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Easier Ways to Test AI Models on Clusters

July 21, 2026
Easier Ways to Test AI Models on Clusters

Testing AI models on clusters is often messy and hard to repeat. NVIDIA built a framework called srt-slurm to solve this. It turns simple setup files into reliable testing workflows for your hardware.

Our latest guide shows you how to set this up using Google Colab. You will learn how to turn configuration files into active tests. We cover everything from your first dry run to custom recipes.

You will also learn how to model split systems for prefill and decode tasks. This helps you find the best balance between speed and efficiency for your specific deployment needs.

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