* Add Encoder model to torch2coreml for image2image

and later for in-paining

* diagonal test with randn

* Revert "diagonal test with randn"

This reverts commit 270afe1bb970c9413d3c3c9d09c0bd4f2dcbfa19.

* readme updates for encoder

* pr comments