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JetSpec: 推测解码实现 LLM 生成极致加速
AI 推荐理由
相比标准推测解码,JetSpec 通过因果并行树草稿联合优化草稿成本和质量,实现显著提升,值得关注其开源实现和性能复现。核心解读
Hao AI Lab 发布 JetSpec,通过因果并行树草稿实现推测解码,联合优化草稿成本和质量。在 MATH-500 上达到 9.64x 端到端加速,开放聊天 4.58x,保持无损。结合 CUDA graph 和 kernel 优化,单 B200 可达约 1000 TPS。
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Hao AI Lab (@haoailab) 转发了 Kaichao You (@KaichaoYou) 的帖子:
wow glad to see the vLLM support with JetSpec!
> **引用原帖 Hao AI Lab (@haoailab):**
> Introducing JetSpec: we find speculative decoding can push LLM generation latency to extreme by co-optimizing drafting cost and drafting quality with causal parallel tree drafting.
> JetSpec reaches up to 9.64x end-to-end speedup on MATH-500 and 4.58x on open-ended chat while keeping lossless. With CUDA graph and kernel optimizations, JetSpec further translates to around 1000 TPS on a single B200. ⚡️
> Check out our project page for demos and a blog post on how we built it 👇
> https://t.co/M4T8jOBWQ8
> https://t.co/h9uipDbTuh
> https://x.com/haoailab/status/2070225035403694408