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%%writefile app.py | |
import streamlit as st | |
import os | |
os.environ['OPENAI_API_KEY'] = "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" | |
from langchain.llms.openai import OpenAI | |
from langchain.agents.agent_types import AgentType | |
#from langchain.agents import create_csv_agent | |
from langchain_experimental.agents import create_csv_agent | |
import time | |
def main(): | |
st.title("Personal Assistant") | |
uploaded_file = st.file_uploader("Upload CSV file", type=["csv"]) | |
if uploaded_file is None: | |
st.warning("Please upload a CSV file.") | |
st.stop() # Stop execution if no file uploaded | |
llm = OpenAI(temperature=0) | |
agent = create_csv_agent( | |
llm, | |
uploaded_file, | |
verbose=False, | |
agent_type=AgentType.ZERO_SHOT_REACT_DESCRIPTION, | |
) | |
query = st.text_input("What would you like to know?") | |
if st.button("Ask"): | |
if query.strip() == "": | |
st.warning("Please enter a query.") | |
else: | |
start = time.time() | |
answer = agent.run(query) | |
end = time.time() | |
st.write(answer) | |
st.write(f"Answer (took {round(end - start, 2)} s.)") | |
if __name__ == "__main__": | |
main() | |