readme: ---
  language: en
  tags:
  - t5
  datasets:
  - squad
  license: mit
  ---
  
  # Question Generation Model
  
  ## Github
  
  https://github.com/Seoneun/T5-Question-Generation
  
  ## Fine-tuning Dataset
  
  SQuAD 1.1
  
  | Train Data | Dev Data | Test Data |
  | ------ | ------ | ------ |
  | 75,722 | 10,570 | 11,877 |
  
  ## Demo
  
  https://huggingface.co/Sehong/t5-large-QuestionGeneration
  
  ## How to use
  
  ```python
  import torch
  from transformers import PreTrainedTokenizerFast
  from transformers import T5ForConditionalGeneration
  
  tokenizer = PreTrainedTokenizerFast.from_pretrained('Sehong/t5-large-QuestionGeneration')
  model = T5ForConditionalGeneration.from_pretrained('Sehong/t5-large-QuestionGeneration')
  
  # tokenized
  '''
  text = "answer:Saint Bern ##ade ##tte So ##ubi ##rous content:Architectural ##ly , the school has a Catholic character . At ##op the Main Building ' s gold dome is a golden statue of the Virgin Mary . Immediately in front of the Main Building and facing it , is a copper statue of Christ with arms up ##rai ##sed with the legend "" V ##eni ##te Ad Me O ##m ##nes "" . Next to the Main Building is the Basilica of the Sacred Heart . Immediately behind the b ##asi ##lica is the G ##rot ##to , a Marian place of prayer and reflection . It is a replica of the g ##rot ##to at Lou ##rdes , France where the Virgin Mary reputed ##ly appeared to Saint Bern ##ade ##tte So ##ubi ##rous in 1858 . At the end of the main drive ( and in a direct line that connects through 3 statues and the Gold Dome ) , is a simple , modern stone statue of Mary ."
  '''
  
  text = "answer:Saint Bernadette Soubirous content:Architecturally , the school has a Catholic character . Atop the Main Building ' s gold dome is a golden statue of the Virgin Mary . Immediately in front of the Main Building and facing it , is a copper statue of Christ with arms upraised with the legend "" Venite Ad Me Omnes "" . Next to the Main Building is the Basilica of the Sacred Heart . Immediately behind the basilica is the Grotto , a Marian place of prayer and reflection . It is a replica of the grotto at Lourdes , France where the Virgin Mary reputedly appeared to Saint Bernadette Soubirous in 1858 . At the end of the main drive ( and in a direct line that connects through 3 statues and the Gold Dome ) , is a simple , modern stone statue of Mary ."
  
  raw_input_ids = tokenizer.encode(text)
  input_ids = [tokenizer.bos_token_id] + raw_input_ids + [tokenizer.eos_token_id]
  
  question_ids = model.generate(torch.tensor([input_ids]))
  
  decode = tokenizer.decode(question_ids.squeeze().tolist(), skip_special_tokens=True)
  
  decode = decode.replace(' # # ', '').replace('  ', ' ').replace(' ##', '')
  
  print(decode)
  ```
  
  ## Evalutation
  
  | BLEU-1 | BLEU-2 | BLEU-3 | BLEU-4 | METEOR | ROUGE-L |
  | ------ | ------ | ------ | ------ | ------ | ------- |
  | 51.333 | 36.742 | 28.218 | 22.289 | 26.126 | 51.069  |