Adding App
Browse files- .env-sample +1 -0
- app.py +107 -0
- requirements.txt +4 -0
.env-sample
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ANTHROPIC_API_KEY=""
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app.py
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from langchain.chat_models import ChatAnthropic
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from langchain import PromptTemplate, LLMChain
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from langchain.prompts.chat import (
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ChatPromptTemplate,
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SystemMessagePromptTemplate,
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AIMessagePromptTemplate,
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HumanMessagePromptTemplate,
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)
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from langchain.schema import AIMessage, HumanMessage, SystemMessage
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import streamlit as st
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from dotenv import load_dotenv
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import PyPDF2
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load_dotenv()
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class LegalExpert:
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def __init__(self):
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self.system_prompt = self.get_system_prompt()
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self.user_prompt = HumanMessagePromptTemplate.from_template("{legal_question}")
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full_prompt_template = ChatPromptTemplate.from_messages(
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[self.system_prompt, self.user_prompt]
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)
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self.chat = ChatAnthropic()
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self.chain = LLMChain(llm=self.chat, prompt=full_prompt_template)
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def get_system_prompt(self):
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system_prompt = """
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You are a Canadian Legal Expert.
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Under no circumstances do you give legal advice.
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You are adept at explaining the law in laymans terms, and you are able to provide context to legal questions.
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While you can add context outside of the provided context, please do not add any information that is not directly relevant to the question, or the provided context.
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You speak {language}.
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### CONTEXT
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{context}
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### END OF CONTEXT
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"""
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return SystemMessagePromptTemplate.from_template(system_prompt)
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def run_chain(self, language, context, question):
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return self.chain.run(
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language=language, context=context, legal_question=question
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)
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def retrieve_pdf_text(pdf_file):
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pdf_reader = PyPDF2.PdfReader(pdf_file)
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text = ""
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for page in pdf_reader.pages:
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text += page.extract_text()
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return text
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# create a streamlit app
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st.title("Canadian Legal Explainer (that does not give advice)")
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if "LegalExpert" not in st.session_state:
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st.session_state.LegalExpert = LegalExpert()
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# create a upload file widget for a pdf
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pdf_file = st.file_uploader("Upload a PDF file", type=["pdf"])
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# if a pdf file is uploaded
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if pdf_file:
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# retrieve the text from the pdf
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if "context" not in st.session_state:
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st.session_state.context = retrieve_pdf_text(pdf_file)
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# create a button that clears the context
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if st.button("Clear context"):
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st.session_state.__delitem__("context")
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st.session_state.__delitem__("legal_response")
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# if there's context, proceed
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if "context" in st.session_state:
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# create a dropdown widget for the language
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language = st.selectbox("Language", ["English", "Français"])
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# create a text input widget for a question
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question = st.text_input("Ask a question")
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# create a button to run the model
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if st.button("Run"):
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# run the model
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legal_response = st.session_state.LegalExpert.run_chain(
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language=language, context=st.session_state.context, question=question
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)
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if "legal_response" not in st.session_state:
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st.session_state.legal_response = legal_response
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else:
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st.session_state.legal_response = legal_response
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# display the response
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if "legal_response" in st.session_state:
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st.write(st.session_state.legal_response)
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requirements.txt
ADDED
@@ -0,0 +1,4 @@
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1 |
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streamlit
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2 |
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langchain
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3 |
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openai
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4 |
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python-dotenv
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