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Pipeline parallelism in GRPO training

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GoogleML designLast asked Aug 2026

Explain pipeline parallelism and how it applies when a language model is trained with GRPO: how the model is split into stages across devices, how micro-batches keep the stages busy, where the idle time comes from, and what the generation and training phases of GRPO each need.

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