3. Quick Start

This section brings you the descriptions of QAT and PTQ Introduction and Algorithm Model PTQ + On-board Deployment Quick Start , provides you with a brief introduction to both PTQ and QAT schemes. And provides a quick start example of algorithm model quantization + on board using PTQ scheme.

• 3.1. QAT and PTQ Introduction
• 3.2. Algorithm Model PTQ + On-board Deployment Quick Start
  • 3.2.1. Floating-point Model Preparation
  • 3.2.2. Model Verification
  • 3.2.3. Model Conversion
    • 3.2.3.1. YAML Configuration File
    • 3.2.3.2. Pre-processing Calibration Data
    • 3.2.3.3. Model Conversion
  • 3.2.4. Fast Performance Verification
    • 3.2.4.1. Static Performance Evaluation
    • 3.2.4.2. Dynamic Performance Evaluation
  • 3.2.5. Accuracy Verification
    • 3.2.5.1. Development Machine Python Environment Verification
    • 3.2.5.2. Development Board C++ Environment Verification
      • 3.2.5.2.1. Model Deployment
      • 3.2.5.2.2. AI-Benchmark
  • 3.2.6. Application Development