Open qzhu2017 opened 3 years ago
Hi @qzhu2017,
Did you try to install CSP_BO on stampede2? I couldn't figure out about the mpi4py
issue.
First, I tried to run python setup.py install
, the installation stuck at:
compiler_compat/ld: cannot find -lvt-mpi
Second, I tried to install mpi4py
separately. The mpi4py
got installed in ~/anaconda3/envs/tf/lib/python3.8/site-packages/mpi4py
directory which is expected.
However, when the cspbo tried to call from mpi4py import MPI
, I obtained this error:
ImportError: dynamic module does not define module export function (PyInit_MPI)
Lastly, I further checked by trying to see which mpi4py
is used:
(tf) login2.stampede2(1110)$ python
Python 3.8.5 (default, Sep 4 2020, 07:30:14)
[GCC 7.3.0] :: Anaconda, Inc. on linux
Type "help", "copyright", "credits" or "license" for more information.
>>> import mpi4py
>>> mpi4py.__file__
'/opt/apps/intel18/impi18_0/python2/2.7.15/lib/python2.7/site-packages/mpi4py/__init__.py'
As you see, it insists on using the python2 mpi4py.
@qzhu2017
Anyway, I don't think this is a big deal. I will just modify the CSP_BO code to get rid of the MPI function for now. According to the CSP_BO/GULP
benchmark, the GPR performance is acceptable.
example_validate.py
with Stampede2
Processed 50 structures
------Gaussian Process Regression------
Kernel: 6.245**2 *RBF(length=0.561) 25 energy (0.008) 82 forces (0.163)
Loss: 27.177 6.245 0.561 0.008
Loss: 650.862 6.908 0.100 0.010
Loss: 30.785 6.331 0.501 0.008
Loss: 27.176 6.247 0.560 0.008
load the GP model from models/Si.json
Train Energy [ 25]: R2 0.9996 MAE 0.005 RMSE 0.006
Train Forces [ 246]: R2 0.9910 MAE 0.091 RMSE 0.125
1 E: -5.310 -> -5.312 F_MSE: 0.000 S_MSE: 2.459
2 E: -5.358 -> -5.354 F_MSE: 0.000 S_MSE: 2.060
3 E: -5.406 -> -5.409 F_MSE: 0.000 S_MSE: 1.310
4 E: -5.418 -> -5.421 F_MSE: 0.000 S_MSE: 0.840
5 E: -5.415 -> -5.425 F_MSE: 0.000 S_MSE: 0.234
6 E: -5.413 -> -5.422 F_MSE: 0.000 S_MSE: 0.475
7 E: -5.406 -> -5.411 F_MSE: 0.000 S_MSE: 0.921
8 E: -5.394 -> -5.393 F_MSE: 0.000 S_MSE: 1.383
9 E: -5.378 -> -5.370 F_MSE: 0.000 S_MSE: 1.830
10 E: -5.359 -> -5.342 F_MSE: 0.000 S_MSE: 2.259
Test Energy [ 10]: R2 0.9450 MAE 0.006 RMSE 0.008
Test Forces [1920]: R2 1.0000 MAE 0.000 RMSE 0.000
488.699 seconds elapsed
save the figure to E.png
save the figure to F.png
Test Stress [ 60]: R2 0.8971 MAE 0.913 RMSE 1.556
save the figure to S.png
@qzhu2017
idev command:
idev -p development/normal -N 1 -n 36 -m 120
@yanxon
Check out my latest updates on pyxtal. I just changed it a bit.
If you want to do optimization, use the following,
if you want to do single point energy
In both case, the input
struc
is the pyxtal structure.dir1
specifies the path of vasp calculation directory