code: def test_reasonable_predictions(self):
      model = MultipleChoice(
          n_epochs=100,
          val_size=0,
          max_length=64,
          batch_size=3,
          lr=2e-5,
          lr_schedule="none",
          val_interval=10000,
          embed_p_drop=0.0,
          attn_p_drop=0.0,
          resid_p_drop=0,
          clf_p_drop=0,
      )
      questions = [
          "Dog, cat, fish, orange, what is the odd one out?",
          "Stocks, Futures, Money, Chicken, what is the odd one out?",
          "England, US, Finland, Penguin, what is the odd one out?",
          "Orange, Yellow, Tiger, Purple, what is the odd one out?",
          "Computer, Cellphone, Coffee, Telephone, what is the odd one out?",
          "Boat, car, chicken, train, what is the odd one out?",
          "Walk, run, william, jump, what is the odd one out?",
      ]
  
      answers = [
          ["orange", "Dog", "fish", "cat"],
          ["Chicken", "Stocks", "Futures", "Money"],
          ["Penguin", "England", "US", "Finland"],
          ["Tiger", "Orange", "Yellow", "Purple"],
          ["Coffee", "Computer", "Cellphone", "Telephone"],
          ["train", "Boat", "car", "train"],
          ["william", "Walk", "run", "jump"],
      ]
  
      model.finetune(
          questions,
          answers,
          [
              "orange",
              "Chicken",
              "Penguin",
              "Tiger",
              "Coffee",
              "train",
              "william",
          ],
      )
  
      self.assertEqual(
          ["orange"],
          model.predict(
              ["Dog, cat, fish, orange, what is the odd one out?"],
              [["orange", "Dog", "fish", "cat"]],
          ),
      )
  
file_path: finetune/tests/test_multiple_choice.py
imports: import os
  import unittest
  import logging
  from copy import copy
  from pathlib import Path
  import codecs
  import json
  import tensorflow
  from finetune import MultipleChoice
label_desc: Use image node_id 1 for calling the TestQuestionAnswer obj's underlying member method code with example usage: obj.test_reasonable_predictions() without return types