/netdev

A repository for clear and quick neural network development

Primary LanguagePythonMIT LicenseMIT

netdev

A repository for fast, easy, and readable neural network development. Inspired by netharn

Functionality:

  • Class prototype that implements typical NN model functionality:
    • hyperparameters:
      • input shape
      • output len
      • nice name [ ] initializer (TODO)
      • Work directory
      • reset
      • verbosity
  • Provides cache saving and loading built in through the ubelt caching module

Modules:

netskel.py

NetworkSkeleton

Backbone of the entire package, designed to serve as a simple and intuitive superclass for network implementations. Includes the following functionality (subject to change):

  • parameters(self)
  • to(self, device)
  • on_epoch(self, epoch, error)
  • cache(self)
  • load_cache(self)

utils/

clf_utils.py

  • to_onehot
  • compute_error

general_utils.py

  • deprecated
  • isiterable
  • check_constraints

ParameterRegister

Container class for registering and managing constraints, defaults, and current parameter values.

  • Checks values against defined constraints
  • sets uninitialized parameters to default values
  • produces hashable string for caching
  • supports unsetting parameters

net_utils.py

  • shape_for_shape
  • output_shape_for