So what i've done is break the controller down. and only have it control one half of the body. Then run the inputs through it twice, but swapping the left and right leg on the second run.
This takes the number of connections down from:
Inputs:
15 bodies x 3 coords = 45
Hidden:
50
Output:
20
Input to Hidden = 45 x 50 = 2,250
Hidden to Output = 50 x 20 = 1,000
Total = 3,250
To:
Inputs:
45
Hidden:
25
Output:
12
Input to Hidden = 45 x 25 = 1,125
Hidden to Output = 25 x 12 = 300
Total = 1,425
Firstly this means both sides act the same (obviously not at the same time).
Secondly its easier to train a smaller network.
Thirdly computationally, even running the smaller network through twice only leads to 2,850 connections being considered.
Hope that works now, the new idea is below:
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