Log of sigmoid function

Thank you for all the information provided in this post.

Would the a sum of log(1/(1+exp(-z))) be consistent with the geometric programming principle and accepted by CVX?

More specifically I am interested in solving a problem with the following formulation:

Can it be translated into CVX?