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Qualcomm® Innovators Development Kit - QIDK

Qualcomm® Innovators Development Kit (QIDK) provides sample applications to demonstrate the capability of Hardware Accelerators for AI, and Software AI stack.

This repository contains sample android applications, which are designed to use components from the following products:

  1. Qualcomm® Neural Processing SDK for AI Also referred to as SNPE
  2. Qualcomm® AI Engine Direct SDK Also referred to as QNN
  3. AI Model Efficiency Tool Kit (AIMET)
  4. AIMET Model Zoo
  5. [Android Studio]: (Download link: https://developer.android.com/studio/archive) The recommended version of Android Studio for compiling QIDK Android application is Android Studio Dolphin Version 2021.3.1 Beta 1

Contents of this repository are verified on Snapdragon 8 Gen2, Snapdragon 8 Gen3, Snapdragon 8 Elite, Snapdragon 8 Elite Gen5 platforms. If users want to try this content on other Qualcomm platforms - please do check with the support e-mail mentioned below.

This Repository is divided into following categories

QWA Course - AI on Qualcomm Innovators Development Kit

Qualcomm Wireless Academy has a free course on "AI on Qualcomm Innovators Development Kit".

Course Link : https://qwa.qualcomm.com/course-catalog/AI-on-QIDK

This course is geared toward AI application developers, university students, and AI enthusiasts. This course is applicable, even if a developer is AI SDK on Qualcomm platforms other than QIDK.

All QIDK deliverables are covered in this course in detail with hands-on lab sessions.

Download AI SDK

Please note the change in steps to download AI SDK (Steps in QWA course will be modified later) Users need to follow below procedure do download AI SDK.

  1. Download sdk from this link https://softwarecenter.qualcomm.com/api/download/software/sdks/Qualcomm_AI_Runtime_Community/All/2.35.0.250530/v2.35.0.250530.zip

Or

  1. Visit qpm.qualcomm.com

  2. Download AI SDK for Linux (Linux is the host platform for development, QIDK has Android as target platform)

    image

  3. Follow SDK documentation for setup, or refer to QWA course.

  4. Once SDK is setup, please revert back to QWA course for model conversion, and deployment.

Examples

Contain examples to use features of above SDKs

Type SDK Details Link
Model AI Engine Direct Model - EnhancementGAN ReadMe
Model AI Engine Direct Model - SESR ReadMe
Android App NA Python pre/post in Android App ReadMe

Model Enablement

Contains examples for :

  1. Using models, that are not directly supported with AI SDK
  2. Debug Quantizatin accuracy loss
Type SDK Details Link
Model Conversion Guide Neural Processing SDK Model-Accuracy-Mixed-Precision ReadMe
Model Conversion Guide Neural Processing SDK Model-Conversion-Layer-Replacement ReadMe
Model Conversion Guide Neural Processing SDK Model-Conversion-UDO-SELU ReadMe

Solutions

Contain end-to-end ready-to-run solutions

Type Solution SDK sdk version API Model ReadMe Demo
GenAI AI-Assistant Qualcomm AI Runtime (QAIRT) v2.40.0 Native API llama ReadMe Demo
NLP Question Answering Qualcomm AI Runtime (QAIRT) v2.40.0 Native API Electra-small ReadMe Demo
NLP Sentiment Analysis Qualcomm AI Runtime (QAIRT) v2.40.0 Native API MobileBERT ReadMe Demo
NLP ASR Qualcomm AI Runtime (QAIRT) v2.40.0 Native API Whisper ReadMe Demo
Vision QNN based Object Detection YoloNAS Qualcomm AI Runtime (QAIRT) v2.40.0 Native API YoloNAS ReadMe Demo
Vision Object Detection Qualcomm AI Runtime (QAIRT) v2.10.0 Java API Mobilenet SSD V2 ReadMe Demo
Vision Object Detection YoloNAS Qualcomm AI Runtime (QAIRT) v2.40.0 Native API YoloNAS ReadMe Demo
Vision Image Super Resolution Qualcomm AI Runtime (QAIRT) v2.40.0 Java API SESR XL ReadMe Demo
Vision Image Enhancement Qualcomm AI Runtime (QAIRT) v2.40.0 Java API EnhancedGAN ReadMe Demo
Vision Pose Estimation Qualcomm AI Runtime (QAIRT) v2.40.0 Native API YoloNAS + HRNet ReadMe Demo
Vision Detection Transformer Qualcomm AI Runtime (QAIRT) v2.40.0 Native API DETR ReadMe Demo

Tools

Contain tools to simplify workflow

Tool SDK Version Details Link
PySNPE Neural Processing SDK - Python Interface to SDK tools ReadMe
snpe_qnn_docker Neural Processing SDK
&
AI Engine Direct
2.40.0+ Docker container for SDK ReadMe
snpe-helper Neural Processing SDK - Python wrapper for C++ API ReadMe

Report Issues

All deliverables were periodically verified on latest Qualcomm AI Stack SDK releases. Please report any issues in issues section of GitHub repository.

Pls write to [email protected] for any questions/suggestions

Team

Qualcomm Innovators Development Kit (QIDK) software repository is a project maintained by Qualcomm Innovation Center, Inc.

License

Please see the LICENSE for more details.

Qualcomm Neural Processing SDK, and Qualcomm Innovators Development Kit are products of Qualcomm Technologies, Inc. and/or its subsidiaries. AIMET is a product of Qualcomm Innovation Center, Inc.

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