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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

This Repository is divided into following categories

Examples

Contain examples to use features of above SDKs

Type SDK Details Link
Model QNN - 2.10.40.4 Model - EnhancementGAN ReadMe
Model QNN - 2.10.40.4 Model - SESR 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 SNPE-2.12 Model-Accuracy-Mixed-Precision ReadMe
Model Conversion Guide SNPE-2.12 Model-Conversion-Layer-Replacement ReadMe
Model Conversion Guide SNPE-2.12 Model-Conversion-UDO-SELU ReadMe

Solutions

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

Type Solution SDK API Model ReadMe Demo
NLP Question Answering SNPE-2.7 Native API Electra-small ReadMe Demo
NLP Sentiment Analysis SNPE-2.7 Native API MobileBERT ReadMe Demo
Vision Object Detection SNPE-2.7 Java API Mobilenet SSD V2 ReadMe Demo
Vision Object Detection YoloNAS SNPE-2.12 Native API YoloNAS ReadMe Demo
Vision Image Super Resolution SNPE-2.7 Java API SESR XL ReadMe Demo
Vision Image Enhancement SNPE-2.7 Java API EnhancedGAN ReadMe Demo
Vision Pose Estimation SNPE-2-12 Native API YoloNAS + HRNet ReadMe Demo

Tools

Contain tools to simplify workflow

Tool SDK Details Link
PySNPE SNPE - 2.10 Python Interface to 'Qualcomm Neural Processing SDK for AI' tools ReadMe
snpe-docker SNPE - 2.10 Docker container for 'Qualcomm Neural Processing SDK for AI' ReadMe

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

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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