ML LSPARSDES: Difference between revisions

From VASP Wiki
No edit summary
No edit summary
Line 7: Line 7:


To use the sparsification of angular descriptors set the following tags:
To use the sparsification of angular descriptors set the following tags:
*{{TAG|ML_FF_LSPARSDES_MB}}=''.TRUE.''
*{{TAG|ML_FF_LSPARSDES_MB}}=''.TRUE.''.
*The number of the highest eigenvalues <math>k</math> to which the correlation is measured via the leverage scoring: {{TAG|ML_FF_NRANK_SPARSDES_MB}}.
*The ratio of the selected descriptors to the total number of descriptors: {{TAG|ML_FF_RDES_SPARSDES_MB}}. This tag controls the extent of the sparsification.


== Related Tags and Sections ==
== Related Tags and Sections ==

Revision as of 18:27, 8 June 2021

ML_FF_LSPARSDES_MB = [logical]
Default: ML_FF_LSPARSDES_MB = .FALSE. 

Description: This tag specifies whether sparsification of the angular descriptors is done within machine learning force fields.


For details on the theory of angular descriptor sparsification see here.

To use the sparsification of angular descriptors set the following tags:

  • ML_FF_LSPARSDES_MB=.TRUE..
  • The number of the highest eigenvalues to which the correlation is measured via the leverage scoring: ML_FF_NRANK_SPARSDES_MB.
  • The ratio of the selected descriptors to the total number of descriptors: ML_FF_RDES_SPARSDES_MB. This tag controls the extent of the sparsification.

Related Tags and Sections

ML_FF_LMLFF, ML_FF_NRANK_SPARSDES_MB, ML_FF_RDES_SPARSDES_MB

Examples that use this tag