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++ runtimes that orchestrate the inference execution in a performant way.
☆12,938Updated this week
Alternatives and similar repositories for TensorRT-LLM
Users that are interested in TensorRT-LLM are comparing it to the libraries listed below
Sorting:
- SGLang is a high-performance serving framework for large language models and multimodal models.☆23,658Updated this week
- A high-throughput and memory-efficient inference and serving engine for LLMs☆71,234Updated this week
- Transformer related optimization, including BERT, GPT☆6,394Mar 27, 2024Updated last year
- Fast and memory-efficient exact attention☆22,361Updated this week
- FlashInfer: Kernel Library for LLM Serving☆5,009Updated this week
- The Triton TensorRT-LLM Backend☆926Feb 20, 2026Updated last week
- LMDeploy is a toolkit for compressing, deploying, and serving LLMs.☆7,618Updated this week
- Development repository for the Triton language and compiler☆18,460Feb 22, 2026Updated last week
- Ongoing research training transformer models at scale☆15,242Feb 21, 2026Updated last week
- Large Language Model Text Generation Inference☆10,774Jan 8, 2026Updated last month
- NVIDIA® TensorRT™ is an SDK for high-performance deep learning inference on NVIDIA GPUs. This repository contains the open source compone…☆12,723Updated this week
- The Triton Inference Server provides an optimized cloud and edge inferencing solution.☆10,393Updated this week
- [MLSys 2024 Best Paper Award] AWQ: Activation-aware Weight Quantization for LLM Compression and Acceleration☆3,441Jul 17, 2025Updated 7 months ago
- LightLLM is a Python-based LLM (Large Language Model) inference and serving framework, notable for its lightweight design, easy scalabili…☆3,901Feb 20, 2026Updated last week
- DeepSpeed is a deep learning optimization library that makes distributed training and inference easy, efficient, and effective.☆41,648Updated this week
- CUDA Templates and Python DSLs for High-Performance Linear Algebra☆9,315Updated this week
- A library for accelerating Transformer models on NVIDIA GPUs, including using 8-bit and 4-bit floating point (FP8 and FP4) precision on H…☆3,170Feb 21, 2026Updated last week
- Mooncake is the serving platform for Kimi, a leading LLM service provided by Moonshot AI.☆4,795Feb 22, 2026Updated last week
- Accessible large language models via k-bit quantization for PyTorch.☆7,997Updated this week
- 📚A curated list of Awesome LLM/VLM Inference Papers with Codes: Flash-Attention, Paged-Attention, WINT8/4, Parallelism, etc.🎉☆5,022Updated this week
- An easy-to-use LLMs quantization package with user-friendly apis, based on GPTQ algorithm.☆5,026Apr 11, 2025Updated 10 months ago
- MII makes low-latency and high-throughput inference possible, powered by DeepSpeed.☆2,095Jun 30, 2025Updated 8 months ago
- LLM inference in C/C++☆95,726Updated this week
- Medusa: Simple Framework for Accelerating LLM Generation with Multiple Decoding Heads☆2,708Jun 25, 2024Updated last year
- A unified library of SOTA model optimization techniques like quantization, pruning, distillation, speculative decoding, etc. It compresse…☆2,031Updated this week
- A scalable generative AI framework built for researchers and developers working on Large Language Models, Multimodal, and Speech AI (Auto…☆16,807Updated this week
- A Datacenter Scale Distributed Inference Serving Framework☆6,154Updated this week
- Hackable and optimized Transformers building blocks, supporting a composable construction.☆10,353Feb 20, 2026Updated last week
- 🤗 PEFT: State-of-the-art Parameter-Efficient Fine-Tuning.☆20,678Updated this week
- AutoAWQ implements the AWQ algorithm for 4-bit quantization with a 2x speedup during inference. Documentation:☆2,314May 11, 2025Updated 9 months ago
- [ICLR 2024] Efficient Streaming Language Models with Attention Sinks☆7,187Jul 11, 2024Updated last year
- Universal LLM Deployment Engine with ML Compilation☆22,061Feb 18, 2026Updated last week
- Train transformer language models with reinforcement learning.☆17,460Updated this week
- Unified Efficient Fine-Tuning of 100+ LLMs & VLMs (ACL 2024)☆67,659Updated this week
- Tensor library for machine learning☆14,152Updated this week
- High-speed Large Language Model Serving for Local Deployment☆8,729Jan 24, 2026Updated last month
- FlashMLA: Efficient Multi-head Latent Attention Kernels☆12,505Feb 6, 2026Updated 3 weeks ago
- Fine-tuning & Reinforcement Learning for LLMs. 🦥 Train OpenAI gpt-oss, DeepSeek, Qwen, Llama, Gemma, TTS 2x faster with 70% less VRAM.☆52,724Updated this week
- Simple and efficient pytorch-native transformer text generation in <1000 LOC of python.☆6,184Aug 22, 2025Updated 6 months ago