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MoE VLM Serving on Kimi-VL-A3B BF16, 64 experts, top-8

11.81Throughput (tok/s)WiSP
7.86848.89179.91510.9383Jun 20, 2026

Evaluation results

MethodLinks
WiSPSetting=SIM, GPU budget=≈10.7 GiB, cap amount=82026.0611.811.21
Naive baselineSetting=SIM, GPU budget=≈10.7 GiB, offload amount=242026.069.76—
WiSPSetting=SIM, GPU budget=≈16.7 GiB, cap amount=82026.069.441.18
Naive baselineSetting=SIM, GPU budget=≈16.7 GiB, offload amount=202026.068.02—