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8203e25
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  1. app.py +34 -0
  2. requirements.txt +7 -0
app.py ADDED
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+ import pandas as pd
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+ from langchain_openai import ChatOpenAI
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+ from langchain_experimental.agents.agent_toolkits import create_pandas_dataframe_agent
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+ from langchain.agents.agent_types import AgentType
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+ import streamlit as st
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+ import os
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+ from dotenv import load_dotenv
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+
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+ load_dotenv()
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+
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+ 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"))
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+ st.set_page_config(
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+ page_title="Data Frame Agent"
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+ )
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+ st.title("Dataframe Agent 🏢")
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+ with st.sidebar:
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+ st.header("Upload your CSV data and get insights from it.")
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+ data = st.file_uploader("Upload your CSV data", type='csv')
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+ query = st.chat_input("Ask question from data")
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+
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+
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+ def get_response(df):
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+ agent = create_pandas_dataframe_agent(
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+ llm,
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+ df,
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+ verbose=True,
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+ allow_dangerous_code=True
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+ )
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+ return agent.invoke(query)
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+
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+ if query:
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+ df = pd.read_csv(data)
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+ response = get_response(df)
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+ st.success(response['output'])
requirements.txt ADDED
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+ pandas
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+ langchain-openai
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+ langchain-experimental
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+ langchain
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+ streamlit
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+ python-dotenv
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+ tabulate