SpotVista recommends multi-node spot instance configurations achieving 81.28% higher availability than SpotVerse and 21.6% higher stability than AWS SpotFleet while also delivering cost savings, based on collected availability data and real-world experiments.
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TokenStack's heterogeneous HBM-PIM design with base-die control and topology-aware KV placement delivers 1.62x higher geometric-mean token throughput and 1.70x SLO-compliant serving capacity than AttAcc while cutting per-token energy by 30-47%.
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SpotVista: Availability-Aware Recommendation System for Reliable and Cost-Efficient Multi-Node Spot Instances
SpotVista recommends multi-node spot instance configurations achieving 81.28% higher availability than SpotVerse and 21.6% higher stability than AWS SpotFleet while also delivering cost savings, based on collected availability data and real-world experiments.
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TokenStack: A Heterogeneous HBM-PIM Architecture and Runtime for Efficient LLM Inference
TokenStack's heterogeneous HBM-PIM design with base-die control and topology-aware KV placement delivers 1.62x higher geometric-mean token throughput and 1.70x SLO-compliant serving capacity than AttAcc while cutting per-token energy by 30-47%.