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DeepSeek-V4-Flash-0731 runs on one AMD MI300X via a pinned vLLM ROCm stack with patches for FP8 format, MoE routing, and kernel tuning. The 304B-parameter checkpoint achieves 7.9-8.5K tok/s uncached prefill. The MI300X's 192 GB HBM3 enables single-GPU deployment without quantization or offload.
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