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Create app.py
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app.py
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from langchain.memory import ConversationBufferMemory
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from langchain_community.chat_message_histories import StreamlitChatMessageHistory
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from langchain_groq import ChatGroq
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from langchain.chains import LLMChain
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groq_api_key='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'
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llm = ChatGroq(model="gemma2-9b-it",api_key=groq_api_key)
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from langchain_core.prompts import PromptTemplate
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template = ("""You are a professional Maths tutor answer questions provided by user in step by step manner.
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Use the provided context to answer the question.
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try to engange with the user and follow up on questions asked
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If you don't know the answer, say so. Explain your answer in detail.
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Do not discuss the context in your response; just provide the answer directly.
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Question: {question}
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Answer:""")
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rag_prompt = PromptTemplate.from_template(template)
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history = StreamlitChatMessageHistory(key="chat_messages")
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#Step 3 - here we create a memory object
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memory = ConversationBufferMemory(chat_memory=history)
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llm_chain = LLMChain(llm=llm, prompt=rag_prompt, memory=memory)
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import streamlit as st
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st.title('π¦π Welcome to the MathLearn π¦π')
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for msg in history.messages:
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st.chat_message(msg.type).write(msg.content)
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if x := st.chat_input():
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st.chat_message("human").write(x)
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# As usual, new messages are added to StreamlitChatMessageHistory when the Chain is called.
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response = llm_chain.invoke(x)
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st.chat_message("ai").write(response["text"])
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