""" RippleGPT Comparative Benchmarks This module provides standardized benchmarks comparing RippleGPT against baseline implementations (GPT-2 vanilla) on multiple datasets. Datasets: - TinyStories: Small dataset for language modeling benchmarks - The Stack (Python Subset): Code completion benchmarks Metrics: - Perplexity (PPL) - Training Speed (iterations/sec) - Parameters Count - Memory Usage - Extrapolation Capability """ __version__ = "0.1.0"