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Validating Distributed LLM Serving Benchmarks with NVIDIA srt-slurm, SLURM Recipes, Parameter Sweeps, and Pareto Analysis

Validating Distributed LLM Serving Benchmarks with NVIDIA srt-slurm, SLURM Recipes, Parameter Sweeps, and Pareto Analysis

A tutorial demonstrates NVIDIA’s srt-slurm framework for creating reproducible SLURM workflows for distributed LLM serving benchmarks. It covers YAML-based configuration with srtctl, cluster setup, built-in and custom recipes, disaggregated prefill/decode deployments, parameter sweeps, and Pareto analysis.

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