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Create langchain_app.py

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  1. langchain_app.py +51 -0
langchain_app.py ADDED
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+ import streamlit as st
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+ from langchain.chains import ConversationChain
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+ from hugchat import hugchat
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+ from hugchat.login import Login
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+
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+ st.set_page_config(page_title="HugChat - An LLM-powered Streamlit app")
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+ st.title('🤗💬 HugChat App')
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+
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+ # Hugging Face Credentials
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+ with st.sidebar:
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+ st.header('Hugging Face Login')
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+ hf_email = st.text_input('Enter E-mail:', type='password')
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+ hf_pass = st.text_input('Enter password:', type='password')
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+
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+ # Store AI generated responses
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+ if "messages" not in st.session_state.keys():
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+ st.session_state.messages = [{"role": "assistant", "content": "I'm HugChat, How may I help you?"}]
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+
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+ # Display existing chat messages
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+ for message in st.session_state.messages:
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+ with st.chat_message(message["role"]):
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+ st.write(message["content"])
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+
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+ # Function for generating LLM response
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+ def generate_response(prompt, email, passwd):
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+ # Hugging Face Login
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+ sign = Login(email, passwd)
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+ cookies = sign.login()
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+ sign.saveCookies()
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+ # Create ChatBot
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+ chatbot = hugchat.ChatBot(cookies=cookies.get_dict())
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+ chain = ConversationChain(llm=chatbot)
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+ response = chain.run(input=prompt)
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+ return response
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+
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+ # Prompt for user input and save
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+ if prompt := st.chat_input():
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+ st.session_state.messages.append({"role": "user", "content": prompt})
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+ with st.chat_message("user"):
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+ st.write(prompt)
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+
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+ # If last message is not from assistant, we need to generate a new response
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+ if st.session_state.messages[-1]["role"] != "assistant":
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+ # Call LLM
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+ with st.chat_message("assistant"):
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+ with st.spinner("Thinking..."):
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+ response = generate_response(prompt, hf_email, hf_pass)
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+ st.write(response)
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+
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+ message = {"role": "assistant", "content": response}
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+ st.session_state.messages.append(message)