TensorRT-LLMs/benchmarks

TensorRT-LLM Benchmarks

Overview

There are currently three workflows to benchmark TensorRT-LLM:

• C++ benchmarks
  • The recommended workflow that uses TensorRT-LLM C++ API and can take advantage of the latest features of TensorRT-LLM.
• Python benchmarks
  • The Python benchmarking scripts can only benchmark the Python runtime, which do not support the latest features, such as in-flight batching.
• The Python benchmarking suite
  • This benchmarker is native to TensorRT-LLM and is a Python benchmarker for reproducing and testing the performance of TensorRT-LLM.
  • NOTE: This benchmarking suite is a current work in progress and is prone to large changes.