hippynn

Getting Started:

  • What is hippynn?
  • How to install hippynn
  • Research articles using hippynn
  • License

User Guide:

  • hippynn Features
  • hippynn Concepts
  • Databases
  • Model and Loss Graphs
  • Units in hippynn
  • Custom Kernels
  • Library Settings
  • Creating Custom Node Types

Examples:

  • Minimal Workflow
  • Controller
  • Plotting
  • Predictor
  • Ensembling Models
  • Periodic Boundary Conditions
  • Force Training
  • Restarting training
  • ASE Calculators
  • LAMMPS interface
  • Non-Adiabiatic Excited States
  • Weighted/Masked Loss Functions
  • Pytorch Lightning module
  • Hyperparameter optimization with Ax and Ray

API Documentation:

  • Full API Documentation
  • API Summary Pages
hippynn
  • Examples
  • View page source

Examples

Here are some examples about how to use various features in hippynn. Besides the Minimal Workflow example, the examples are just snippets, rather than full scripts. For runnable example scripts, see the examples at the hippynn github repository

  • Minimal Workflow
  • Controller
  • Plotting
  • Predictor
  • Ensembling Models
  • Periodic Boundary Conditions
  • Force Training
  • Restarting training
  • ASE Calculators
  • LAMMPS interface
  • Non-Adiabiatic Excited States
  • Weighted/Masked Loss Functions
  • Pytorch Lightning module
  • Hyperparameter optimization with Ax and Ray

© Copyright 2019, Los Alamos National Laboratory.

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