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LiteTopK: Exploiting the Curse of Dimensionality for a Fused Indexer-TopK Kernel in Long-Context Sparse Attention

arXiv cs.LG · 2026-07-15 Cached

LiteTopK is a fused indexer-top-k kernel for long-context sparse attention that exploits the curse of dimensionality to reduce memory traffic and improve efficiency, accelerating GLM 5.2 by 1.2x during prefill.

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@Greptime: DataFusion shipped dynamic filter pushdown upstream last September. GreptimeDB v1.0 wires it into the Mito scan layer. …

X AI KOLs Following · 2026-05-19 Cached

GreptimeDB v1.0 integrates DataFusion's dynamic filter pushdown to accelerate TopK queries by pushing runtime bounds to the scan layer, reducing query time from 29 seconds to 0.21 seconds on a 5B-row trace table.

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