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A project for processing neural networks and rendering to gain insights on the architecture and parameters of a model through a decluttered representation.

License: MIT License

Python 89.96% GLSL 9.88% Dockerfile 0.16%
neural-networks visualization rendering-engine opengl neural-network virtual-reality vr

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nn_vis's Issues

Make tool work for variable number of classifications

For making the tools work for more types of neural networks the shaders/code that are until now fixed on 10 output classes of a neural network instead dynamic.

  • dynamic render shader
  • dynamic render shader loading
  • dynamic compute shader
  • dynamic compute shader loading
  • dynamic buffer
  • testing

FPS limit

Introduce a FPS limit, to reduce the load on the GPU, while simply rendering.

Rework processing

Rework processing using specified configuration files for processing and rendering. Also add a new config for the automation.

Does this work suppor Pytorch model?

Hi there, this is a wonderful work, I can see model directly, I have not try but I wonder if this work support Pytorch model? if not, will it be supported in the future?

Can't import script from folder - No module named 'data'

Code:
from data.mnist_data_handler import split_mnist_data

Error message:
C:\Users\Yinqi Huang\nn_vis>python examples/process_mnist_model.py Traceback (most recent call last): File "C:\Users\Yinqi Huang\nn_vis\examples\process_mnist_model.py", line 4, in <module> from data.mnist_data_handler import split_mnist_data ModuleNotFoundError: No module named 'data'

Refactor Code

Refactor large files and functions, which are too complex.

Refactored Folders:

  • data
  • evaluation
  • gui
  • models
  • neural_network_processing
  • opengl_helper
  • processing
  • rendering
  • examples
  • utility
  • root

Add pause and continue to processing

The processing can take some time. If it needs to stop or an error occurs and crashes, it would be good to have a save file on which you can continue processing without restarting everything.

Closing GUI doesn't close the rendering window

Closing the GUI window doesn't close the second window used for rendering the neural network. This should be fixed and tested. Also the threads should be checked to close all together.

Create a fancy readme

Create a fancy site showcasing processed networks and evaluation data form the thesis.

Create Windows Configs

Create a config file, which will be stored and overwritten for window positions of the conrtol panel and the render window.

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