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I would like first of all to thank you for this outstanding work. Really helped a lot.
It took me two days of work to diagnose a problem I had.
I tried resetting the current graph and trying to redefining it, nothing I was doing was working until I found this function hidden in the tensorlayer library: tl.layers.clear_layers_name().
Maybe, tl.layers.clear_layers_name() automatically triggered when the default graph is changed, at least it should be mentioned and highlighted in the documentation. I really wasted many hours trying to figure this out.