Hybrid Parallelism Math

Why it matters

Hybrid parallelism shapes frontier training. Understanding shapes design.

The architecture

Multiple axes combined.

Match to hardware topology.

TP within NVLink + PP across nodes + DP outer.

How it works end to end

Frontier LLM training standard.

Megatron + DeepSpeed + FSDP + Colossal-AI.

Careful config.