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@rosenrodt rosenrodt commented Oct 6, 2025

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Description

  • More performant kernels. mxfp8 x mxfp4 sees the most boost from more kernel configs. Other precisions might observe slight increase in perf from optimized TMA load/store.
  • Autotuner chooses from multiple runner instances of varying tileN sizes. Was choosing from heursitically determined tileN. WARNING: this increases autotuning time.
  • Autotuner must tune with non-0 value tensor. randint(-5, 5) appears to report benchmark result more accurately than randn().

GPT-OSS-120b TP1

Baseline Updated cubin Update cubin + autotune tileN with randint()
Concurrency TPS/user TPS/user Gain over baseline TPS/user Gain over baseline
1 404.158 406.8676 1.01 397.50 0.98
4 291.7377 283.3793 0.97 292.608 1.00
8 216.3125 217.2664 1.00 232.50 1.07
16 176.0417 177.4137 1.01 183.84 1.04
32 133.4404 134.2653 1.01 140.10 1.05
64 100.7758 101.5539 1.01 110.70 1.10
128 71.9943 72.9801 1.01 81.49 1.13
256 51.6263 56.8874 1.10 55.43 1.07
512 33.9069 36.7009 1.08 35.99 1.06
1024 18.7652 20.2948 1.08 19.80 1.06

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@rosenrodt rosenrodt changed the title [None][perf] Update TRTLLM MoE MxFP4 cubins [None][feat] Update TRTLLM MoE MxFP4 cubins Oct 6, 2025
@rosenrodt rosenrodt changed the title [None][feat] Update TRTLLM MoE MxFP4 cubins [None][feat] Update TRTLLM MoE MxFP4 cubins Oct 6, 2025
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…rtllm batchedGemm config.json

Signed-off-by: Anthony Chang <[email protected]>
@rosenrodt rosenrodt force-pushed the update-trtllm-moe-cubins branch from af27ef9 to 6fd1909 Compare October 7, 2025 01:19
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@rosenrodt rosenrodt changed the title [None][feat] Update TRTLLM MoE MxFP4 cubins [None][feat] Update TRTLLM MoE MxFP4 cubins; autotune tileN Oct 8, 2025
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