Confusion about Two-Phase Encoding

[Chris]

I'm new to diffusion models and trying to grasp the purpose behind the two-phase encoding process in ddpm.py.

Could someone explain why there's need to have encode_first_stage and encoder_posterior encoding steps for the input image (batch['image'])?

Why the need for two encoding phases? Clear insights into this design decision would greatly aid my understanding.

Thanks for your help!