TensorRT Model Optimizer

Getting Started

Overview
Installation
Quick Start: Quantization
Quick Start: Pruning
Quick Start: Distillation
Quick Start: Sparsity

Guides

Quantization
Pruning
NAS
Distillation
Sparsity
Saving & Restoring
Speculative Decoding

Deployment

TensorRT-LLM Deployment

Examples

All GitHub Examples
ResNet20 on CIFAR-10: Pruning
HF BERT: Prune, Distill & Quantize

Reference

Model Optimizer Changelog
modelopt API
- deploy
- onnx
- torch
  - distill
    - config
    - distillation
    - distillation_model
    - loss_balancers
    - losses
    - mode
    - plugins
    - registry
  - export
  - nas
  - opt
  - prune
  - quantization
  - sparsity
  - speculative
  - trace
  - utils

Support

Contact us
FAQs

TensorRT Model Optimizer

modelopt API
torch
distill
registry
View page source

registry

A dynamic module registry that holds information about available DynamicModules for Distillation-related purposes.

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