DialoGPT-medium-reigen

Reigen Arataka AI Chat Bot

This is an instance of microsoft/DialoGPT-medium trained on an anime character, Reigen Arataka from Mob Psycho 100. The data comes from a Kaggle dataset of the transcript from season 1, 2, and the OVA.

Credits to Lynn Zheng and her Discord AI Chatbot tutorial for helping me build this.

Chat with the model:

from transformers import AutoTokenizer, AutoModelWithLMHead
  
tokenizer = AutoTokenizer.from_pretrained("sophiadt/DialoGPT-medium-reigen")
model = AutoModelWithLMHead.from_pretrained("sophiadt/DialoGPT-medium-reigen")
# Let's chat for 4 lines
for step in range(4):
    # encode the new user input, add the eos_token and return a tensor in Pytorch
    new_user_input_ids = tokenizer.encode(input(">> User:") + tokenizer.eos_token, return_tensors='pt')
    # print(new_user_input_ids)
    # append the new user input tokens to the chat history
    bot_input_ids = torch.cat([chat_history_ids, new_user_input_ids], dim=-1) if step > 0 else new_user_input_ids
    # generated a response while limiting the total chat history to 1000 tokens, 
    chat_history_ids = model.generate(
        bot_input_ids, max_length=200,
        pad_token_id=tokenizer.eos_token_id,  
        no_repeat_ngram_size=3,       
        do_sample=True, 
        top_k=100, 
        top_p=0.7,
        temperature=0.8
    )
    
    # pretty print last ouput tokens from bot
    print("Reigen Bot: {}".format(tokenizer.decode(chat_history_ids[:, bot_input_ids.shape[-1]:][0], skip_special_tokens=True)))