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Create app.py
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app.py
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import streamlit as st
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import os
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import pathlib
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import textwrap
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from PIL import Image
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import google.generativeai as genai
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os.getenv("GOOGLE_API_KEY")
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genai.configure(api_key=os.getenv("GOOGLE_API_KEY"))
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# function to load gemini Pro model
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def get_gemini_response(input, image, prompt):
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model = genai.GenerativeModel('gemini-pro-vision')
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response = model.generate_content([input, image[0], prompt])
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return response.text
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def input_image_details(uploaded_file):
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if uploaded_file is not None:
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# Read the file into bytes
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bytes_data = uploaded_file.getvalue()
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image_parts = [
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{
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# Get the mime type of the up]
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"mime_type": uploaded_file.type,
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"data": bytes_data
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}
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]
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return image_parts
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else:
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raise FileNotFoundError("No file uploaded")
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# Initialize streamlit app
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st.set_page_config(page_title="Data Extractor")
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st.header("Data Extractor")
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input = st.text_input("Input Prompt: ", key="input")
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uploaded_file = st.file_uploader(
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"Choose an image of ... ", type=["jpg", "jpeg", "png"])
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image = ""
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if uploaded_file is not None:
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image = Image.open(uploaded_file)
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st.image(image, caption="Uploaded image.", use_column_width=True)
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submit = st.button("Submit")
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input_prompt = """
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You are an expert in understanding financial reports. We will upload a a image as financial statement
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and you will have to answer any questions based on the uploaded invoice image
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"""
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# If submit button clicked
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if submit:
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image_data = input_image_details(uploaded_file)
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reponse = get_gemini_response(
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input_prompt, image_data, input)
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st.subheader("The response is")
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st.write(reponse)
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