Validate output based on user-defined algorithm

[MaxMuehlbauer]

I have an input with size 76 and an output of size 6, where the output basically consists of:

• a1
• b1
• a2
• b2
• a3
• b3

Although the network is quite good at it from the training, there are some fixed rules, that must always apply to the output. I think when it was somehow possible to check during training that these rules apply, the training outcome would be even better.

The rules are (so you get an idea; in pseudo code):

• a1 <= a2 <= a3
• b1 <= b2 <= b3
• if (Math.abs(a1 - b1) >= 1) { a1 === a2 === a2 && b1 === b2 === b3 }
• if (Math.abs(a2 - b2) >= 1) { a2 === a3 && b2 === b3 }

Is it somehow possible to achieve this? Does it even make sense to you?