TensorFlow-2.x-Quantization-Toolkit

Toolkit

• Installation
• Basics
• Getting Started: End to End

Tutorials

• Full Network Quantization
• Partial Network Quantization
• Partial Network Quantization: Specific Layer Class

Examples

• ResNet50 V1
• Model Zoo Results

Advanced Features

• Add New Layer Support
• Add Custom QDQ Insertion Case

API Reference

• tensorflow_quantization
• tensorflow_quantization.quantize_model
• tensorflow_quantization.QuantizationSpec
• tensorflow_quantization.CustomQDQInsertionCase
• tensorflow_quantization.BaseQuantizeWrapper
• tensorflow_quantization.utils

Quantization Theory

• Introduction to Quantization
• Quantization Aware Training (QAT)