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ryanwebster90 avatar ryanwebster90 commented on September 1, 2024

With a compiled autoNN network, is it possible to insert layers, such as adding dropouts, or removing pooling layers etc?

Editing a network should happen before compilation. So, if you'd like to convert from SimpleNN to AutoNN and then add layers, you could use Layer.fromCompiledNet, e.g.

% convert a SimpleNN to AutoNN
net = Net(simple_nn_net);

% decompile into layers
last_layer = Layer.fromCompiledNet(net);

all_layers = last_layer.find();

As for layer insertion, it should definitely be possibly, something like this might work

% append relu onto insert_layer
insert_layer = vl_nnrelu(prev_layer);

% fix inputs of subsequent layers
next_layer.inputs{1} = insert_layer;

where "prev_layer" is the desired layer for insertion. Then recompile the network after the network has been modified.

from autonn.

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