Refactor graphmaker

[patrickchugh]

YOUR PR TITLE

Type of Change

• Bug Fix
• New Feature
• Refactor
• Documentation

Checklist

All Submissions:

• Have you checked to ensure there aren't other open Pull Requests for the same update/change?
• Have you written Documentation/Tests?
• Have you done your own code-review?
• Have you disclosed any use of AI tools and models with their version?

AI Assistance Declaration

• Tools used: [e.g., Claude Code, GitHub Copilot]
• Model: [e.g., Claude Sonnet 4.5, GPT-4]
• Scope: [e.g., "Generated test cases", "Refactored function X"]

Checklist for Changes to Core Features:

• Have you discussed any major revamp with a reviewer/maintainer first? (It's okay to just raise a PR directly for minor bugfixes)
• Have you ensured your PR is focused on one major improvement and is not trying to do too many changes at once? For example:
  Bad : Adding support for GCP and Azure system wide
  Good: Just adding Azure resource handler for VNets
• Have you added an explanation of what your changes do and why you'd like us to include them?
• Have you written new tests for your core changes, as applicable, and made sure the new tests PASS?
• Have you successfully run all previous system wide tests with your changes locally?