Deleting some layers from trained neural network model

I have trained a big neural network NN which has the structure [20 2 20] as shown in the first figure. After training, I wanna separate/copy/keep the first part of the network [20 2] and save its wights, biases, and connections as shown in the second figure. How can I do so?

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