Core concept

Simple to think about. Communication between layers. Bubble time (idle GPUs during forward-only or backward-only phases).

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How it works

Naive model parallel: only 1 GPU active at a time. Poor efficiency. Pipeline parallel fixes.

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Trade-offs + gotchas

Very large models that don't fit on one GPU. Foundational for LLM training.