Hybrid-Spark switches drafters per decoding step, up to 1.62x faster than DSpark on code edits

Julianfmack · x · 2026-11-10

Hybrid-Spark proposes mixing speculative-decoding drafters instead of relying on one drafter throughout: it switches per request and per step between a model-based drafter (DSpark) and a model-free n-gram drafter.

Benchmarks show up to 1.62x throughput gains over DSpark alone on code-edit workloads; charts compare batch sizes 4 and 128 across edit-distance buckets, with the hybrid approach consistently on top.

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