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Hi,
at first, I'd like to thank you for the nice code.
I think I found a small error at line 188:
transient = min(int(inputs.shape[1] / 10), 100)
this is always 0 (for 1-dimensional inputs) as the time the dimension in the inputs is the 0-th one. So I think it should be 0 instead of 1.
The funny thing is that the performance gets worse if you introduce a transient. This is weird.
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