Inference demo

The Inference demo describes the app integration process on NPU using the SqueezeNet under Caffe as an example.

Introduction

The app integration process on NPU includes model pre-processing, model loading, model inference, and model post-processing.

Check whether the Android studio development is ready. To build this demo, please first import the demo in the Android Studio.
Obtains the HiAI DDK version to determine whether the NPU is supported.
Determines whether an offline model can run on the current HiAI version.
If the offline model is incompatible with the HiAI DDK, try version compatibility by using the mixed-model online building API.
Before using a model, you need to load the model. The DDK supports both single-model and multi-model loading. In sync mode, the app layer loads the model by calling the loadModelSync function at the JNI layer. In async mode, the app layer loads the model by calling the loadModelAsync function at the JNI layer.
After the model is loaded, you can execute model inference. In sync mode, the app layer starts model inference by calling the runModelSync function at the JNI layer. In async mode, the app layer starts model inference by calling the runModelAsync function at the JNI layer.
After inference, the model inference result is returned to the app layer. In sync mode, the app layer obtains the inference result by calling the runModelSync function and implements model post-processing by calling the postProcess function. In async mode, the app layer obtains the inference result by calling the OnProcessDone function and implements model post-processing by calling the postProcess function.
Run the sample on your Android device or emulator.

Name		Name	Last commit message	Last commit date
Latest commit History 12 Commits
IRBuild		IRBuild
app		app
0copy.md		0copy.md
LICENSE		LICENSE
NPU_functionality_FAQ.md		NPU_functionality_FAQ.md
NPU_performance_guide.md		NPU_performance_guide.md
README.md		README.md
build.gradle		build.gradle
gradle.properties		gradle.properties
gradlew		gradlew
gradlew.bat		gradlew.bat
local.properties		local.properties
settings.gradle		settings.gradle