#sophia-optimizer

Gradient Descent Variants for LLMs: A Practical Comparison of SGD, Adam, AdamW, and Sophia

A practical benchmark comparison of SGD, Adam, AdamW, and Sophia optimizers for LLM training, with guidance on when to use each.