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c67c1f3
1
Parent(s): b576753
Create app.py
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app.py
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import pandas as pd
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import gradio as gr
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from langchain.llms import OpenAI
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from langchain.chains import LLMChain
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from langchain.prompts import PromptTemplate
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from langchain.agents import create_pandas_dataframe_agent
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import os
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import openai
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openai.api_key = os.getenv('api_token')
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# Load the CSV file
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def load_csv(file):
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print ("File is",file)
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df = pd.read_csv(file.name)
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print (df.head())
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return df
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# Define the function that generates the response
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def generate_response(question, file):
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# Load the CSV file
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df = load_csv(file)
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# Initialize OpenAI pipeline
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agent = create_pandas_dataframe_agent(OpenAI(temperature=0,openai_api_key=openai.api_key), df, verbose=True)
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# Generate response using OpenAI
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response = agent.run(question)
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return response
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# Define the input and output interfaces
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title = "DataFrame Detective: Ask questions directly to your dataframe"
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csv_file = gr.inputs.File(label="CSV File")
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question = gr.inputs.Textbox(label="Question")
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output_text = gr.outputs.Textbox(label="Response")
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# Create the Gradio app
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gr.Interface(generate_response, inputs=[question, csv_file], outputs=output_text, title=title).launch(debug=True)
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