Title: Fully Automated and DoD-Compliant Model Setup and Inference

[SleepTheGod]

This script provides a comprehensive solution for automating the setup and inference of a language model. It includes features to ensure compliance with Department of Defense (DoD) standards and aims to impress high-level security agencies like the National Security Agency (NSA). Key enhancements include:

1. Automated Setup: Handles model initialization and tokenizer setup automatically, with configuration managed through environment variables or script arguments.
2. Security and Compliance: Implements best practices for logging, data handling, and security. Uses secure random number generation.
3. Advanced Sampling Techniques: Includes optimized methods for token sampling and padding to accommodate different input sizes.
4. Enhanced Performance: Designed for efficient execution with logging and monitoring capabilities.

This script aims to provide a high level of automation and security while delivering advanced features that highlight its sophistication.