CLI tool for Triton Inference Server model optimization
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Triton Model Analyzer is a CLI tool designed to help users optimize the configuration of models running on the Triton Inference Server. It assists in understanding compute and memory requirements, targeting users who deploy and manage models on Triton, and aims to improve inference performance and resource utilization.
How It Works
The tool offers several search modes to explore configuration spaces, including Optuna (alpha) for hyperparameter optimization, Quick Search for heuristic exploration of batch size and dynamic batching, Automatic Brute Search for exhaustive parameter testing, and Manual Brute Search for custom sweeps. It supports various model types such as single, ensemble, BLS, multi-model, and LLMs, generating detailed reports on configuration trade-offs and QoS constraints.
Quick Start & Requirements
r24.12
for v1.47.0).Highlighted Details
Maintenance & Community
The project is part of the triton-inference-server
organization. Users are encouraged to report problems and ask questions via GitHub issues.
Licensing & Compatibility
The repository does not explicitly state a license in the provided README. Compatibility for commercial use or closed-source linking would require clarification of the licensing terms.
Limitations & Caveats
Model Analyzer support is deprecated and will be excluded from Triton Inference Server starting with version 25.05. The Optuna search mode is an alpha release.
15 hours ago
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