project_skeleton icon indicating copy to clipboard operation
project_skeleton copied to clipboard

A skeleton pytorch codebase commonly used across my projects

Project Skeleton Utilities

This repository provides a skeleton pytorch codebase commonly used across my projects. Some examples projects using this are factored3d, CMR, 3D-relnet, and CSM.

Feel free to modify and/or build on this.

Usage Instructions

Any experiment using this code base typically creates a class that inherits from the 'Trainer' class in nnutils/train_utils.py. See this file in CMR code as an example. To define this 'Trainer', one has to simply instantiate the functions to define a dataset, model, register scalars to plot, and create visualizations. Once these are done, the training, logging, and saving models proceeds using the defined functions in the base class. Please see the flags in nnutils/train_utils.py to see the default parameters.