Shypd.aiThe largest open index of AI toolsModel Analyzer is a CLI tool for understanding the compute and memory requirements of Triton Inference Server models. It helps find optimal configurations for single, multiple, ensemble, or BLS models and generates detailed reports.
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Triton Model Analyzer is a command-line interface (CLI) tool designed to help users better understand the compute and memory requirements of models running on the Triton Inference Server. It assists in finding optimal configurations for various model types, including single, multiple, ensemble, and BLS models, on a given piece of hardware. The tool offers several search modes, such as Optuna Search for hyperparameter optimization, Quick Search for sparse exploration of batch size and instance group parameters, and Automatic/Manual Brute Search for exhaustive parameter sweeps. Model Analyzer also supports profiling Large Language Models (LLMs) and generates detailed and summary reports to highlight trade-offs between different model configurations. Users can apply QoS constraints to filter results based on specific latency or other performance requirements.
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