelCase )
      else ValueError(
          'Input Error: Molar mass and effusion rate values must greater than 0.' )
  )







def      lowerCamelCase__       (							_lowerCamelCase       :		float		,				_lowerCamelCase       :		float		,				_lowerCamelCase       :		float )      ->				float | ValueError:
  return (
      round(molar_mass / pow(effusion_rate_a / effusion_rate_a		,				2 )		,				6 )
      if validate(_lowerCamelCase		,				_lowerCamelCase		,				_lowerCamelCase )
      else ValueError(
          'Input Error: Molar mass and effusion rate values must greater than 0.' )
  )







def      lowerCamelCase__       (							_lowerCamelCase       :		float		,				_lowerCamelCase       :		float		,				_lowerCamelCase       :		float )      ->				float | ValueError:
  return (
      round(pow(effusion_rate_a / effusion_rate_a		,				2 ) / molar_mass		,				6 )
      if validate(_lowerCamelCase		,				_lowerCamelCase		,				_lowerCamelCase )
      else ValueError(
          'Input Error: Molar mass and effusion rate values must greater than 0.' )
  )




