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After communications with a user (thanks Shadab), we found that if this code is run using Tensorflow-2, training the model does not lead to learning/convergence. In fact, error goes super-high, eg 90% on mnist.
On his same settings, simply downgrading to Tensorflow 1.13 (where the code was written) solves this and everything works like normal.
Please use Tensorflow-1 for now (I ve tested till 1.13).
I will try to make time and update my projects to TF2 in the next few months (hopefully Dec'19 + Jan'20). But maintaining all projects takes quite some time so please excuse delays.
Thank you,
Konstantinos
greninja
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