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Same Cluster, 33 Points More Utilization: What Changed Was the Order

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huggingface | Aug 17, 2026 | Gabriel Pimenta de Freitas Cardoso, Breno de Almeida Beleza, Francisco de Almeida Rocha Alves, Bruno Duarte

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Four workload types compete for that grid: training, real-time inference, batch inference, and quantization. A GPU serves at most one job per timestep. Real-time inference is not estimated per job at all.

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