Deploy decision models with llama.cpp on Amazon SageMaker AI
TL;DR
Learn how to deploy decision models with llama. cpp on Amazon SageMaker AI. This technical how-to serves OpenAI-compatible chat completions with the AWS Deep Learning Container for llama. cpp, then extends the runtime with SemIf to return probabilities over declared options on CPU or GPU.
Nauti's Take
Start with a small option set and run identical inputs on both CPU and GPU. Before wiring this into routing or approval workflows, measure latency, probability calibration, and how the system handles ambiguous cases.
Summary
Learn how to deploy decision models with llama. cpp on Amazon SageMaker AI.
This technical how-to serves OpenAI-compatible chat completions with the AWS Deep Learning Container for llama. cpp, then extends the runtime with SemIf to return probabilities over declared options on CPU or GPU.
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