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| import streamlit as st | |
| from streamlit_chat import message as st_message | |
| from transformers import AutoTokenizer, AutoModelWithLMHead | |
| import string | |
| import random | |
| import requests | |
| import os | |
| def get_models(): | |
| # it may be necessary for other frameworks to cache the model | |
| # seems pytorch keeps an internal state of the conversation | |
| model_name = "deepparag/Aeona" | |
| tokenizer = AutoTokenizer.from_pretrained(model_name) | |
| model = AutoModelWithLMHead.from_pretrained(model_name) | |
| return tokenizer, model | |
| if "history" not in st.session_state: | |
| st.session_state.history = [] | |
| st.session_state.aimlId="huggingface_space_"+''.join(random.choices(string.ascii_uppercase + | |
| string.digits, k = 10)) | |
| def generate_answer(): | |
| user_message = st.session_state.input_text | |
| response=requests.post(os.environ['AIML']+ f"?test=test&id={st.session_state.aimlId}&text={st.session_state.input_text}" ).content.decode("utf-8"); | |
| if str(response).find("idk") == -1 and response.find("<oob>")==-1 and response.find("Something is wrong with my")==-1 and str(response).find("AIML") == -1 and str(response).find("Index") == -1 and str(response).find("<html>") == -1: | |
| message_bot= str(response).replace("<br/>", "\n") | |
| else: | |
| tokenizer, model = get_models() | |
| inputs = tokenizer(st.session_state.input_text+ tokenizer.eos_token, return_tensors="pt") | |
| result = model.generate(**inputs, max_length=1000) | |
| message_bot = tokenizer.decode( | |
| result[0], skip_special_tokens=True | |
| ) | |
| st.session_state.history.append({"message": user_message, "is_user": True}) | |
| st.session_state.history.append({"message": message_bot, "is_user": False}) | |
| st.title("Talk with the Aeona!") | |
| st.write("Aeona hopes to become an AI which as human as possible with goal of becoming your friend.") | |
| st.write("To do this we hope to combine a AI which uses the dialoggpt-2 framework and discord messages") | |
| st.write("The input will start out by going to an AIML chatbot based on a modified version of ALICE") | |
| st.write("If the AIML has not valid answer it will proceed to use the AI") | |
| st.write("The ai right now is focused mainly on discord and you can invite the bot here: https://www.aeona.xyz/") | |
| st.text_input("Chat with Aeona", key="input_text", on_change=generate_answer) | |
| for chat in st.session_state.history: | |
| st_message(**chat) # unpacking | |