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Beyond Porting: How vLLM Orchestrates High-Performance Inference on AMD ROCm

calendar_today February 27, 2026 person AMD and Embedded LLM domain vllm

How vLLM orchestrates high-performance inference on AMD ROCm with multiple attention backends, workload-aware prefill, extend, and decode routing, AITER primitives, MLA support, and MI300X-class benchmarks.

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