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SGLang vs vLLM on DeepSeek-V4-Flash (H200, TP=8)

Summary

  • Model: /data/models/DeepSeek-V4-Flash
  • Hardware: 8x NVIDIA H200 143GB
  • Tensor Parallelism: 8
  • Benchmark client: sglang.bench_serving
  • SLO reference: S2 tier (TTFT P95 < 3s, TPOT < 50ms)

Side-by-side results

Scenario Backend Conc Input Output Req/s OutTok/s TTFT P95(ms) TTFT P99(ms) TPOT Mean(ms) TPOT P95(ms) TPOT P99(ms) E2E P99(ms) SLO
c2_i262144_o4096 sglang 2 262144 4096 0.07 165.58 9734.97 10056.38 9.32 12.82 13.41 38983.24 ⚠️
c2_i262144_o4096 vllm 2 262144 4096 0.08 180.27 8742.36 9023.10 8.64 11.56 12.05 35853.05 ⚠️

Notes

  • SLO check uses TTFT P95 and TPOT mean (the same criteria as docs/SLO_STANDARDS.md).
  • A ⚠️ indicates one of the two metrics is out of target; indicates both are out.