Why it matters

TRT-LLM gets peak NVIDIA perf. Understanding shapes serving choice.

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The architecture

Engine build per model.

In-flight batching (continuous).

Custom kernels.

FP8 on H100.

TensorRT-LLM stackModel buildengine compilationIn-flight batchingcontinuousFP8 supportH100 optimizedTriton Inference Server + TRT-LLM backend is common production combo
TRT-LLM.
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How it works end to end

Build engine ahead of time.

Optimized for target GPU.

Integration with Triton Inference Server.

NVIDIA-only.