I am sure you know it but still, there is difference between datatype conversion from float to uint8. But essentially we want a quantizied int8. Most of the AI frameworks have such function so that the data is ready for edge devices, this is special type of conversion where scale down happens for a float datatype based on the precision range.

Tensorflow has tf.quantization.quantize() you can find more details here.