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MLOps Academy · Lesson

Profile and Tune Inference Latency

Use perf_analyzer to find the sweet spot.

Tune by Measuring

You cannot tune what you do not measure. Before changing settings, capture real latency and throughput numbers under load you trust. 📏

Meet perf_analyzer

Triton ships with perf_analyzer, a tool that hammers your model with requests and reports latency and throughput so you can compare configs.

All lessons in this course

  1. Why GPUs Need Batching
  2. Configure Dynamic Batching in Triton
  3. Run Multiple Model Instances per GPU
  4. Profile and Tune Inference Latency
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