Global Performance Tuner
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Headlines · 2
- TensorRT 11.1 tuner details model-specific inference optimization
NVIDIA Technical Blog details the architecture and best practices of the Global Performance Tuner, an automatic, accuracy-aware performance-tuning feature released in TensorRT 11.1. It represents alternative compiler scheduling strategies as searchable build routes made from combinations of compiler knob values, then selects the fastest measured engine that meets the user-defined accuracy boundary. NVIDIA recommends re-tuning when the model, input shapes, target GPU, software stack or relevant TensorRT version changes.
NVIDIA Technical Blog · 🔥 0 - NVIDIA details TensorRT Global Performance Tuner
NVIDIA Technical Blog explains the Global Performance Tuner, an automatic performance-tuning feature released in TensorRT 11.1. The tuner searches customizable compiler build routes, validates candidates against an accuracy tolerance, measures end-to-end inference performance, and selects the fastest feasible solution. NVIDIA says this approach addresses model- and deployment-dependent scheduling effects that individual kernel benchmarks cannot reveal.
NVIDIA Technical Blog · 🔥 0
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