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runnerase-training

File-based calculator and analysis tools for training and evaluating RuNNer neural network potentials, built on top of runnerase-core. While runnerase-prediction evaluates an already-trained potential in-process, runnerase-training drives RuNNer's training binary directly and helps you inspect what came out of a fit.

Provides

  • RuNNerbin: a file-based calculator that manages running RuNNer's training binary and the corresponding input/output files.
  • Storage classes for analyzing RuNNer output: FitResults, ResultsClass, ScalingData, QEqScalingData, DatasetSplit, RuNNerSymmetryFunctionValues, Weights, ElementalWeights.

Usage

from runnerase_training import RuNNerbin

calc = RuNNerbin(directory="training_run")
calc.calculate()  # runs the RuNNer.x training binary

results = calc.results  # FitResults, weights, scaling data, ...

Documentation

Tutorials on training and workflow management with RuNNerbin: https://runner.theochem2.rub.de/runnerase-docs/latest/

License

GPL-3.0-or-later. Part of the runnerase project.

Metadata

Release files for runnerase-training 0.8.0

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