Large-scale HPC evaluation of Qdrant, Milvus, and Weaviate reveals that workload patterns limit scaling and extra cores can reduce throughput, exposing a cloud-to-HPC design mismatch.
MOFA: discovering materials for carbon capture with a GenAI- and simulation-based workflow,
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StreamGuard uses dynamic checkpointing and load rebalancing to cut failure impact by up to 6x in HPC data streams while adding under 1% overhead in normal runs.
citing papers explorer
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When More Cores Hurts: The Vector Database Scaling Paradox in HPC
Large-scale HPC evaluation of Qdrant, Milvus, and Weaviate reveals that workload patterns limit scaling and extra cores can reduce throughput, exposing a cloud-to-HPC design mismatch.
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StreamGuard: Low-Overhead Resilience for Real-time HPC Data Streams
StreamGuard uses dynamic checkpointing and load rebalancing to cut failure impact by up to 6x in HPC data streams while adding under 1% overhead in normal runs.