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Update app.py
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app.py
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pip install langchain_groq
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GROQ_API_KEY=your_groq_api_key_here
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from dotenv import load_dotenv
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import os
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# Load environment variables
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load_dotenv()
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# Access the Groq API key
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groq_api_key = os.getenv("GROQ_API_KEY")
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from langchain_groq import ChatGroq
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from langchain.memory import ConversationBufferMemory
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from langchain.chains import ConversationalRetrievalChain
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def get_conversation_chain(vectorstore):
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try:
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# Initialize Groq's Chat model
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llm = ChatGroq(
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model="llama2-70b-4096", # You can use other models like "mixtral-8x7b-32768"
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temperature=0.5,
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groq_api_key=groq_api_key
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)
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# Set up memory for the conversation
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memory = ConversationBufferMemory(memory_key='chat_history', return_messages=True)
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# Create the conversational retrieval chain
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conversation_chain = ConversationalRetrievalChain.from_llm(
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llm=llm,
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retriever=vectorstore.as_retriever(),
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memory=memory
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)
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logging.info("Conversation chain created successfully.")
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return conversation_chain
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except Exception as e:
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logging.error(f"Error creating conversation chain: {e}")
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st.error("An error occurred while setting up the conversation chain.")
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import os
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import logging
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from dotenv import load_dotenv
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import streamlit as st
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import os
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import logging
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from dotenv import load_dotenv
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import streamlit as st
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