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Upload main.py

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  1. main.py +60 -0
main.py ADDED
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+ from pdf_to_image import pdf_to_image
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+ from image_to_text import image_to_text
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+ from mirascope_extractor import extractor
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+ import google.generativeai as genai
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+ import pandas as pd
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+ import glob
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+ import os
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+ from dotenv import load_dotenv
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+ import streamlit as st
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+ load_dotenv()
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+ global empty_df
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+ openai_api_key = os.getenv('OPENAI_API_KEY')
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+ genai.configure(api_key=openai_api_key)
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+
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+ folder_name = "/project/workspace/pdfs"
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+ invoice_pdfs = glob.glob(os.path.join(folder_name, '*.pdf')) + glob.glob(os.path.join(folder_name, '*.PDF'))
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+ print(f'Invoices_pdfs: {invoice_pdfs}')
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+
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+ for pdf_path in invoice_pdfs:
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+ convert_image = pdf_to_image(pdf_path)
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+ convert_image.save_image(f'{pdf_path}image')
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+ print('one_pdf_converted')
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+
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+ all_images = glob.glob(os.path.join(folder_name, '*.jpg'))
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+ all_texts = []
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+ for image_path in all_images:
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+ text = image_to_text(image_path)
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+ all_texts.append(text)
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+ print('one text appended')
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+ empty_df = pd.DataFrame()
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+ for text in all_texts:
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+ extracted_text = extractor(text)
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+ task_details_dict = extracted_text.dict()
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+ df = pd.DataFrame([task_details_dict])
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+ empty_df = pd.concat([empty_df, df])
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+ empty_df.to_csv('extracted_data.csv')
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