Dataframe_Agent / app.py
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import pandas as pd
from langchain_openai import ChatOpenAI
from langchain_experimental.agents.agent_toolkits import create_pandas_dataframe_agent
from langchain.agents.agent_types import AgentType
import streamlit as st
import os
from dotenv import load_dotenv
load_dotenv()
llm = ChatOpenAI(temperature=0.5, model="mistralai/mistral-7b-instruct:free",base_url="https://openrouter.ai/api/v1",api_key=os.getenv("OPENAI_API_KEY"))
st.set_page_config(
page_title="Data Frame Agent"
)
st.title("Dataframe Agent 🏒")
with st.sidebar:
st.header("Upload your CSV data and get insights from it.")
data = st.file_uploader("Upload your CSV data", type='csv')
query = st.chat_input("Ask question from data")
def get_response(df):
agent = create_pandas_dataframe_agent(
llm,
df,
verbose=True,
allow_dangerous_code=True
)
return agent.invoke(query)
if query:
df = pd.read_csv(data)
response = get_response(df)
st.success(response['output'])