Loss is 1 but gradients are zero

[mMagmer]

What are hooks used for?

You could pass a function as the hook to register_hook, which will be called every time the gradient is calculated. This might be useful for debugging purposes, e.g. just printing the gradient or its statistics, or you could of course manipulate the gradient in a custom way, e.g. normalizing it somehow etc.