vLLM's built-in DSpark delivers up to 2.23x output throughput gain

vllm_project · x · 2026-10-29

vLLM ships built-in DSpark support with measured output throughput gains of 1.92–2.16x in FP8 and 2.00–2.23x in NVFP4 versus the matching baseline (TP8, 200 real prompts, greedy decoding, ≤512 output tokens). The release also adds low/medium/high reasoning effort (default high), multi-image prompts for Pixtral vision, and day-0 RL training support for Mistral Large 4 in SkyRL with vLLM rollouts.

Related event: vLLM Ships Built-in DSpark and Mistral Large 4 Quantized Weights with Up to 2.23x Throughput Gains(2 posts)→

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