SwarmIO is a scalable SSD emulator for GPU-centric storage that achieves 40 MIOPS modeling with 303.9x speedup over baselines and delivers up to 9.7x end-to-end gains in vector search workloads.
Accelerat- ing Sampling and Aggregation Operations in GNN Frameworks with GPU Initiated Direct Storage Accesses
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SwarmIO: Towards 100 Million IOPS SSD Emulation for Next-generation GPU-centric Storage Systems
SwarmIO is a scalable SSD emulator for GPU-centric storage that achieves 40 MIOPS modeling with 303.9x speedup over baselines and delivers up to 9.7x end-to-end gains in vector search workloads.