P17/scripts/benchmark execution

[gaurav-chawla-2]

Pull Request Template

Description

Created the framework to run the final Pre-training Benchmarks. This MR orchestrates a multi-tier evaluation system designed to validate model performance across different scales (1B to 70B parameters) and training phases.

Checklist

• [ x] I have added tests that prove my fix is effective or that my feature works.
• [ x] I have added necessary documentation (if applicable).
• [ x] My code follows the style guidelines, gitflow branching strategy, and naming conventions of this project [Contribution Guidelines](https://github.com/The-School-of-AI/LLM/tree/main/experiments/

Reviewers

• [x ] Reviewer 1: A member from your own team. - @aiplaybookin
• [x ] Reviewer 2: A member from the repo owners team (@The-School-of-AI/llm-repo-owners).

Note: Every pull request requires atleast 2 reviewers/approvers before it can be merged.