G.O.D. Framework

Script: ai_advanced_reporting.py - Advanced Reporting and Visualization Tools

Introduction

The ai_advanced_reporting.py script is used to generate detailed insights and reports on various AI workflows and performance metrics within the G.O.D. Framework. This script aggregates data from multiple sources, processes it into readable formats, and can output reports in various structures (e.g., tables, graphs, JSON).

Purpose

Key Features

Logic and Implementation

The core functionality of this script revolves around collecting statistical data from AI processes and converting it into actionable insights. Below is an example of a report generation function:


            import csv

            def generate_report(data, output_file='report.csv'):
                """
                Generate a CSV report from the provided data.
                :param data: List of dictionaries containing report rows.
                :param output_file: Name of the output report file.
                """
                with open(output_file, mode='w', newline='') as file:
                    fieldnames = data[0].keys()
                    writer = csv.DictWriter(file, fieldnames=fieldnames)
                    writer.writeheader()
                    writer.writerows(data)
                print(f"Report successfully generated: {output_file}")

In this example, the function expects a list of dictionaries representing the dataset and writes it as a CSV file, complete with headers.

Dependencies

How to Use This Script

  1. Prepare the dataset to be analyzed and stored in a supported format (e.g., JSON or in-memory structure).
  2. Call the functions within the script to process the data and create reports:

            # Example usage
            data = [
                {'Metric': 'Accuracy', 'Value': 0.95},
                {'Metric': 'Loss', 'Value': 0.02},
                {'Metric': 'Inference Time (ms)', 'Value': 120},
            ]
            generate_report(data, output_file='performance_summary.csv')

Role in the G.O.D. Framework

The ai_advanced_reporting.py script enables actionable analytics within the G.O.D. Framework. It fulfills the following critical roles:

Future Enhancements