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TensorRT Edge-LLM

TensorRT Edge-LLM

Table of Contents

Getting Started

Overview
Supported Models
Installation
Quick Start Guide
Limitations and Known Issues

Examples

VLM (Vision-Language Model) Inference
Speculative Decoding
Phi-4-Multimodal
ASR (Automatic Speech Recognition)
MoE (Mixture of Experts)
TTS (Text-to-Speech)

Features

LoRA (Low-Rank Adaptation)
Vocabulary Reduction
FP8 KV Cache
System Prompt Cache

Input & Chat Format

Input JSON Format
Chat Template Format

Software Design

Python Export Pipeline
Engine Builder
C++ Runtime Overview
LLM Inference Runtime
LLM Inference SpecDecode Runtime

Customization

Customization Guide
TensorRT Plugins Guide

Testing

Code Coverage with SonarQube

APIs

Python API Reference
C++ API Reference

Quick Links

Releases
GitHub
Roadmap

C++ API Reference
Kernels Module
Dequantize

Dequantize#

Warning

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Dequant

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EAGLE Accept Kernels

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Last updated on March 14, 2026.

This page is generated by TensorRT-Edge-LLM commit d71c009.