This document is relevant for: Inf1, Inf2, Trn1, Trn2, Trn3

Tutorials

Step by step guides for using Neuron Agentic Development agents and skills on real tasks.

Tutorial: Port a HuggingFace model using the Autoport skill

Walk through the full process of porting a HuggingFace model to NxD Inference using the Autoport agent. Covers parameter setup, invocation, and what to expect at each stage.

Tutorial: Port a GPU-compatible model to vLLM Neuron using the Autoport skill

Walk through porting a GPU-compatible model to the vLLM Neuron Trainium2 backend using the Autoport vLLM Neuron agent. Covers invocation, what happens at each phase, validation, and serving the result.

Tutorial: Validate a model port using the Equivalence skill

Walk through validating a ported model against its reference using the Equivalence agent. Covers R-ratio testing, fault localization, end-to-end accuracy verification, and validating vLLM Neuron ports.

This document is relevant for: Inf1, Inf2, Trn1, Trn2, Trn3