Inference

Triton Inference Server

Quick Answer

NVIDIA's inference server supporting multiple frameworks and models with advanced scheduling.

Triton is NVIDIA's production inference server supporting PyTorch, TensorFlow, ONNX, and custom backends. It provides dynamic batching, model versioning, and multi-GPU support. Triton handles complex deployment scenarios. It's used in production by many organizations. Triton supports Ensemble models (multiple models together). Configuration requires understanding scheduling. Triton is powerful but complex.

Last verified: 2026-04-08

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