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Hi,
First, thanks for your work :)
Second, I tried to use your code without any changes for test purposes,, but result isn't good.
Output of python rnn_tf.py saved\model.ckpt "The "

It's a normal result for default configuration or not?
Btw, one time I tried to clear saved folder, and after train file model.ckpt didn't create, only checkpoint/index/meta/data files. It's right behavior or I missed something?
My env:
Windows 10 x64
Python 3.5.2
Tensorflow GPU 1.1.0 (works with GeForce GTX 950M)
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