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googlepalm-minute-book-extraction's Introduction

Summary

This Google Cloud solution uses Document AI Custom Document Classifier, OCR Processor, Form Parser, and the Google PaLM API to extract information from corporate minute books: details about the corporate entity, directors and officers, and clauses from the shareholder's agreement like quorum rules, restrictions or provisions, and share classes.

Solution Overview

  • Splits each page from a multi-page PDF into individual pages and saves PDFs to Cloud Storage
  • Classifies pages using a Custom Document Classifier trained to distinguish types dense-ocr, form-parser, certificate, or other
  • Parallelizes text extraction with Cloud Function instances that invoke Document AI Processors based on the page type
  • Augments OCR text with output returned from the Document AI Form Parser processor for form-parser pages
  • Steps through each page of OCR text to collect relevant entities into the extraction schema using heuristics and LLM prompts
  • Writes structured JSON output with entitities of interest to Cloud Storage

Requirements

  • Google Cloud project with a Cloud Storage bucket, Document AI OCR Processor, Form Parser, and Custom Document Classifier
  • Terraform v1.4.5 to deploy Cloud Functions, Pub/Sub queues
    • Update terraform/modules/base/outputs.tf with your own instance IDs

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