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import streamlit as st | |
from streamlit_chat import message as st_message | |
from transformers import BlenderbotTokenizer, BlenderbotForConditionalGeneration | |
st.title("Streamlit Blenderbot Chatbot") | |
if "history" not in st.session_state: | |
st.session_state.history = [] | |
def get_models(): | |
tokenizer = BlenderbotTokenizer.from_pretrained("facebook/blenderbot-400M-distill") | |
model = BlenderbotForConditionalGeneration.from_pretrained("facebook/blenderbot-400M-distill") | |
return tokenizer, model | |
def generate_answer(): | |
tokenizer, model = get_models() | |
user_message = st.session_state.input_text | |
inputs = tokenizer(st.session_state.input_text, return_tensors="pt") | |
result = model.generate(**inputs) | |
message_bot = tokenizer.decode(result[0], skip_special_tokens=True) # .replace("<s>", "").replace("</s>", "") | |
st.session_state.history.append({"message": user_message, "is_user": True}) | |
st.session_state.history.append({"message": message_bot, "is_user": False}) | |
st.text_input("Response", key="input_text", on_change=generate_answer) | |
for chat in st.session_state.history: | |
st_message(**chat) |