code: def __init__(
      self,
      input_ids=None,
      inputs_embeds=None,
      attention_mask=None,
      token_type_ids=None,
      label=None,
      decoder_input_ids=None,
      decoder_inputs_embeds=None,
      soft_token_ids=None,
      past_key_values=None,  # for prefix_tuning
      loss_ids=None,
      guid: Optional[str] = None,
      tgt_text: Optional[str] = None,
      use_cache: Optional[bool] = None,
      encoded_tgt_text: Optional[str] = None,
      input_ids_len: Optional[int] = None,
      **kwargs,
  ):
      self.input_ids = input_ids
      self.inputs_embeds = inputs_embeds
      self.attention_mask = attention_mask
      self.token_type_ids = token_type_ids
      self.label = label
      self.decoder_input_ids = decoder_input_ids
      self.decoder_inputs_embeds = decoder_inputs_embeds
      self.soft_token_ids = soft_token_ids
      self.past_key_values = past_key_values
      self.loss_ids = loss_ids
      self.guid = guid
      self.tgt_text = tgt_text
      self.encoded_tgt_text = encoded_tgt_text
      self.use_cache = use_cache
      self.input_ids_len = input_ids_len
  
      for k in kwargs.keys():
          logger.warning(
              "Your are passing an unexpected key words: {} to InputFeatures, might yield unexpected behaviours!".format(
                  k
              )
          )
          setattr(self, k, kwargs[k])
  
imports: import copy
  import json
  import pickle
  from typing import *
  import paddle
label_desc: Use image node_id 1 to create a new InputFeatures object from inherited base classes: dict with example: obj = InputFeatures(input_ids, inputs_embeds, attention_mask, token_type_ids, label, decoder_input_ids, decoder_inputs_embeds, soft_token_ids, past_key_values, loss_ids, guid, tgt_text, use_cache, encoded_tgt_text, input_ids_len)