Parallelism for LLM training, with numbers you can check by hand

Data, ZeRO, tensor, sequence, context, pipeline and expert parallelism, each worked through with a tiny example: what gets split, what moves between GPUs, and when to use which.

November 1, 2026 · 33 min · 6947 words · Xuewen Yang