MilesCranmer / symbolic_deep_learning

Code for "Discovering Symbolic Models from Deep Learning with Inductive Biases"

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Getting back 0 std messages from own data

SalmonPenny opened this issue · comments

Dear @MilesCranmer and team,

I am using this repo for a school project and am experiencing an annoying issue. When I implement my own data, I sometimes get back 0 std messages. All e(number) messages have the same value per column. I've just ran the same code twice in a row and once I got back all 0's and now I do get back non-zero numbers.

These are from small tests with only 1 epoch, but when I ran the code for 50 epochs earlier I got back 0's. This is very annoying since I always have to wait a long time for the code to finish.

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Is there something I could do to avoid this issue? Maybe something to do with the data itself? Or a hyperparameter?

Best regards,
L.W.