Hello,
I’m trying to understand the 4 equations described in the Pix2Pix paper, section 3.1  Objective, and its implementation in the C3W2B assignment.

Equation 4 is the step 4) described in the assingment, inside the cell UNQ_C2 that implements the get_gen_loss function

I think equation 3 is the reconstruction loss, step 3) in the cell UNQ_C2, and in this case y in the equation refers to real in the get_gen_loss function parameters, with G(x,z) as the fake image generator, x refers to the condition parameter of the get_gen_loss function, and z is the noise
Let’s assume the interpretation above is correct.
Other than that, I’m having difficulty in understanding the equation 1) and how the terms, and values x,y,z are interpreted in the get_gen_loss function.
Many thanks in advance for any explanation or links to clarifications elsewhere.