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app.py
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from dotenv import load_dotenv
from PIL import Image
import os
import google.generativeai as genai
import streamlit as st
load_dotenv()
key=os.getenv("GOOGLE_API_KEY")
genai.configure(api_key=key)
for model in genai.list_models():
if 'generateContent' in model.supported_generation_methods:
print(model.name)
model=genai.GenerativeModel('gemini-pro-vision')
def get_gemini_response(input,image,user_prompt):
response=model.generate_content([input, image[0], user_prompt])
return response.text
def input_image_details(uploaded_file):
if uploaded_file is not None:
bytes_data=uploaded_file.getvalue()
image_parts=[
{
'mime_type':uploaded_file.type,
'data':bytes_data
}
]
return image_parts
else:
raise FileNotFoundError('No file uploaded')
st.set_page_config(page_title='MultiLanguage Invoice Extractor')
st.header('MultiLanguage Invoice Extractor :gemini:')
input=st.text_input('Input Prompt: ', key='input')
uploaded_file=st.file_uploader('Choose an image...', type=['jpg', 'jpeg', 'png'])
if uploaded_file is not None:
image=Image.open(uploaded_file)
st.image(image, caption="Uploaded Image.", use_column_width=True)
submit=st.button('Tell me about the invoice')
input_prompt="""
You are an expert in understanding invoices. You will receive input images as invoices and
you will have to answer questions based on the input images.
"""
if submit:
image_data=input_image_details(uploaded_file)
response=get_gemini_response(input_prompt, image_data, input)
st.subheader('The Response is')
st.write(response)