for loop to add layers with multiple choices is not working

Hi,

I was looking for examples about how to add multiples layers using a for loop and I got something similar to this code (line 85). Did you notice the for loop is not working how it suppose to be? I mean, I want that depending on the choice in range add some layers with a different choice for each layer but instead, I’m getting yeah multiple layers but all of them with the same choice.

Here an example of the results I got after running minimize:

model = Sequential([
    # first layer out of the loop:
    layers.Conv2D(filters=256, kernel_size=(4, 4), activation='tanh', input_shape=(128, 128, 3)),
    layers.MaxPool2D(pool_size=(2,2)),
    layers.Dropout(0.7139834391535448),

   # second layer in the loop after for _ in range(2):
    layers.Conv2D(filters=128, kernel_size=(3, 3), activation='relu'), # << same filter and kernel
    layers.MaxPool2D(pool_size=(2,2)),
    layers.Dropout(0.48363463144260765), # << same dropout

    # third layer in the loop
    layers.Conv2D(filters=128, kernel_size=(3, 3), activation='relu'), # << same filter and kernel
    layers.MaxPool2D(pool_size=(2,2)),
    layers.Dropout(0.48363463144260765), # << same dropout

    layers.Flatten(),
    layers.Dense(256, activation='relu'),
    layers.Dropout(0.7692559015213345),
    layers.Dense(5, activation='sigmoid', name='predict')

What am I doing wrong? or shouldn’t I use a loop at all? Thanks!

Regards, David Molina

[deKeijzer]

@virtualdvid The last thing you could try is running my code and try to figure out if that works. A simple git clone should do, as everything (including the data) is in the repository. Unfortunately i’m unable to test the code myself due to some trouble with my current GPU setup. I thought the loops were working, but i might as well have not noticed it to be faulty. The code had been written in quite the hurry… Sorry to not be able to help you any further.

Good luck!

[virtualdvid]

@deKeijzer it works exactly the same, I just put it into a variable to get a “custom” name, you know hyperas named things in a confusing way.