Examples

How to get the examples

Users can get the example code after downloading and unzipping quark.zip (referring to Installation Guide). The example folder is in quark.zip.

Directory Structure of the ZIP File:

+ quark.zip
   + quark.whl
   + examples    # HERE IS THE EXAMPLES
      + torch
         + language_modeling
         + diffusers
         + ...
      + onnx
         + image_classification
         + language_models
         + ...
   + ...

Examples of Quark for Pytorch

• Language Model Quantization & Export

• Diffusion Model Quantization & Export

• Vision Model Quantization using Quark FX Graph Mode

• Extension for Pytorch-light (AMD internal project)

• Extension for Brevitas

Examples of Quark for ONNX

• Image Classification Quantization

• Dynamic Quantization

• Fast Finetune AdaRound

• Fast Finetune AdaQuant

• BFP Quantization

• Mixed Precision

• Cross-Layer Equalization