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Each SpMM_leaf call runs on either CPU or GPU according to the scheduler (see § 3.4). The pipeline allows overlapping computation and communication: while stage k is executing on the GPU, stage k‑1 can be streamed to the CPU, and stage k+1 can be prefetched from host memory. himm 34 igay69