AI Application Development & Deployment

This chapter is based on the official APLUX AI toolchain and provides a detailed introduction to the A8550MA1 SOM module's software stack architecture, core SDK usage, online toolchain operations, basic inference examples, LLM service deployment, and RAG knowledge base application development workflows.

AI Software Stack Overview

Software Stack Overview & Architecture

Overall distributed architecture, core openness boundaries, and AI software stack overview

Development Environment Setup

Configure AI development environment, install SDK and dependencies

Core AI SDK Toolchain

AidLux SDK core capabilities and local toolchain usage

APLUX Online AI Toolchain

Online model conversion, quantization, and deployment platform guide

Basic AI Inference Examples

Practical basic inference tasks such as image classification and object detection

LLM Service Deployment

Local deployment and API-based invocation of large language models

RAG Knowledge Base Application Deployment

Retrieval-Augmented Generation (RAG) and private knowledge base construction

Typical Scenario Demos

On-device AI application integration demos and scenario-based practice

FAQ & Solutions

Common issues and solutions during AI development