Feature: Mutable Autoencoder

[DiogenesAnalytics]

Problem

Might be good to have a single autoencoder class that is completely customizable (i.e. you can not only configure the layer parameters, but also change the layer type).

Solution

The tentative solution:

from .base import BaseLayerParams
from .base import BaseAutoencoder

class MutableLayerParams(BaseLayerParams):
    pass

class MutableAutoencoder(BaseAutoencoder):
    pass

[DiogenesAnalytics]

Idea: Mutate Method

Might be interesting to a have a method called mutate() that changes the layer parameters/type in a meaningful way in order to "evolve" the autoencoder architecture ...

Code

def mutate(self) -> MutableLayerParams:
    """Mutate layer parameters in order to aid evolution of autoencoder."""
    pass