Integrating the complete solution for production use

So, now that you can see what the architectural components are that need to be deployed, it is time to look at how to deploy the services for production use and how it is used. We are also going to look at the Form Recognizer code that is running within the container for processing the forms, and what the sample output looks like. From there, we will present a sample of the code you will use for sending the data to an ERP for further use of the extracted data.

For the purposes of demonstration, we deployed a simple web application using the Django framework that vendors can log in to and upload their invoices for processing. After the form is uploaded into the vendor's portal, it is run through the architecture described in the previous section of this chapter to extract the key information. In our first attempts, using the invoice layout model, the Form Recognizer service was unable to extract the key details of our invoices...