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| import streamlit as st | |
| import openai | |
| from transformers import pipeline | |
| DEFAULT_SYSTEM_PROMPT = "You are a helpful assistant, you should answer the question correctly." | |
| emotion_classify = pipeline("sentiment-analysis") | |
| with st.sidebar: | |
| openai_api_key = st.text_input("Open AI Key", key="chat_key", type="password") | |
| "[Generate An OpenAI API key](https://platform.openai.com/account/api-keys)" | |
| st.title("Emotion Chatbot") | |
| if "messages" not in st.session_state: | |
| st.session_state["messages"] = [{"role": "assistant", "content": "How can I help you today?"}] | |
| for msg in st.session_state.messages: | |
| st.chat_message(msg["role"]).write(msg["content"]) | |
| if user_prompt := st.chat_input(): | |
| if not openai_api_key: | |
| st.info("Please enter a valid api key to continue") | |
| st.stop() | |
| emo_label = emotion_classify(user_prompt)[0]["label"] | |
| if emo_label == 'NEGATIVE': | |
| print("negative emotion detacted") | |
| adjusted_system_prompt = ( | |
| f'You are a helpful assistant, you should answer the question correctly,' | |
| f' also provide some advice for {emo_label} emotion start with "I think you are feeling {emo_label},' | |
| f'here are some suggestions for you"' | |
| ) | |
| else: | |
| adjusted_system_prompt = DEFAULT_SYSTEM_PROMPT | |
| openai.api_key = openai_api_key | |
| st.session_state.messages.append({"role": "user", "content": user_prompt}) | |
| st.chat_message("user").write(user_prompt) | |
| # Construct history messages including the adjusted system prompt | |
| history = [ | |
| {"role": msg["role"], "content": msg["content"]} for msg in st.session_state.messages | |
| ] | |
| response = openai.ChatCompletion.create( | |
| model="gpt-3.5-turbo", | |
| messages=history | |
| ) | |
| response_msg = response.choices[0].message | |
| st.session_state.messages.append({"role": "assistant", "content": response_msg["content"]}) | |
| st.chat_message("assistant").write(response_msg["content"]) |