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montanalow avatar montanalow commented on August 30, 2024

@Guzzii This is something we've run into internally as well. The current work around is to set short_names = True, which will get you to hundreds, but probably not thousands of inputs.

What if encoders that share a common base name, followed by a number, e.g. 'sequence_1', 'sequence_2', 'sequence_3', ... 'sequence_n' were mapped into a single input of 'sequence' with shape(n), for all types where that is possible?

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Guzzii avatar Guzzii commented on August 30, 2024

Hi montanalow. I think it makes sense. Just want to make sure if I understand correctly. In this case, it would aggregate columns with shared base name sequence_col_{}, and encoder generated input like one_hot_{}, respectively.

sequence_col_{} -> sequence (input_shape=n_1)
one_hot_{} -> one_hot (input_shape=n_2)

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montanalow avatar montanalow commented on August 30, 2024

Correct. I think there will be a little bit of complexity around encoders that have a sequence_length like the Token encoder, because they will need to go to a 2D shaped input, but should still work in theory.

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metatron1973 avatar metatron1973 commented on August 30, 2024

Fraud inside this system

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