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Build a Triton Server

Wrapping a model in a server turns it into something other programs can call over the network.

Key Insight​

Triton Inference Server is NVIDIA's production server for hosting models. It loads your model, exposes it over HTTP, and handles batching and multiple model versions, so clients can send inputs and get predictions back over the network.

Why This Matters​

In production, a model rarely runs in the same process as the application using it. A serving framework like Triton turns your model into a network service with batching, versioning, and monitoring built in.