# Introduction

Source: [https://docs.qualcomm.com/doc/80-64748-1/topic/introduction.html](https://docs.qualcomm.com/doc/80-64748-1/topic/introduction.html)

This guide shows how to prepare and optimize the Stable Diffusion model to run on
            Snapdragon devices using the Qualcomm AI Stack. The (model optimization, model
            preparation, and model execution) Jupyter notebooks should be followed in order as the
            output from one is used by the next, for example the optimized model files are used in
            AI Engine Direct model preparation and the output context binaries are used when
            executing the model on the target Snapdragon device.

Note: 
The notebooks need to be downloaded to run on your local machine. To download the
            notebooks, click the download icon and select Notebook.

![](data:image/png;base64,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)

- **[AI Model Efficiency Toolkit Model Optimization for Snapdragon Devices](https://docs.qualcomm.com/doc/80-64748-1/topic/model_updates.html)**  

In this notebook you will learn how to optimize the Stable Diffusion model for         Snapdragon devices, including how to use the AI Model Efficiency Toolkit (AIMET) to apply         post-training quantization techniques to improve quantized model accuracy.
- **[Qualcomm AI Engine Direct Model Preparation](https://docs.qualcomm.com/doc/80-64748-1/topic/model_prep.html)**  

In this notebook you will learn how to prepare the optimized model to run on a         Windows on Snapdragon or Android device, including how to convert .onnx files to the Qualcomm AI Engine         Direct equivalent, generate Qualcomm AI Engine Direct model libraries, and generate Qualcomm         AI Engine Direct context binaries for use on Snapdragon devices.
- **[Qualcomm AI Engine Direct Model Execution](https://docs.qualcomm.com/doc/80-64748-1/topic/model_execution.html)**  

In this notebook you will learn how to execute the optimized and prepared model on a     Windows on Snapdragon or Android device, including how to run the models individually and as part of a     Stable Diffusion pipeline that executes given a user prompt.

Last Published: Apr 09, 2024

[Next Topic
AI Model Efficiency Toolkit Model Optimization for Snapdragon Devices](https://docs.qualcomm.com/bundle/publicresource/80-64748-1/topics/model_updates.md)