Functors.jl provides tools to express a powerful design pattern for dealing with large/ nested structures, as in machine learning and optimization. For large machine learning models, it can be cumbersome or inefficient to work with parameters as one big, flat vector, and structs help manage complexity; but it is also desirable to easily operate over all parameters at once, e.g. for changing precision or applying an optimizer update step.

Features

  • Functors.jl provides fmap to make those things easy
  • It is also possible to implement functor by hand when greater flexibility is required
  • Documentation available
  • Examples available
  • Easily operate over all parameters at once
  • Express a powerful design pattern for dealing with large/ nested structures

Project Samples

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License

MIT License

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Additional Project Details

Operating Systems

Linux, Mac, Windows

Programming Language

Julia

Related Categories

Julia Data Visualization Software

Registered

2023-12-06