File tree Expand file tree Collapse file tree 3 files changed +26
-0
lines changed Expand file tree Collapse file tree 3 files changed +26
-0
lines changed Original file line number Diff line number Diff line change
1
+ # Hierarchical training of stanene force field
2
+
3
+ After the OTF training is complete, we use MGP force field in LAMMPS for long time-scale simulations.
4
+ Snapshots are picked up from the LAMMPS trajectory and calculated in DFT for validation and re-training.
5
+
6
+ 1 . ` add_snap ` in mgp-"n": Add snapshots from DFT calculations in mgp-"n-1"
7
+ 2 . ` train_hyps ` : Train hyperparameters of GP
8
+ 3 . ` build_mgp ` : Use optimized hyps to build MGP
9
+ 4 . ` lmp ` : Run LAMMPS with MGP
10
+ 5 . ` uncertainties ` : Predict uncertainties
11
+ 6 . ` dft ` : Pick up three snapshots for DFT
Original file line number Diff line number Diff line change
1
+ # On-the-fly training of the stanene force field
2
+
3
+ 1 . ` atom_setup.py ` constructs the supercell of stanene
4
+ 2 . ` flare_setup.py ` initializes parameters for FLARE force field
5
+ 3 . ` qe_setup.py ` sets input parameters of Quantum Espresso (QE). Set to use 288 CPUs in total.
6
+ 4 . ` otf_run.py ` sets parameters for OTF training and molecular dynamics. Set to run 100 ps in total.
7
+ 5 . ` postprocess.py ` analyzes the OTF trajectory and generate a figure of mean square displacement
8
+
9
+ To launch the training, use
10
+ ```
11
+ python otf_run.py
12
+ ```
Original file line number Diff line number Diff line change
1
+ ## FLARE source code
2
+
3
+ This is the FLARE package folked from [ flare] ( https://github.com/mir-group/flare )
You can’t perform that action at this time.
0 commit comments