Why full-batch GD and not SGD?

[kirk86]

Hi I was wondering why we have to do full-batch GD and not SGD?
I've seen the same implementation in the paper and original repo. Any ideas?
If we turn the implementation here into minibatch-SGD autograd complains throwing errors. Any insights?