Advanced45 min
Model Quantization Guide
Reduce model size and improve inference speed with quantization
Last updated: 2025-01-09
Prerequisites
- Model optimization knowledge
- PyTorch or TensorFlow
- Performance profiling
1. Choose Quantization Method
Select between post-training quantization or quantization-aware training.
2. Apply Quantization
Use tools like GPTQ or AWQ to quantize your model to 4-bit or 8-bit precision.
3. Benchmark Performance
Compare inference speed and accuracy between original and quantized models.