cannot run test model perfectly

[hanchun24]

I tried to run the test model which I had trained before, but I failed.
The results all seemed noise after 'generate()' function.
I had check the input z_r, they were numbers between -1~1. (It's correct.)
I also print the tensors and variables from checkpoint files, they had numbers inside.
Is there any one can help me? thanks!!