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.