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View Code? Open in Web Editor NEWDoric is a column neural net and progressive neural net library built on pytorch.
License: MIT License
Doric is a column neural net and progressive neural net library built on pytorch.
License: MIT License
Hello,
I love using your library, however, I find it missing a feature that I need for my implementation. Namely, the package does not support different sizes of consecutive columns and so in order to solve this I want to add identity layers as place holders so each column is of the same size.
Would you instruct me on how to do this?
Thanks!
Hi could you please explain a bit on what does the third argument of ProgDenseBlock: numLaterals mean? As I added more layers in generateColumn by defining more ProgDenseBlock as explained in https://towardsdatascience.com/progressive-neural-networks-explained-implemented-6f07366d714d under 'Simple Example' section, as long as it is more than one hidden layer I would get 'index out of range' error. Could you elaborate on how is numLaterals related to the number of columns? They are clearly not the same as I could run 30 columns with numLaterals = 0 with no error for 1 hidden layer case (in the sample code numLaterals is also 0 for two-column example). Thank you so much.
With Python 3.10.6 i had a problem installing Doric via pip, on the dependency "pytorch".
I solved the problem downloading the .whl archive from pypi and changing the METADATA file at line 14, from:
Requires-Dist: pytorch
to:
Requires-Dist: torch
Then I recreated the .whl and installed with pip from local, and it works.
Hi, it seems the standard way of saving model does not work on prognet. Is there any specific way of doing so?
Thanks.
Hi, Thanks for putting in efforts to code the progressive nets. I have two questions:
backpropagation
method in the ProgColumn
class. Do you have any plans of implementing it?alpha
anywhere.I haven't run this code yet but in the getData() methods you have a latLists empty list that you assign to data["lateral_states"] and a similar variable latList in the for loop. I'm not a Python dev but seems like these should be the same variable. Is this correct?
latLists = []
for lat in self.laterals:
if lat is not None: latList = [l.state_dict() for l in lat]
else: latList.append(None)
data["lateral_states"] = latLists
return data
Line 341 in d1c0c35
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