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benchmark: add refill-loop steady-state mode + robust TTFT/TPOT#15

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tianshu-Michael-yu wants to merge 1 commit intotugot17:mainfrom
tianshu-Michael-yu:ts/refill-benchmark-repro-20260223
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benchmark: add refill-loop steady-state mode + robust TTFT/TPOT#15
tianshu-Michael-yu wants to merge 1 commit intotugot17:mainfrom
tianshu-Michael-yu:ts/refill-benchmark-repro-20260223

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This PR adds the benchmark behavior used in our reproduction runs:\n\n- refill-loop execution mode to maintain target concurrency\n- robust first-token detection for TTFT\n- improved throughput/latency accounting and summaries\n- explicit handling for missing/failed points\n\nUsed by downstream vLLM/SGLang reproducibility docs and Slurm scripts.

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