What are some examples of quantization in TensorFlow.js?

What are some examples of quantization in TensorFlow.js?

Quantization in TensorFlow.js helps reduce model size and improve performance. Examples include using the tf.quantization module to convert models to lower precision.

Can you show me a code snippet for quantizing a model?

Sure! Here's a simple example:

const model = await tf.loadLayersModel('model.json');
const quantizedModel = tf.quantization.quantizeModel(model, {dtype: 'int8'});

What are the benefits of quantization?

The benefits include reduced model size, faster inference times, and lower memory usage, making it ideal for web applications.

Are there any limitations to quantization?

Yes, quantization can lead to a slight decrease in model accuracy, especially if not done carefully. It's important to evaluate the trade-offs.