1. 24 Mar, 2023 1 commit
    • Emilien Garreau's avatar
      Add the OverfitModel · 813e941d
      Emilien Garreau authored
      Summary:
      Introduces the OverfitModel for NeRF-style training with overfitting to one scene.
      It is a specific case of GenericModel. It has been disentangle to ease usage.
      
      ## General modification
      
      1. Modularize a minimum GenericModel to introduce OverfitModel
      2. Introduce OverfitModel and ensure through unit testing that it behaves like GenericModel.
      
      ## Modularization
      
      The following methods have been extracted from GenericModel to allow modularity with ManyViewModel:
      - get_objective is now a call to weighted_sum_losses
      - log_loss_weights
      - prepare_inputs
      
      The generic methods have been moved to an utils.py file.
      
      Simplify the code to introduce OverfitModel.
      
      Private methods like chunk_generator are now public and can now be used by ManyViewModel.
      
      Reviewed By: shapovalov
      
      Differential Revision: D43771992
      
      fbshipit-source-id: 6102aeb21c7fdd56aa2ff9cd1dd23fd9fbf26315
      813e941d