Files
lammps/examples/PACKAGES/pod/Ta_Quadratic/log.4Jan23.fitpod.g++.1
Axel Kohlmeyer 56cb967991 enforce consisten eigenvector signs for ML-POD parameter coefficients
This also updates the bundled coeffs file and reference outputs.
2023-01-05 22:43:53 -05:00

115 lines
5.6 KiB
Groff

LAMMPS (22 Dec 2022)
using 1 OpenMP thread(s) per MPI task
# Demonstrate fitpod for POD potential
units metal
fitpod Ta_param.pod Ta_data.pod
Reading potential file Ta_param.pod with DATE: 2022-11-30
**************** Begin of POD Potentials ****************
species: Ta
periodic boundary conditions: 1 1 1
inner cut-off radius: 1
outer cut-off radius: 5
bessel polynomial degree: 3
inverse polynomial degree: 6
one-body potential: 1
two-body potential: 3 6 6
three-body potential: 3 6 5 5
four-body SNAP potential: 0 0
quadratic POD potential: 1
number of basis functions for one-body potential: 1
number of basis functions for two-body potential: 6
number of basis functions for three-body potential: 25
number of basis functions for four-body potential: 0
number of descriptors for one-body potential: 1
number of descriptors for two-body potential: 6
number of descriptors for three-body potential: 25
number of descriptors for four-body potential: 0
number of descriptors for quadratic POD potential: 150
total number of descriptors for all potentials: 182
**************** End of POD Potentials ****************
**************** Begin of Data File ****************
file format: extxyz
file extension: xyz
path to training data set: ../Ta/XYZ
path to test data set: ../Ta/XYZ
training fraction: 1
test fraction: 1
randomize training data set: 1
randomize test data set: 1
error analysis for training data set: 1
error analysis for test data set: 0
energy/force calculation for training data set: 0
energy/force calculation for test data set: 0
fitting weight for energy: 100
fitting weight for force: 1
fitting weight for stress: 0
fitting regularization parameter: 1e-10
**************** End of Data File ****************
**************** Begin of Training Data Set ****************
---------------------------------------------------------------
data file | number of configurations | number of atoms
---------------------------------------------------------------
Displaced_A15.xyz | 9 | 576
Displaced_BCC.xyz | 9 | 486
Displaced_FCC.xyz | 9 | 432
Elastic_BCC.xyz | 100 | 200
Elastic_FCC.xyz | 100 | 400
GSF_110.xyz | 22 | 528
GSF_112.xyz | 22 | 660
Liquid.xyz | 3 | 300
Surface.xyz | 7 | 236
Volume_A15.xyz | 30 | 240
Volume_BCC.xyz | 21 | 42
Volume_FCC.xyz | 31 | 124
---------------------------------------------------------------
number of files: 12
number of configurations in all files: 363
number of atoms in all files: 4224
minimum number of atoms: 2
maximum number of atoms: 100
**************** End of Training Data Set ****************
**************** Begin of Memory Allocation ****************
maximum number of atoms in periodic domain: 100
maximum number of atoms in extended domain: 2700
maximum number of neighbors in extended domain: 270000
size of double memory: 223201
size of int memory: 14709
size of descriptor matrix: 182 x 182
**************** End of Memory Allocation ****************
**************** Begin of Least-Squares Fitting ****************
Configuration: # 1
Configuration: # 101
Configuration: # 201
Configuration: # 301
**************** End of Least-Squares Fitting ****************
**************** Begin of Error Calculation ****************
Configuration: # 1
Configuration: # 101
Configuration: # 201
Configuration: # 301
**************** End of Error Calculation ****************
**************** Begin of Error Analysis for the Training Data Set ****************
---------------------------------------------------------------------------------------------------
File | # configs | # atoms | MAE energy | RMSE energy | MAE force | RMSE force
---------------------------------------------------------------------------------------------------
Displaced_A15.xyz 9 576 0.000554 0.000680 0.066393 0.083014
Displaced_BCC.xyz 9 486 0.004724 0.005103 0.108253 0.139461
Displaced_FCC.xyz 9 432 0.001704 0.001900 0.077531 0.097471
Elastic_BCC.xyz 100 200 0.000444 0.000446 0.000001 0.000002
Elastic_FCC.xyz 100 400 0.000273 0.000327 0.000110 0.000163
GSF_110.xyz 22 528 0.001852 0.002260 0.027303 0.044765
GSF_112.xyz 22 660 0.001839 0.002404 0.051415 0.080350
Liquid.xyz 3 300 0.000674 0.000758 0.217921 0.276109
Surface.xyz 7 236 0.009115 0.011661 0.047949 0.105123
Volume_A15.xyz 30 240 0.001407 0.001693 0.000000 0.000000
Volume_BCC.xyz 21 42 0.001497 0.002077 0.000000 0.000000
Volume_FCC.xyz 31 124 0.000870 0.001139 0.000000 0.000000
---------------------------------------------------------------------------------------------------
All files 363 4224 0.001053 0.002171 0.059051 0.106960
---------------------------------------------------------------------------------------------------
**************** End of Error Analysis for the Training Data Set ****************
Total wall time: 0:00:01