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Invoiceable

Watch the Demo Video
CleanShot.2023-01-23.at.14.58.07.mp4

Introduction

Invoiceable is a free and open-sourced Flask application that uses AI, Tesseract OCR, and the open-sourced machine learning model impira/layoutlm-document-qa to parse invoices, documents, résumés, and more.

Invoiceable is an educational project and should not be relied on. Do not expect updates, bugfixes, or major changes to this abandonware.

Do not rely on Invoiceable because it is often inaccurate.

If Invoiceable returns an incorrect response, please don't contact the authors/maintainers of Invoiceable. Invoiceable did not create or train the AI model used in this program.

Requirements

There's not much that you need to run Invoiceable!

  • Python 3.9+

  • A computer that can run AI models

  • ~5 GB of disk space - you probably don't need that much, but it's better to be on the safe side.

  • Git

  • Flask

Installation/Usage

Installation is very simple. Run the following commands in Terminal or PowerShell:

git clone https://github.com/fakerybakery/Invoiceable.git
cd Invoiceable
pip3 install -r requirements.txt
python3 main.py

On startup, you should see Importing modules.... Depending on the speed of your computer, this should be relatively fast. If you don't see Starting pipeline... within around 15 seconds, it means your computer is probably too slow to run Invoiceable. You can buy a VPS, rent cloud hosting, or try on a different computer.

When you see the Starting pipeline... message, modules have been imported. If this is the first time you've used Invoiceable, the model will be downloaded to your disk. This may take several minutes on slower connections. Once the model is downloaded, you won't have to download it again.

When you see the Server started! message, that means that the webserver has been successfully started. Navigate to 127.0.0.1:2727 in an internet web browser to access your Invoiceable instance.

To stop your Invoiceable instance, type ^C (Control C).

Congratulations, you've successfully started your own Invoiceable instance!

Potential Uses

  • Make accountants' lives easier

  • Parse résumés (not great at that yet...)

  • Experiment with the power of AI

Important Warnings

  • This application is an educational experiment. It has not been tested extensively.

  • This model is only designed to extract data from the text, however it cannot perform advanced actions, such as calculations. If the model was asked, "How much would I have to pay if the tax was doubled," the model would be unable to answer and likely return an incorrect response.

  • This model is known to make mistakes. Do not trust data extracted from this model without prior review.

Disclaimer

Assume everything from Invoiceable is inaccurate. Invoiceable uses an AI model, however this model is often mistaken, off, or completely incorrect.

Credits

License

Please refer to the LICENSE file for licensing information.

Copyright © 2023 mrfakename. All rights reserved.