Hi Chandan,
I don’t have the answers but these videos might give you some insights:

TensorFlow from the ground up (ML Tech Talks) - YouTube 4
tf.function and Autograph (TF Dev Summit ‘19) - YouTube 1

more in-depth info you can find in these videos on this list: Inside TensorFlow 2