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efc965e
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1 Parent(s): 543d2b6

Update user.py

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  1. user.py +65 -0
user.py CHANGED
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+ from utils.qa import chain
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+ import streamlit as st
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+ from langchain.memory import ConversationBufferWindowMemory
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+ from langchain_community.chat_message_histories import StreamlitChatMessageHistory
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+
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+ path = "mm_vdb2"
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+ client = chromadb.PersistentClient(path=path)
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+ image_collection = client.get_collection(name="image")
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+ video_collection = client.get_collection(name='video_collection')
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+
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+
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+ memory_storage = StreamlitChatMessageHistory(key="chat_messages")
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+ memory = ConversationBufferWindowMemory(memory_key="chat_history", human_prefix="User", chat_memory=memory_storage, k=3)
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+
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+ def get_answer(query):
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+ response = chain.invoke(query)
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+ #return response["result"]
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+ return response
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+
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+ def home():
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+ st.header("Welcome")
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+ #st.set_page_config(layout='wide', page_title="Virtual Tutor")
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+ st.markdown("""
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+ <svg width="600" height="100">
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+ <text x="50%" y="50%" font-family="San serif" font-size="42px" fill="Black" text-anchor="middle" stroke="white"
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+ stroke-width="0.3" stroke-linejoin="round">Virtual Tutor - CHAT
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+ </text>
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+ </svg>
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+ """, unsafe_allow_html=True)
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+
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+ if "messages" not in st.session_state:
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+ st.session_state.messages = [
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+ {"role": "assistant", "content": "Hi! How may I assist you today?"}
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+ ]
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+
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+ st.markdown("""
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+ <style>
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+ .stChatInputContainer > div {
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+ background-color: #000000;
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+ }
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+ </style>
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+ """, unsafe_allow_html=True)
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+
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+ for message in st.session_state.messages: # Display the prior chat 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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+ for i, msg in enumerate(memory_storage.messages):
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+ name = "user" if i % 2 == 0 else "assistant"
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+ st.chat_message(name).markdown(msg.content)
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+
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+ if user_input := st.chat_input("User Input"):
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+ with st.chat_message("user"):
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+ st.markdown(user_input)
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+
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+ with st.spinner("Generating Response..."):
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+ with st.chat_message("assistant"):
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+ response = get_answer(user_input)
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+ answer = response['result']
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+ st.markdown(answer)
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+ message = {"role": "assistant", "content": answer}
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+ message_u = {"role": "user", "content": user_input}
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+ st.session_state.messages.append(message_u)
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+ st.session_state.messages.append(message)
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+