Some miscellaneous questions. about pydens HOT 1 CLOSED

Hey, @adsmendesdaniel!

Let's start with the structure of the network. In fact, the default network architecture depends on the dimensionality of the problem. For, say, 2-dimensional pde-problem, the network will have a layout of

fa Rfa+

which stands for a fully connected network with skip-connection (R for start of the skip and + for the end); while for the 3-dimensional pde-problem, there will be an additional skip-block:

fa Rfa+ Rfa+

Note also, that whenever the default architecture is used, the width of the network can be regulated by a parameter layer_size:

dg = Solver(config, layer_size=15) 

As for the second part of your question: yes, it can be done as follows:

path = './'
dg.model.save(path)
dg_loaded = Solver(config) # the same config that was used for the original model initialization
dg_loaded.model.load(path)

Of course, it's not very pretty right now. Expect a better loading procedure soon!

Best,
Alex.

from pydens.