There are currently two workflows to benchmark TensorRT-LLM:

• trtllm-bench
  • trtllm-bench 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.
• C++ benchmarks
  • The recommended workflow that uses TensorRT-LLM C++ API and can take advantage of the latest features of TensorRT-LLM.