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Sharding vs replicas across multiple GPUs, just trying to plan this right [R]

Hey all, I’m planning a small multi-GPU setup across two boxes, with a mix of long-context and short-chat workloads. Should a bigger model be sharded across all the cards, or is it better to run smaller independent insta

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