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
- Why GPUs Need Batching
- Configure Dynamic Batching in Triton
- Run Multiple Model Instances per GPU
- Profile and Tune Inference Latency