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Speculative Decoding in vLLM on AMD GPUs

Exploring Speculative Decoding in vLLM on AMD GPUs

vllm.ai

September 7, 2026

91 min read

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Summary

Exploring Speculative Decoding in vLLM on AMD GPUs TL;DR: Speculative decoding allows vLLM to verify multiple drafted tokens in a single target-model pass. In our experiments, its effect on output-token throughput varied across drafting methods and proposal lengths, and also depended on the model family, draft checkpoint, workload, and acceptance behavior. Introduction Large language models suppor...

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