Triton Inference Server for LLM

Why it matters

Triton IS is enterprise production standard. Understanding shapes serving.

The architecture

Model repository.

Backends: TRT, PyTorch, ONNX, Python, TRT-LLM.

Dynamic batching + ensembles.

How it works end to end

Config per model.

Dynamic batching + preferred sizes.

Model ensembles: pipeline models.

gRPC + HTTP.