Home Projects TensorRT-LLM
TensorRT-LLM
Python

TensorRT-LLM

TensorRT LLM provides users with an easy-to-use Python API to define Large Language Models (LLMs) and supports state-of-the-art optimizations to perform inference efficiently on NVIDIA GPUs. TensorRT LLM also contains components to create Python and C++ runtim

by NVIDIA · GitHub
Stars
Forks
Created
Last commit
Category
Language
blackwellcudallm-servingC++/Python
View on GitHub
In plain words

TensorRT-LLM compiles models into highly optimized NVIDIA kernels with in-flight batching, quantization and multi-GPU tensor parallelism — the reference for squeezing maximum tokens per second from NVIDIA hardware.

You maintain this project?

Claim its page: indexed whatever its rank, translated into six languages, and enriched with what you write yourself.

Claim this page →
TensorRT-LLM — GitHub preview card
📈 Star history
15k14k
2026-07-122026-08-31
📈 Track TensorRT-LLM

Get an email alert on its next release or when it starts trending — never miss the moment.

Free · no card · unsubscribe anytime
Get email alerts →
📄 About

TensorRT LLM provides users with an easy-to-use Python API to define Large Language Models (LLMs) and supports state-of-the-art optimizations to perform inference efficiently on NVIDIA GPUs. TensorRT LLM also contains components to create Python and C++ runtim

TensorRT-LLM has 14.5k stars on GitHub. It has been forked 2.7k times. TensorRT-LLM is written mainly in C++/Python. It has been in active development since 2023. Its main topics are blackwell, cuda, llm-serving, moe.

Read the full guide
Frequently asked questions

What is TensorRT-LLM?

TensorRT LLM provides users with an easy-to-use Python API to define Large Language Models (LLMs) and supports state-of-the-art optimizations to perform inference efficiently on NVIDIA GPUs. TensorRT LLM also contains components to create Python and C++ runtim

Is TensorRT-LLM open source?

TensorRT-LLM is an open-source project.

Is TensorRT-LLM free?

Yes. TensorRT-LLM is free and open source — you can use, modify and self-host it.

What language is TensorRT-LLM written in?

TensorRT-LLM is written mainly in C++/Python.

🏅 Maintainer of this project?
olud.ai badge — TensorRT-LLM

Add this live badge to your README — your GitHub stars and directory rank, refreshed daily.

[![olud.ai](https://olud.ai/badge.php?tool=nvidia-tensorrt-llm)](https://olud.ai/project/nvidia-tensorrt-llm.html)
More badge options →
🧬 Shares DNA with🧬 View the DNA map →

Measured from GitHub topics shared by both projects, weighted by how rare each topic is.